From bcdb69f61a530049865e0b9ecd2c0e1241d021e2 Mon Sep 17 00:00:00 2001 From: Yue Shuai <48269801+yueshuaing@users.noreply.github.com> Date: Mon, 9 Dec 2024 15:18:46 -0800 Subject: [PATCH 01/16] add explicit telecommute model --- activitysim/abm/models/__init__.py | 1 + .../abm/models/explicit_telecommute.py | 149 ++++++++++++++++++ 2 files changed, 150 insertions(+) create mode 100644 activitysim/abm/models/explicit_telecommute.py diff --git a/activitysim/abm/models/__init__.py b/activitysim/abm/models/__init__.py index 1383668431..2afb7bfcd8 100644 --- a/activitysim/abm/models/__init__.py +++ b/activitysim/abm/models/__init__.py @@ -49,4 +49,5 @@ vehicle_allocation, vehicle_type_choice, work_from_home, + explicit_telecommute ) diff --git a/activitysim/abm/models/explicit_telecommute.py b/activitysim/abm/models/explicit_telecommute.py new file mode 100644 index 0000000000..9037697121 --- /dev/null +++ b/activitysim/abm/models/explicit_telecommute.py @@ -0,0 +1,149 @@ +# ActivitySim +# See full license in LICENSE.txt. +from __future__ import annotations + +import logging + +import numpy as np +import pandas as pd + +from activitysim.core import ( + config, + estimation, + expressions, + simulate, + tracing, + workflow, +) +from activitysim.core.configuration.base import PreprocessorSettings, PydanticReadable +from activitysim.core.configuration.logit import LogitComponentSettings + +logger = logging.getLogger("activitysim") + + +class ExplicitTelecommuteSettings(LogitComponentSettings, extra="forbid"): + """ + Settings for the `explicit_telecommute` component. + """ + + preprocessor: PreprocessorSettings | None = None + """Setting for the preprocessor.""" + + TELECOMMUTE_ALT: int + """The code for telecommuting""" + + CHOOSER_FILTER_COLUMN_NAME: str = "is_worker" + """Column name in the dataframe to represent worker.""" + + DEST_CHOICE_COLUMN_NAME: str = "workplace_zone_id" + """Column name in persons dataframe to specify the workplace zone id. """ + + + +@workflow.step +def explicit_telecommute( + state: workflow.State, + persons_merged: pd.DataFrame, + persons: pd.DataFrame, + model_settings: ExplicitTelecommuteSettings | None = None, + model_settings_file_name: str = "explicit_telecommute.yaml", + trace_label: str = "explicit_telecommute", +) -> None: + """ + This model predicts whether a person (worker) telecommutes on the simulation day. + The output from this model is TRUE (if telecommutes) or FALSE (works away from home). + The workplace location choice is overridden for workers who telecommute + and set to -1. + """ + if model_settings is None: + model_settings = ExplicitTelecommuteSettings.read_settings_file( + state.filesystem, + model_settings_file_name, + ) + + choosers = persons_merged + chooser_filter_column_name = model_settings.CHOOSER_FILTER_COLUMN_NAME + choosers = choosers[ + (choosers[chooser_filter_column_name]) + & (choosers.cdap_activity == "M") + ] + logger.info("Running %s with %d persons", trace_label, len(choosers)) + + estimator = estimation.manager.begin_estimation(state, "explicit_telecommute") + + constants = config.get_model_constants(model_settings) + + # - preprocessor + preprocessor_settings = model_settings.preprocessor + if preprocessor_settings: + locals_d = {} + if constants is not None: + locals_d.update(constants) + + expressions.assign_columns( + state, + df=choosers, + model_settings=preprocessor_settings, + locals_dict=locals_d, + trace_label=trace_label, + ) + + model_spec = state.filesystem.read_model_spec(file_name=model_settings.SPEC) + coefficients_df = state.filesystem.read_model_coefficients(model_settings) + model_spec = simulate.eval_coefficients( + state, model_spec, coefficients_df, estimator + ) + nest_spec = config.get_logit_model_settings(model_settings) + + if estimator: + estimator.write_model_settings(model_settings, model_settings_file_name) + estimator.write_spec(model_settings) + estimator.write_coefficients(coefficients_df, model_settings) + estimator.write_choosers(choosers) + + choices = simulate.simple_simulate( + state, + choosers=choosers, + spec=model_spec, + nest_spec=nest_spec, + locals_d=constants, + trace_label=trace_label, + trace_choice_name="is_telecommuting", + estimator=estimator, + compute_settings=model_settings.compute_settings, + ) + + telecommute_alt = model_settings.TELECOMMUTE_ALT + choices = choices == telecommute_alt + + if estimator: + estimator.write_choices(choices) + choices = estimator.get_survey_values( + choices, + "persons", + "is_telecommuting" + ) + estimator.write_override_choices(choices) + estimator.end_estimation() + + persons["is_telecommuting"] = ( + choices.reindex(persons.index).fillna(0).astype(bool) + ) + # save original workplace_zone_id values to a new variable out_of_home_work_location + # setting workplace_zone_id to -1 if person is telecommuting on simulation day + dest_choice_column_name = model_settings.DEST_CHOICE_COLUMN_NAME + if dest_choice_column_name in persons.columns: + persons['out_of_home_work_location'] = persons[dest_choice_column_name] + persons[dest_choice_column_name] = np.where( + persons.is_telecommuting == True, -1, persons[dest_choice_column_name] + ) + + state.add_table("persons", persons) + + tracing.print_summary( + "explicit_telecommute", + persons.is_telecommuting, value_counts=True + ) + + if state.settings.trace_hh_id: + state.tracing.trace_df(persons, label=trace_label, warn_if_empty=True) From 0267b0c3bb059382823ca3fb691d1a25c1cdb559 Mon Sep 17 00:00:00 2001 From: Yue Shuai <48269801+yueshuaing@users.noreply.github.com> Date: Thu, 9 Jan 2025 19:19:47 -0800 Subject: [PATCH 02/16] Update explicit_telecommute.py --- .../abm/models/explicit_telecommute.py | Bin 4864 -> 16579059 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/activitysim/abm/models/explicit_telecommute.py b/activitysim/abm/models/explicit_telecommute.py index 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zFkrxd0RsjM7%*VKfB^#r3>YwAz<>b*1`HT5V8DO@0|pEjFkrxd0RsjM7%*VKfB^#r z3>YwAz<>b*1`HT5V8DO@0|pEjFkrxd0RsjM7%*VKfB^#r3>YwAz<>b*1`HT5V8DO@ z0|pEjFkrxd0RsjM7%*VKfB^#r3>YwAz<>b*1`HT5V8DO@0|pEjFkrxd0RsjM7%*VK WfB^#r3>YwAz<>b*1`HT5Fd7I5#sC2T From 87d0d4e53f2ffbb10c2458e823c3c841476d147a Mon Sep 17 00:00:00 2001 From: Yue Shuai <48269801+yueshuaing@users.noreply.github.com> Date: Thu, 9 Jan 2025 19:54:00 -0800 Subject: [PATCH 04/16] get work and home zone variable from workplace location model --- .../abm/models/explicit_telecommute.py | 25 +++++++++++-------- 1 file changed, 15 insertions(+), 10 deletions(-) diff --git a/activitysim/abm/models/explicit_telecommute.py b/activitysim/abm/models/explicit_telecommute.py index 9037697121..fa0eca5553 100644 --- a/activitysim/abm/models/explicit_telecommute.py +++ b/activitysim/abm/models/explicit_telecommute.py @@ -16,7 +16,7 @@ workflow, ) from activitysim.core.configuration.base import PreprocessorSettings, PydanticReadable -from activitysim.core.configuration.logit import LogitComponentSettings +from activitysim.core.configuration.logit import LogitComponentSettings, TourLocationComponentSettings logger = logging.getLogger("activitysim") @@ -35,9 +35,6 @@ class ExplicitTelecommuteSettings(LogitComponentSettings, extra="forbid"): CHOOSER_FILTER_COLUMN_NAME: str = "is_worker" """Column name in the dataframe to represent worker.""" - DEST_CHOICE_COLUMN_NAME: str = "workplace_zone_id" - """Column name in persons dataframe to specify the workplace zone id. """ - @workflow.step @@ -61,6 +58,11 @@ def explicit_telecommute( model_settings_file_name, ) + workplace_model_settings = TourLocationComponentSettings.read_settings_file( + state.filesystem, + "workplace_location.yaml", + ) + choosers = persons_merged chooser_filter_column_name = model_settings.CHOOSER_FILTER_COLUMN_NAME choosers = choosers[ @@ -130,12 +132,15 @@ def explicit_telecommute( choices.reindex(persons.index).fillna(0).astype(bool) ) # save original workplace_zone_id values to a new variable out_of_home_work_location - # setting workplace_zone_id to -1 if person is telecommuting on simulation day - dest_choice_column_name = model_settings.DEST_CHOICE_COLUMN_NAME - if dest_choice_column_name in persons.columns: - persons['out_of_home_work_location'] = persons[dest_choice_column_name] - persons[dest_choice_column_name] = np.where( - persons.is_telecommuting == True, -1, persons[dest_choice_column_name] + # setting workplace_zone_id to home_zone_id if person is telecommuting on simulation day + workplace_location = workplace_model_settings.DEST_CHOICE_COLUMN_NAME + home_zone = workplace_model_settings.CHOOSER_ORIG_COL_NAME + if workplace_location in persons.columns: + persons['out_of_home_work_location'] = persons[workplace_location] + persons[workplace_location] = np.where( + persons.is_telecommuting == True, + persons[home_zone], + persons[workplace_location] ) state.add_table("persons", persons) From 7eb517d82ccfb05620cb928edb2c469a787ab542 Mon Sep 17 00:00:00 2001 From: Yue Shuai <48269801+yueshuaing@users.noreply.github.com> Date: Wed, 22 Jan 2025 11:56:29 -0800 Subject: [PATCH 05/16] run explicit telecommute before cdap --- activitysim/abm/models/explicit_telecommute.py | 5 +---- 1 file changed, 1 insertion(+), 4 deletions(-) diff --git a/activitysim/abm/models/explicit_telecommute.py b/activitysim/abm/models/explicit_telecommute.py index fa0eca5553..55466b275f 100644 --- a/activitysim/abm/models/explicit_telecommute.py +++ b/activitysim/abm/models/explicit_telecommute.py @@ -65,10 +65,7 @@ def explicit_telecommute( choosers = persons_merged chooser_filter_column_name = model_settings.CHOOSER_FILTER_COLUMN_NAME - choosers = choosers[ - (choosers[chooser_filter_column_name]) - & (choosers.cdap_activity == "M") - ] + choosers = choosers[(choosers[chooser_filter_column_name])] logger.info("Running %s with %d persons", trace_label, len(choosers)) estimator = estimation.manager.begin_estimation(state, "explicit_telecommute") From 8af982bc28685f96606b4b6071f47196fbec7230 Mon Sep 17 00:00:00 2001 From: Yue Shuai <48269801+yueshuaing@users.noreply.github.com> Date: Thu, 30 Jan 2025 10:34:38 -0800 Subject: [PATCH 06/16] set workplace zone to -1 for person who is telecommuting --- activitysim/abm/models/explicit_telecommute.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/activitysim/abm/models/explicit_telecommute.py b/activitysim/abm/models/explicit_telecommute.py index 55466b275f..a5c1a16d79 100644 --- a/activitysim/abm/models/explicit_telecommute.py +++ b/activitysim/abm/models/explicit_telecommute.py @@ -129,14 +129,13 @@ def explicit_telecommute( choices.reindex(persons.index).fillna(0).astype(bool) ) # save original workplace_zone_id values to a new variable out_of_home_work_location - # setting workplace_zone_id to home_zone_id if person is telecommuting on simulation day + # setting workplace_zone_id to -1 if person is telecommuting on simulation day workplace_location = workplace_model_settings.DEST_CHOICE_COLUMN_NAME - home_zone = workplace_model_settings.CHOOSER_ORIG_COL_NAME if workplace_location in persons.columns: persons['out_of_home_work_location'] = persons[workplace_location] persons[workplace_location] = np.where( persons.is_telecommuting == True, - persons[home_zone], + -1, persons[workplace_location] ) From af6da956c7f4fb7b108ee554d5def564981625ed Mon Sep 17 00:00:00 2001 From: Yue Shuai <48269801+yueshuaing@users.noreply.github.com> Date: Fri, 31 Jan 2025 15:22:27 -0800 Subject: [PATCH 07/16] keep workplace location unchanged --- .../abm/models/explicit_telecommute.py | 21 ++----------------- 1 file changed, 2 insertions(+), 19 deletions(-) diff --git a/activitysim/abm/models/explicit_telecommute.py b/activitysim/abm/models/explicit_telecommute.py index a5c1a16d79..2819c0cb22 100644 --- a/activitysim/abm/models/explicit_telecommute.py +++ b/activitysim/abm/models/explicit_telecommute.py @@ -16,7 +16,7 @@ workflow, ) from activitysim.core.configuration.base import PreprocessorSettings, PydanticReadable -from activitysim.core.configuration.logit import LogitComponentSettings, TourLocationComponentSettings +from activitysim.core.configuration.logit import LogitComponentSettings logger = logging.getLogger("activitysim") @@ -49,8 +49,6 @@ def explicit_telecommute( """ This model predicts whether a person (worker) telecommutes on the simulation day. The output from this model is TRUE (if telecommutes) or FALSE (works away from home). - The workplace location choice is overridden for workers who telecommute - and set to -1. """ if model_settings is None: model_settings = ExplicitTelecommuteSettings.read_settings_file( @@ -58,11 +56,6 @@ def explicit_telecommute( model_settings_file_name, ) - workplace_model_settings = TourLocationComponentSettings.read_settings_file( - state.filesystem, - "workplace_location.yaml", - ) - choosers = persons_merged chooser_filter_column_name = model_settings.CHOOSER_FILTER_COLUMN_NAME choosers = choosers[(choosers[chooser_filter_column_name])] @@ -128,16 +121,6 @@ def explicit_telecommute( persons["is_telecommuting"] = ( choices.reindex(persons.index).fillna(0).astype(bool) ) - # save original workplace_zone_id values to a new variable out_of_home_work_location - # setting workplace_zone_id to -1 if person is telecommuting on simulation day - workplace_location = workplace_model_settings.DEST_CHOICE_COLUMN_NAME - if workplace_location in persons.columns: - persons['out_of_home_work_location'] = persons[workplace_location] - persons[workplace_location] = np.where( - persons.is_telecommuting == True, - -1, - persons[workplace_location] - ) state.add_table("persons", persons) @@ -147,4 +130,4 @@ def explicit_telecommute( ) if state.settings.trace_hh_id: - state.tracing.trace_df(persons, label=trace_label, warn_if_empty=True) + state.tracing.trace_df(persons, label=trace_label, warn_if_empty=True) \ No newline at end of file From 6f4584e2c3304bf54aa5fc566f589c43fe8ed0b0 Mon Sep 17 00:00:00 2001 From: Yue Shuai <48269801+yueshuaing@users.noreply.github.com> Date: Thu, 6 Feb 2025 16:22:58 -0800 Subject: [PATCH 08/16] format code with Black --- activitysim/abm/models/__init__.py | 2 +- .../abm/models/explicit_telecommute.py | 20 ++++++------------- 2 files changed, 7 insertions(+), 15 deletions(-) diff --git a/activitysim/abm/models/__init__.py b/activitysim/abm/models/__init__.py index 2afb7bfcd8..823192a96b 100644 --- a/activitysim/abm/models/__init__.py +++ b/activitysim/abm/models/__init__.py @@ -49,5 +49,5 @@ vehicle_allocation, vehicle_type_choice, work_from_home, - explicit_telecommute + explicit_telecommute, ) diff --git a/activitysim/abm/models/explicit_telecommute.py b/activitysim/abm/models/explicit_telecommute.py index 2819c0cb22..5cae0de7d3 100644 --- a/activitysim/abm/models/explicit_telecommute.py +++ b/activitysim/abm/models/explicit_telecommute.py @@ -36,7 +36,6 @@ class ExplicitTelecommuteSettings(LogitComponentSettings, extra="forbid"): """Column name in the dataframe to represent worker.""" - @workflow.step def explicit_telecommute( state: workflow.State, @@ -83,8 +82,8 @@ def explicit_telecommute( model_spec = state.filesystem.read_model_spec(file_name=model_settings.SPEC) coefficients_df = state.filesystem.read_model_coefficients(model_settings) model_spec = simulate.eval_coefficients( - state, model_spec, coefficients_df, estimator - ) + state, model_spec, coefficients_df, estimator + ) nest_spec = config.get_logit_model_settings(model_settings) if estimator: @@ -110,24 +109,17 @@ def explicit_telecommute( if estimator: estimator.write_choices(choices) - choices = estimator.get_survey_values( - choices, - "persons", - "is_telecommuting" - ) + choices = estimator.get_survey_values(choices, "persons", "is_telecommuting") estimator.write_override_choices(choices) estimator.end_estimation() - persons["is_telecommuting"] = ( - choices.reindex(persons.index).fillna(0).astype(bool) - ) + persons["is_telecommuting"] = choices.reindex(persons.index).fillna(0).astype(bool) state.add_table("persons", persons) tracing.print_summary( - "explicit_telecommute", - persons.is_telecommuting, value_counts=True + "explicit_telecommute", persons.is_telecommuting, value_counts=True ) if state.settings.trace_hh_id: - state.tracing.trace_df(persons, label=trace_label, warn_if_empty=True) \ No newline at end of file + state.tracing.trace_df(persons, label=trace_label, warn_if_empty=True) From 143aa263baad3073edf778879e89b11df716e322 Mon Sep 17 00:00:00 2001 From: Sijia Wang Date: Sun, 23 Mar 2025 20:06:41 -0400 Subject: [PATCH 09/16] documentation --- .../abm/models/explicit_telecommute.py | 4 +- .../estimation/larch/simple_simulate.py | 16 ++++++ .../components/explicit_telecommute.md | 49 +++++++++++++++++++ 3 files changed, 67 insertions(+), 2 deletions(-) create mode 100644 docs/dev-guide/components/explicit_telecommute.md diff --git a/activitysim/abm/models/explicit_telecommute.py b/activitysim/abm/models/explicit_telecommute.py index 5cae0de7d3..95bc7ec000 100644 --- a/activitysim/abm/models/explicit_telecommute.py +++ b/activitysim/abm/models/explicit_telecommute.py @@ -30,7 +30,7 @@ class ExplicitTelecommuteSettings(LogitComponentSettings, extra="forbid"): """Setting for the preprocessor.""" TELECOMMUTE_ALT: int - """The code for telecommuting""" + """Value that specifies if the worker is telecommuting on the simulation day.""" CHOOSER_FILTER_COLUMN_NAME: str = "is_worker" """Column name in the dataframe to represent worker.""" @@ -47,7 +47,7 @@ def explicit_telecommute( ) -> None: """ This model predicts whether a person (worker) telecommutes on the simulation day. - The output from this model is TRUE (if telecommutes) or FALSE (works away from home). + The output from this model is TRUE (if telecommutes) or FALSE (if does not telecommute). """ if model_settings is None: model_settings = ExplicitTelecommuteSettings.read_settings_file( diff --git a/activitysim/estimation/larch/simple_simulate.py b/activitysim/estimation/larch/simple_simulate.py index e7c5d07cdc..1f97cb775b 100644 --- a/activitysim/estimation/larch/simple_simulate.py +++ b/activitysim/estimation/larch/simple_simulate.py @@ -247,6 +247,22 @@ def work_from_home_model( ) +def explicit_telecommute_model( + name="explicit_telecommute", + edb_directory="output/estimation_data_bundle/{name}/", + return_data=False, +): + return simple_simulate_model( + name=name, + edb_directory=edb_directory, + return_data=return_data, + choices={ + True: 1, + False: 2, + }, # True is telecommute, false is does not telecommute, names match spec positions + ) + + def mandatory_tour_frequency_model( name="mandatory_tour_frequency", edb_directory="output/estimation_data_bundle/{name}/", diff --git a/docs/dev-guide/components/explicit_telecommute.md b/docs/dev-guide/components/explicit_telecommute.md new file mode 100644 index 0000000000..f18cdcc2d9 --- /dev/null +++ b/docs/dev-guide/components/explicit_telecommute.md @@ -0,0 +1,49 @@ +(component-explicit_telecommute)= +# Explicit Telecommute + +```{eval-rst} +.. currentmodule:: activitysim.abm.models.explicit_telecommute +``` + +Telecommuting is defined as workers who work from home instead of going +to work. It only applies to workers with a regular workplace outside of home. +The ActivitySim telecommute model consists of two long term submodels - a person [work_from_home](work_from_home) model and a +person [telecommute_frequency](telecommute_frequency) model. The work from home model predicts if a worker works exclusively from home, +whereas the telecommute frequency model predicts number of days in a week a worker telecommuters, if they do not exclusively work from home. +However, neither of them predicts whether a worker is telecommuting or not on the simulation day. +This explicit telecommute model extends the previous two models to predicts for all workers whether they +are telecommuting on the simulation day. + +An simple implementation of the explicit telecommute model can be based on the telecommute frequency. +For example, if a worker telecommutes 4 days a week, then there is a 80% probabilty for them to telecommute +on the simulation day. + +The main interface to the explicit telecommute model is the +[explicit_telecommute](activitysim.abm.models.explicit_telecommute) function. This +function is registered as an Inject step in the example Pipeline. + +## Structure + +- *Configuration File*: `explicit_telecommute.yaml` +- *Core Table*: `persons` +- *Result Table*: `is_telecommuting` + + +## Configuration + +```{eval-rst} +.. autopydantic_model:: ExplicitTelecommuteSetting + :inherited-members: BaseModel, PydanticReadable + :show-inheritance: +``` + +### Examples + +- [Example SANDAG ABM3](https://github.com/ActivitySim/sandag-abm3-example/tree/main/configs/resident/explicit_telecommute.yaml) + + +## Implementation + +```{eval-rst} +.. autofunction:: explicit_telecommute +``` From f3e4bdd740c317c132c585bdf34a19e7e0d9b930 Mon Sep 17 00:00:00 2001 From: Yue Shuai <48269801+yueshuaing@users.noreply.github.com> Date: Fri, 28 Mar 2025 19:39:38 -0700 Subject: [PATCH 10/16] change the model name to telecommute status --- activitysim/abm/models/__init__.py | 2 +- ...t_telecommute.py => telecommute_status.py} | 18 +++++++-------- .../estimation/larch/simple_simulate.py | 4 ++-- ...t_telecommute.md => telecommute_status.md} | 22 +++++++++---------- 4 files changed, 23 insertions(+), 23 deletions(-) rename activitysim/abm/models/{explicit_telecommute.py => telecommute_status.py} (86%) rename docs/dev-guide/components/{explicit_telecommute.md => telecommute_status.md} (64%) diff --git a/activitysim/abm/models/__init__.py b/activitysim/abm/models/__init__.py index 823192a96b..f30b1d43ee 100644 --- a/activitysim/abm/models/__init__.py +++ b/activitysim/abm/models/__init__.py @@ -49,5 +49,5 @@ vehicle_allocation, vehicle_type_choice, work_from_home, - explicit_telecommute, + telecommute_status, ) diff --git a/activitysim/abm/models/explicit_telecommute.py b/activitysim/abm/models/telecommute_status.py similarity index 86% rename from activitysim/abm/models/explicit_telecommute.py rename to activitysim/abm/models/telecommute_status.py index 95bc7ec000..77c260df59 100644 --- a/activitysim/abm/models/explicit_telecommute.py +++ b/activitysim/abm/models/telecommute_status.py @@ -21,9 +21,9 @@ logger = logging.getLogger("activitysim") -class ExplicitTelecommuteSettings(LogitComponentSettings, extra="forbid"): +class TelecommuteStatusSettings(LogitComponentSettings, extra="forbid"): """ - Settings for the `explicit_telecommute` component. + Settings for the `telecommute_status` component. """ preprocessor: PreprocessorSettings | None = None @@ -37,20 +37,20 @@ class ExplicitTelecommuteSettings(LogitComponentSettings, extra="forbid"): @workflow.step -def explicit_telecommute( +def telecommute_status( state: workflow.State, persons_merged: pd.DataFrame, persons: pd.DataFrame, - model_settings: ExplicitTelecommuteSettings | None = None, - model_settings_file_name: str = "explicit_telecommute.yaml", - trace_label: str = "explicit_telecommute", + model_settings: TelecommuteStatusSettings | None = None, + model_settings_file_name: str = "telecommute_status.yaml", + trace_label: str = "telecommute_status", ) -> None: """ This model predicts whether a person (worker) telecommutes on the simulation day. The output from this model is TRUE (if telecommutes) or FALSE (if does not telecommute). """ if model_settings is None: - model_settings = ExplicitTelecommuteSettings.read_settings_file( + model_settings = TelecommuteStatusSettings.read_settings_file( state.filesystem, model_settings_file_name, ) @@ -60,7 +60,7 @@ def explicit_telecommute( choosers = choosers[(choosers[chooser_filter_column_name])] logger.info("Running %s with %d persons", trace_label, len(choosers)) - estimator = estimation.manager.begin_estimation(state, "explicit_telecommute") + estimator = estimation.manager.begin_estimation(state, "telecommute_status") constants = config.get_model_constants(model_settings) @@ -118,7 +118,7 @@ def explicit_telecommute( state.add_table("persons", persons) tracing.print_summary( - "explicit_telecommute", persons.is_telecommuting, value_counts=True + "telecommute_status", persons.is_telecommuting, value_counts=True ) if state.settings.trace_hh_id: diff --git a/activitysim/estimation/larch/simple_simulate.py b/activitysim/estimation/larch/simple_simulate.py index 1f97cb775b..4238853163 100644 --- a/activitysim/estimation/larch/simple_simulate.py +++ b/activitysim/estimation/larch/simple_simulate.py @@ -247,8 +247,8 @@ def work_from_home_model( ) -def explicit_telecommute_model( - name="explicit_telecommute", +def telecommute_status_model( + name="telecommute_status", edb_directory="output/estimation_data_bundle/{name}/", return_data=False, ): diff --git a/docs/dev-guide/components/explicit_telecommute.md b/docs/dev-guide/components/telecommute_status.md similarity index 64% rename from docs/dev-guide/components/explicit_telecommute.md rename to docs/dev-guide/components/telecommute_status.md index f18cdcc2d9..1f993428a9 100644 --- a/docs/dev-guide/components/explicit_telecommute.md +++ b/docs/dev-guide/components/telecommute_status.md @@ -1,8 +1,8 @@ -(component-explicit_telecommute)= -# Explicit Telecommute +(component-telecommute_status)= +#Telecommute Status ```{eval-rst} -.. currentmodule:: activitysim.abm.models.explicit_telecommute +.. currentmodule:: activitysim.abm.models.telecommute_status ``` Telecommuting is defined as workers who work from home instead of going @@ -11,20 +11,20 @@ The ActivitySim telecommute model consists of two long term submodels - a person person [telecommute_frequency](telecommute_frequency) model. The work from home model predicts if a worker works exclusively from home, whereas the telecommute frequency model predicts number of days in a week a worker telecommuters, if they do not exclusively work from home. However, neither of them predicts whether a worker is telecommuting or not on the simulation day. -This explicit telecommute model extends the previous two models to predicts for all workers whether they +This telecommute status model extends the previous two models to predicts for all workers whether they are telecommuting on the simulation day. -An simple implementation of the explicit telecommute model can be based on the telecommute frequency. +An simple implementation of the telecommute status model can be based on the telecommute frequency. For example, if a worker telecommutes 4 days a week, then there is a 80% probabilty for them to telecommute on the simulation day. -The main interface to the explicit telecommute model is the -[explicit_telecommute](activitysim.abm.models.explicit_telecommute) function. This +The main interface to the telecommute status model is the +[telecommute_status](activitysim.abm.models.telecommute_status) function. This function is registered as an Inject step in the example Pipeline. ## Structure -- *Configuration File*: `explicit_telecommute.yaml` +- *Configuration File*: `telecommute_status.yaml` - *Core Table*: `persons` - *Result Table*: `is_telecommuting` @@ -32,18 +32,18 @@ function is registered as an Inject step in the example Pipeline. ## Configuration ```{eval-rst} -.. autopydantic_model:: ExplicitTelecommuteSetting +.. autopydantic_model:: TelecommuteStatusSettings :inherited-members: BaseModel, PydanticReadable :show-inheritance: ``` ### Examples -- [Example SANDAG ABM3](https://github.com/ActivitySim/sandag-abm3-example/tree/main/configs/resident/explicit_telecommute.yaml) +- [Example SANDAG ABM3](https://github.com/ActivitySim/sandag-abm3-example/tree/main/configs/resident/telecommute_status.yaml) ## Implementation ```{eval-rst} -.. autofunction:: explicit_telecommute +.. autofunction:: telecommute_status ``` From bbe2866d0358cf7b94b53db41acd650e14da588d Mon Sep 17 00:00:00 2001 From: Sijia Wang Date: Sat, 5 Apr 2025 20:37:39 -0400 Subject: [PATCH 11/16] update doc --- .../components/telecommute_status.md | 20 ++++++++++++------- 1 file changed, 13 insertions(+), 7 deletions(-) diff --git a/docs/dev-guide/components/telecommute_status.md b/docs/dev-guide/components/telecommute_status.md index 1f993428a9..8ce7cf2b4e 100644 --- a/docs/dev-guide/components/telecommute_status.md +++ b/docs/dev-guide/components/telecommute_status.md @@ -5,18 +5,24 @@ .. currentmodule:: activitysim.abm.models.telecommute_status ``` -Telecommuting is defined as workers who work from home instead of going -to work. It only applies to workers with a regular workplace outside of home. -The ActivitySim telecommute model consists of two long term submodels - a person [work_from_home](work_from_home) model and a -person [telecommute_frequency](telecommute_frequency) model. The work from home model predicts if a worker works exclusively from home, +The ActivitySim telecommute model consists of two long term submodels - +a person [work_from_home](work_from_home) model and +a person [telecommute_frequency](telecommute_frequency) model. +The work from home model predicts if a worker works exclusively from home, whereas the telecommute frequency model predicts number of days in a week a worker telecommuters, if they do not exclusively work from home. However, neither of them predicts whether a worker is telecommuting or not on the simulation day. This telecommute status model extends the previous two models to predicts for all workers whether they are telecommuting on the simulation day. -An simple implementation of the telecommute status model can be based on the telecommute frequency. -For example, if a worker telecommutes 4 days a week, then there is a 80% probabilty for them to telecommute -on the simulation day. +A simple implementation of the telecommute status model can be based on the worker's telecommute frequency. +For example, if a worker telecommutes 4 days a week, then there is a 80% probability for them to telecommute on the simulation day. +The telecommute status model software can accommodate more complex model forms if needed. + +There have been discussions on exactly where the telecommute status model should be added +in the model sequence. Some suggest it should be applied to all workers before the CDAP model; some suggest +it should be applied after the CDAP model, only to workers who have work activities (regardless of in-home or +out-of-home). The Consortium is currently engaged in an explicit telecommute design task as part pf Phase 9B, +out of which more guidance on the model sequence will be established. The main interface to the telecommute status model is the [telecommute_status](activitysim.abm.models.telecommute_status) function. This From 39b2b2ae852b4671b3d22bdbe1989bce8859ee69 Mon Sep 17 00:00:00 2001 From: Sijia Wang Date: Sun, 6 Apr 2025 11:24:37 -0400 Subject: [PATCH 12/16] update doc --- .../components/telecommute_status.md | 25 +++++++++++-------- 1 file changed, 14 insertions(+), 11 deletions(-) diff --git a/docs/dev-guide/components/telecommute_status.md b/docs/dev-guide/components/telecommute_status.md index 8ce7cf2b4e..932d9a8913 100644 --- a/docs/dev-guide/components/telecommute_status.md +++ b/docs/dev-guide/components/telecommute_status.md @@ -1,31 +1,34 @@ (component-telecommute_status)= -#Telecommute Status +# Telecommute Status ```{eval-rst} .. currentmodule:: activitysim.abm.models.telecommute_status ``` -The ActivitySim telecommute model consists of two long term submodels - +ActivitySim telecommute representation consists of two long term submodels - a person [work_from_home](work_from_home) model and a person [telecommute_frequency](telecommute_frequency) model. The work from home model predicts if a worker works exclusively from home, -whereas the telecommute frequency model predicts number of days in a week a worker telecommuters, if they do not exclusively work from home. -However, neither of them predicts whether a worker is telecommuting or not on the simulation day. -This telecommute status model extends the previous two models to predicts for all workers whether they -are telecommuting on the simulation day. +whereas the telecommute frequency model predicts number of days in a week a worker telecommuters, +if they do not exclusively work from home. +However, neither of them predicts whether a worker telecommutes or not on the simulation day. +This telecommute status model extends the previous two models to predict for all workers whether +they telecommute on the simulation day. A simple implementation of the telecommute status model can be based on the worker's telecommute frequency. -For example, if a worker telecommutes 4 days a week, then there is a 80% probability for them to telecommute on the simulation day. +For example, if a worker telecommutes 4 days a week, then there is a 80% probability for them +to telecommute on the simulation day. The telecommute status model software can accommodate more complex model forms if needed. There have been discussions on exactly where the telecommute status model should be added -in the model sequence. Some suggest it should be applied to all workers before the CDAP model; some suggest -it should be applied after the CDAP model, only to workers who have work activities (regardless of in-home or -out-of-home). The Consortium is currently engaged in an explicit telecommute design task as part pf Phase 9B, +in the model sequence. Some suggest it should be applied to all workers before the CDAP model; +some suggest it should be applied after the CDAP model only to workers who have work activities +during the day regardless of in-home or out-of-home (which requires change in CDAP definition). +The Consortium is currently engaged in an explicit telecommute design task as part pf Phase 9B, out of which more guidance on the model sequence will be established. The main interface to the telecommute status model is the -[telecommute_status](activitysim.abm.models.telecommute_status) function. This +[telecommute_status](activitysim.abm.models.telecommute_status) function. This function is registered as an Inject step in the example Pipeline. ## Structure From c183d637f4c2b37164bc4d8593587936273d3776 Mon Sep 17 00:00:00 2001 From: Sijia Wang Date: Thu, 17 Jul 2025 17:14:28 -0400 Subject: [PATCH 13/16] Update docs/dev-guide/components/telecommute_status.md Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --- docs/dev-guide/components/telecommute_status.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/dev-guide/components/telecommute_status.md b/docs/dev-guide/components/telecommute_status.md index 932d9a8913..4a8f971c3a 100644 --- a/docs/dev-guide/components/telecommute_status.md +++ b/docs/dev-guide/components/telecommute_status.md @@ -24,7 +24,7 @@ There have been discussions on exactly where the telecommute status model should in the model sequence. Some suggest it should be applied to all workers before the CDAP model; some suggest it should be applied after the CDAP model only to workers who have work activities during the day regardless of in-home or out-of-home (which requires change in CDAP definition). -The Consortium is currently engaged in an explicit telecommute design task as part pf Phase 9B, +The Consortium is currently engaged in an explicit telecommute design task as part of Phase 9B, out of which more guidance on the model sequence will be established. The main interface to the telecommute status model is the From 164d57b10d670626162930fd100bf5aad361b1e5 Mon Sep 17 00:00:00 2001 From: Sijia Wang Date: Thu, 17 Jul 2025 17:14:44 -0400 Subject: [PATCH 14/16] Update docs/dev-guide/components/telecommute_status.md Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --- docs/dev-guide/components/telecommute_status.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/dev-guide/components/telecommute_status.md b/docs/dev-guide/components/telecommute_status.md index 4a8f971c3a..2696d99b89 100644 --- a/docs/dev-guide/components/telecommute_status.md +++ b/docs/dev-guide/components/telecommute_status.md @@ -9,7 +9,7 @@ ActivitySim telecommute representation consists of two long term submodels - a person [work_from_home](work_from_home) model and a person [telecommute_frequency](telecommute_frequency) model. The work from home model predicts if a worker works exclusively from home, -whereas the telecommute frequency model predicts number of days in a week a worker telecommuters, +whereas the telecommute frequency model predicts number of days in a week a worker telecommutes, if they do not exclusively work from home. However, neither of them predicts whether a worker telecommutes or not on the simulation day. This telecommute status model extends the previous two models to predict for all workers whether From 0a76cd7405b33eddfd4b6e80d5900cc4cdc92ed8 Mon Sep 17 00:00:00 2001 From: Sijia Wang Date: Mon, 25 Aug 2025 12:03:55 -0400 Subject: [PATCH 15/16] alphabetical order --- activitysim/abm/models/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/activitysim/abm/models/__init__.py b/activitysim/abm/models/__init__.py index f30b1d43ee..44534fa531 100644 --- a/activitysim/abm/models/__init__.py +++ b/activitysim/abm/models/__init__.py @@ -33,6 +33,7 @@ stop_frequency, summarize, telecommute_frequency, + telecommute_status, tour_mode_choice, tour_od_choice, tour_scheduling_probabilistic, @@ -49,5 +50,4 @@ vehicle_allocation, vehicle_type_choice, work_from_home, - telecommute_status, ) From ed6342c6ecd2ff9b06b72400de349b509a79f71f Mon Sep 17 00:00:00 2001 From: Sijia Wang Date: Mon, 25 Aug 2025 14:41:42 -0400 Subject: [PATCH 16/16] address review comments --- activitysim/abm/models/telecommute_status.py | 32 +++++++++---------- .../components/telecommute_status.md | 20 ++++++++---- 2 files changed, 30 insertions(+), 22 deletions(-) diff --git a/activitysim/abm/models/telecommute_status.py b/activitysim/abm/models/telecommute_status.py index 77c260df59..7954052591 100644 --- a/activitysim/abm/models/telecommute_status.py +++ b/activitysim/abm/models/telecommute_status.py @@ -26,9 +26,6 @@ class TelecommuteStatusSettings(LogitComponentSettings, extra="forbid"): Settings for the `telecommute_status` component. """ - preprocessor: PreprocessorSettings | None = None - """Setting for the preprocessor.""" - TELECOMMUTE_ALT: int """Value that specifies if the worker is telecommuting on the simulation day.""" @@ -65,19 +62,14 @@ def telecommute_status( constants = config.get_model_constants(model_settings) # - preprocessor - preprocessor_settings = model_settings.preprocessor - if preprocessor_settings: - locals_d = {} - if constants is not None: - locals_d.update(constants) - - expressions.assign_columns( - state, - df=choosers, - model_settings=preprocessor_settings, - locals_dict=locals_d, - trace_label=trace_label, - ) + expressions.annotate_preprocessors( + state, + df=choosers, + locals_dict=constants, + skims=None, + model_settings=model_settings, + trace_label=trace_label, + ) model_spec = state.filesystem.read_model_spec(file_name=model_settings.SPEC) coefficients_df = state.filesystem.read_model_coefficients(model_settings) @@ -123,3 +115,11 @@ def telecommute_status( if state.settings.trace_hh_id: state.tracing.trace_df(persons, label=trace_label, warn_if_empty=True) + + expressions.annotate_tables( + state, + locals_dict=constants, + skims=None, + model_settings=model_settings, + trace_label=trace_label, + ) diff --git a/docs/dev-guide/components/telecommute_status.md b/docs/dev-guide/components/telecommute_status.md index 2696d99b89..c889f7e32e 100644 --- a/docs/dev-guide/components/telecommute_status.md +++ b/docs/dev-guide/components/telecommute_status.md @@ -20,12 +20,20 @@ For example, if a worker telecommutes 4 days a week, then there is a 80% probabi to telecommute on the simulation day. The telecommute status model software can accommodate more complex model forms if needed. -There have been discussions on exactly where the telecommute status model should be added -in the model sequence. Some suggest it should be applied to all workers before the CDAP model; -some suggest it should be applied after the CDAP model only to workers who have work activities -during the day regardless of in-home or out-of-home (which requires change in CDAP definition). -The Consortium is currently engaged in an explicit telecommute design task as part of Phase 9B, -out of which more guidance on the model sequence will be established. +There have been discussions about where to place the telecommute status model within the model sequence, +particularly regarding its interation with the Coordinated Daily Activity Pattern (CDAP) model. +Some have proposed expanding the CDAP definition of the "Mandatory" day pattern to include commuting, telecommuting and working from home, +and then applying the telecommute status model to workers with a "Mandatory" day pattern. +While this idea had merit, it would require re-defining and re-estimating CDAP for many regions, which presents practical challenges. + +During Phase 9B development, the Consortium collaboratively reached a consensus on a preferred design for explicitly modeling telecommuting. +It was decided that the existing CDAP definitions would remain unchanged. The new design introduces the ability +to model hybrid workers—those who work both in-home and out-of-home on the simulation day. To support this, +the Consortium recommended adding two new models: a Telecommute Arrangement model and an In-Home Work Activity Duration model. + +As of August 2025, these two models remain at the design stage and have not yet been implemented. Once deployed, +they will supersede the current telecommute status model, which will no longer be needed. In the interim, +the telecommute status model can be used to flag telecommuters in the simulation. The main interface to the telecommute status model is the [telecommute_status](activitysim.abm.models.telecommute_status) function. This