From 853aee1a55d1546af6656f73ff2f6e6914af1d64 Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Thu, 22 May 2025 13:26:12 +0200
Subject: [PATCH 01/14] improving the template to avoid generation of code with
 unsupported types

---
 .../core/prompts/templates/shared/output_type_template.tmpl     | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pandasai/core/prompts/templates/shared/output_type_template.tmpl b/pandasai/core/prompts/templates/shared/output_type_template.tmpl
index c792693c4..419efba05 100644
--- a/pandasai/core/prompts/templates/shared/output_type_template.tmpl
+++ b/pandasai/core/prompts/templates/shared/output_type_template.tmpl
@@ -1,5 +1,5 @@
 {% if not output_type %}
-type (possible values "string", "number", "dataframe", "plot"). Examples: { "type": "string", "value": f"The highest salary is {highest_salary}." } or { "type": "number", "value": 125 } or { "type": "dataframe", "value": pd.DataFrame({...}) } or { "type": "plot", "value": "temp_chart.png" }
+type (possible values "string", "number", "dataframe", "plot"). No other types available. Examples: { "type": "string", "value": f"The highest salary is {highest_salary}." } or { "type": "number", "value": 125 } or { "type": "dataframe", "value": pd.DataFrame({...}) } or { "type": "plot", "value": "temp_chart.png" }
 {% elif output_type == "number" %}
 type (must be "number"), value must int. Example: { "type": "number", "value": 125 }
 {% elif output_type == "string" %}

From a5d6a46f8154951a28b331cc6edc48fceebb8a37 Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Thu, 22 May 2025 14:26:25 +0200
Subject: [PATCH 02/14] minor change

---
 .../core/prompts/templates/shared/output_type_template.tmpl     | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pandasai/core/prompts/templates/shared/output_type_template.tmpl b/pandasai/core/prompts/templates/shared/output_type_template.tmpl
index 419efba05..2b39a282a 100644
--- a/pandasai/core/prompts/templates/shared/output_type_template.tmpl
+++ b/pandasai/core/prompts/templates/shared/output_type_template.tmpl
@@ -1,5 +1,5 @@
 {% if not output_type %}
-type (possible values "string", "number", "dataframe", "plot"). No other types available. Examples: { "type": "string", "value": f"The highest salary is {highest_salary}." } or { "type": "number", "value": 125 } or { "type": "dataframe", "value": pd.DataFrame({...}) } or { "type": "plot", "value": "temp_chart.png" }
+type (possible values "string", "number", "dataframe", "plot"). No other type available. Examples: { "type": "string", "value": f"The highest salary is {highest_salary}." } or { "type": "number", "value": 125 } or { "type": "dataframe", "value": pd.DataFrame({...}) } or { "type": "plot", "value": "temp_chart.png" }
 {% elif output_type == "number" %}
 type (must be "number"), value must int. Example: { "type": "number", "value": 125 }
 {% elif output_type == "string" %}

From 21e5e9d07b14130d0f6e61fa4d41f23f194a184e Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Tue, 27 May 2025 02:53:08 +0200
Subject: [PATCH 03/14] adding plotly instructing the template with the
 opportunity to use plotly

---
 pandasai/core/code_execution/environment.py   |  1 +
 .../core/code_generation/code_cleaning.py     | 18 +++-
 .../generate_python_code_with_sql.tmpl        |  5 +-
 .../shared/output_type_template.tmpl          |  4 +-
 pandasai/core/response/__init__.py            |  2 +
 pandasai/core/response/interactive_chart.py   | 34 ++++++++
 pandasai/core/response/parser.py              | 15 ++++
 poetry.lock                                   | 48 ++++++++++-
 pyproject.toml                                |  1 +
 .../core/code_execution/test_environment.py   |  2 +
 .../code_generation/test_code_cleaning.py     | 41 +++++++++
 .../helpers/test_optional_dependency.py       |  1 +
 tests/unit_tests/helpers/test_responses.py    |  9 ++
 tests/unit_tests/prompts/test_sql_prompt.py   | 11 ++-
 .../test_interactive_chart_response.py        | 85 +++++++++++++++++++
 15 files changed, 270 insertions(+), 7 deletions(-)
 create mode 100644 pandasai/core/response/interactive_chart.py
 create mode 100644 tests/unit_tests/response/test_interactive_chart_response.py

diff --git a/pandasai/core/code_execution/environment.py b/pandasai/core/code_execution/environment.py
index f81fc3428..19a0d04f3 100644
--- a/pandasai/core/code_execution/environment.py
+++ b/pandasai/core/code_execution/environment.py
@@ -29,6 +29,7 @@ def get_environment() -> dict:
         "pd": import_dependency("pandas"),
         "plt": import_dependency("matplotlib.pyplot"),
         "np": import_dependency("numpy"),
+        "px": import_dependency("plotly.express"),
     }
 
     return env
diff --git a/pandasai/core/code_generation/code_cleaning.py b/pandasai/core/code_generation/code_cleaning.py
index 1d19b38c2..b88d5b5f0 100644
--- a/pandasai/core/code_generation/code_cleaning.py
+++ b/pandasai/core/code_generation/code_cleaning.py
@@ -136,9 +136,10 @@ def clean_code(self, code: str) -> str:
             tuple: Cleaned code as a string and a list of additional dependencies.
         """
         code = self._replace_output_filenames_with_temp_chart(code)
+        code = self._replace_output_filenames_with_temp_json_chart(code)
 
-        # If plt.show is in the code, remove that line
-        code = re.sub(r"plt.show\(\)", "", code)
+        # If plt.show or fig.show is in the code, remove that line
+        code = re.sub(r"[a-z].show\(\)", "", code)
 
         tree = ast.parse(code)
         new_body = []
@@ -166,3 +167,16 @@ def _replace_output_filenames_with_temp_chart(self, code: str) -> str:
             lambda m: f"{m.group(1)}{chart_path}{m.group(1)}",
             code,
         )
+
+    def _replace_output_filenames_with_temp_json_chart(self, code: str) -> str:
+        """
+        Replace output file names with "temp_chart.json" (in case of usage of plotly).
+        """
+        _id = uuid.uuid4()
+        chart_path = os.path.join(DEFAULT_CHART_DIRECTORY, f"temp_chart_{_id}.json")
+        chart_path = chart_path.replace("\\", "\\\\")
+        return re.sub(
+            r"""(['"])([^'"]*\.json)\1""",
+            lambda m: f"{m.group(1)}{chart_path}{m.group(1)}",
+            code,
+        )
diff --git a/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl b/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl
index 4f7ae423a..528cddbe0 100644
--- a/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl
+++ b/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl
@@ -10,6 +10,9 @@ def execute_sql_query(sql_query: str) -> pd.Dataframe
     """This method connects to the database, executes the sql query and returns the dataframe"""
 </function>
 
+For the charts, you can either use `matplotlib.pyplot` or `plotly.express` to generate the charts.
+If you use `plotly.express`, you have to save each chart as a dictionary into a JSON file.
+
 {% if last_code_generated != "" and context.memory.count() > 0 %}
 {{ last_code_generated }}
 {% else %}
@@ -31,4 +34,4 @@ At the end, declare "result" variable as a dictionary of type and value.
 
 Generate python code and return full updated code:
 
-### Note: Use only relevant table for query and do aggregation, sorting, joins and grouby through sql query
\ No newline at end of file
+### Note: Use only relevant table for query and do aggregation, sorting, joins and group by through sql query
\ No newline at end of file
diff --git a/pandasai/core/prompts/templates/shared/output_type_template.tmpl b/pandasai/core/prompts/templates/shared/output_type_template.tmpl
index 2b39a282a..2ad15c8a6 100644
--- a/pandasai/core/prompts/templates/shared/output_type_template.tmpl
+++ b/pandasai/core/prompts/templates/shared/output_type_template.tmpl
@@ -1,5 +1,5 @@
 {% if not output_type %}
-type (possible values "string", "number", "dataframe", "plot"). No other type available. Examples: { "type": "string", "value": f"The highest salary is {highest_salary}." } or { "type": "number", "value": 125 } or { "type": "dataframe", "value": pd.DataFrame({...}) } or { "type": "plot", "value": "temp_chart.png" }
+type (possible values "string", "number", "dataframe", "plot", "iplot"). No other type available. "plot" is when "matplotlib" is used; "iplot" when "plotly" si used. Examples: { "type": "string", "value": f"The highest salary is {highest_salary}." } or { "type": "number", "value": 125 } or { "type": "dataframe", "value": pd.DataFrame({...}) } or { "type": "plot", "value": "temp_chart.png" } or { "type": "iplot", "value": "temp_chart.json" }
 {% elif output_type == "number" %}
 type (must be "number"), value must int. Example: { "type": "number", "value": 125 }
 {% elif output_type == "string" %}
@@ -8,4 +8,6 @@ type (must be "string"), value must be string. Example: { "type": "string", "val
 type (must be "dataframe"), value must be pd.DataFrame or pd.Series. Example: { "type": "dataframe", "value": pd.DataFrame({...}) }
 {% elif output_type == "plot" %}
 type (must be "plot"), value must be string. Example: { "type": "plot", "value": "temp_chart.png" }
+{% elif output_type == "iplot" %}
+type (must be "iplot"), value must be string. Example: { "type": "iplot", "value": "temp_chart.json" }
 {% endif %}
\ No newline at end of file
diff --git a/pandasai/core/response/__init__.py b/pandasai/core/response/__init__.py
index 4ac15d2b9..64b53286e 100644
--- a/pandasai/core/response/__init__.py
+++ b/pandasai/core/response/__init__.py
@@ -2,6 +2,7 @@
 from .chart import ChartResponse
 from .dataframe import DataFrameResponse
 from .error import ErrorResponse
+from .interactive_chart import InteractiveChartResponse
 from .number import NumberResponse
 from .parser import ResponseParser
 from .string import StringResponse
@@ -10,6 +11,7 @@
     "ResponseParser",
     "BaseResponse",
     "ChartResponse",
+    "InteractiveChartResponse",
     "DataFrameResponse",
     "NumberResponse",
     "StringResponse",
diff --git a/pandasai/core/response/interactive_chart.py b/pandasai/core/response/interactive_chart.py
new file mode 100644
index 000000000..18c816f3a
--- /dev/null
+++ b/pandasai/core/response/interactive_chart.py
@@ -0,0 +1,34 @@
+import json
+import os
+from typing import Any
+
+from .base import BaseResponse
+
+
+class InteractiveChartResponse(BaseResponse):
+    def __init__(self, value: Any, last_code_executed: str):
+        super().__init__(value, "ichart", last_code_executed)
+
+    def _get_chart(self) -> dict:
+        if isinstance(self.value, dict):
+            return self.value
+
+        if isinstance(self.value, str):
+            if os.path.exists(self.value):
+                with open(self.value, "rb") as f:
+                    return json.load(f)
+
+            return json.loads(self.value)
+
+        raise ValueError("Invalid value type for InteractiveChartResponse. Expected dict or str.")
+
+    def save(self, path: str):
+        img = self._get_chart()
+        with open(path, "w") as f:
+            json.dump(img, f)
+
+    def __str__(self) -> str:
+        return self.value if isinstance(self.value, str) else json.dumps(self.value)
+
+    def get_dict_image(self) -> dict:
+        return self._get_chart()
diff --git a/pandasai/core/response/parser.py b/pandasai/core/response/parser.py
index f83fea313..cef8801fb 100644
--- a/pandasai/core/response/parser.py
+++ b/pandasai/core/response/parser.py
@@ -8,6 +8,7 @@
 from .base import BaseResponse
 from .chart import ChartResponse
 from .dataframe import DataFrameResponse
+from .interactive_chart import InteractiveChartResponse
 from .number import NumberResponse
 from .string import StringResponse
 
@@ -26,6 +27,8 @@ def _generate_response(self, result: dict, last_code_executed: str = None):
             return DataFrameResponse(result["value"], last_code_executed)
         elif result["type"] == "plot":
             return ChartResponse(result["value"], last_code_executed)
+        elif result["type"] == "iplot":
+            return InteractiveChartResponse(result["value"], last_code_executed)
         else:
             raise InvalidOutputValueMismatch(f"Invalid output type: {result['type']}")
 
@@ -72,4 +75,16 @@ def _validate_response(self, result: dict):
                     "Invalid output: Expected a plot save path str but received an incompatible type."
                 )
 
+        elif result["type"] == "iplot":
+            if not isinstance(result["value"], (str, dict)):
+                raise InvalidOutputValueMismatch(
+                    "Invalid output: Expected a plot save path str but received an incompatible type."
+                )
+
+            path_to_plot_pattern = r"^(\/[\w.-]+)+(/[\w.-]+)*$|^[^\s/]+(/[\w.-]+)*$"
+            if not bool(re.match(path_to_plot_pattern, result["value"])):
+                raise InvalidOutputValueMismatch(
+                    "Invalid output: Expected a plot save path str but received an incompatible type."
+                )
+
         return True
diff --git a/poetry.lock b/poetry.lock
index f4b30706e..c6b1e7f68 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1080,6 +1080,31 @@ pillow = ">=6.2.0"
 pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
 
+[[package]]
+name = "narwhals"
+version = "1.41.0"
+description = "Extremely lightweight compatibility layer between dataframe libraries"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "narwhals-1.41.0-py3-none-any.whl", hash = "sha256:d958336b40952e4c4b7aeef259a7074851da0800cf902186a58f2faeff97be02"},
+    {file = "narwhals-1.41.0.tar.gz", hash = "sha256:0ab2e5a1757a19b071e37ca74b53b0b5426789321d68939738337dfddea629b5"},
+]
+
+[package.extras]
+cudf = ["cudf (>=24.10.0)"]
+dask = ["dask[dataframe] (>=2024.8)"]
+duckdb = ["duckdb (>=1.0)"]
+ibis = ["ibis-framework (>=6.0.0)", "packaging", "pyarrow-hotfix", "rich"]
+modin = ["modin"]
+pandas = ["pandas (>=0.25.3)"]
+polars = ["polars (>=0.20.3)"]
+pyarrow = ["pyarrow (>=11.0.0)"]
+pyspark = ["pyspark (>=3.5.0)"]
+pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
+sqlframe = ["sqlframe (>=3.22.0)"]
+
 [[package]]
 name = "nodeenv"
 version = "1.9.1"
@@ -1351,6 +1376,27 @@ docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-a
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
 type = ["mypy (>=1.11.2)"]
 
+[[package]]
+name = "plotly"
+version = "6.1.1"
+description = "An open-source interactive data visualization library for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "plotly-6.1.1-py3-none-any.whl", hash = "sha256:9cca7167406ebf7ff541422738402159ec3621a608ff7b3e2f025573a1c76225"},
+    {file = "plotly-6.1.1.tar.gz", hash = "sha256:84a4f3d36655f1328fa3155377c7e8a9533196697d5b79a4bc5e905bdd09a433"},
+]
+
+[package.dependencies]
+narwhals = ">=1.15.1"
+packaging = "*"
+
+[package.extras]
+dev = ["black (==25.1.0)"]
+express = ["numpy"]
+kaleido = ["kaleido (==1.0.0rc13)"]
+
 [[package]]
 name = "pluggy"
 version = "1.5.0"
@@ -2063,4 +2109,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.8,<3.12"
-content-hash = "9fd5b43cddb627731e144406299386cec5b121e558207a6d4057c68e04f748a5"
+content-hash = "84c8488f9f5f13656dd0d1d33ddb65e517c2754c407aed97e4d1f8537f1a7127"
diff --git a/pyproject.toml b/pyproject.toml
index 2a274b85b..b821ec61a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,6 +28,7 @@ seaborn = "^0.12.2"
 sqlglot = "^25.0.3" 
 pyarrow = "^14.0.1"
 pyyaml = "^6.0.2"
+plotly = "^6.1.1"
 
 [tool.poetry.group.dev]
 optional = true
diff --git a/tests/unit_tests/core/code_execution/test_environment.py b/tests/unit_tests/core/code_execution/test_environment.py
index 2e77198ab..06f098647 100644
--- a/tests/unit_tests/core/code_execution/test_environment.py
+++ b/tests/unit_tests/core/code_execution/test_environment.py
@@ -18,6 +18,7 @@ def test_get_environment_with_secure_mode(self, mock_import_dependency):
         self.assertIn("pd", env)
         self.assertIn("plt", env)
         self.assertIn("np", env)
+        self.assertIn("px", env)
 
     @patch("pandasai.core.code_execution.environment.import_dependency")
     def test_get_environment_without_secure_mode(self, mock_import_dependency):
@@ -28,6 +29,7 @@ def test_get_environment_without_secure_mode(self, mock_import_dependency):
         self.assertIn("pd", env)
         self.assertIn("plt", env)
         self.assertIn("np", env)
+        self.assertIn("px", env)
         self.assertIsInstance(env["pd"], MagicMock)
 
     @patch("pandasai.core.code_execution.environment.importlib.import_module")
diff --git a/tests/unit_tests/core/code_generation/test_code_cleaning.py b/tests/unit_tests/core/code_generation/test_code_cleaning.py
index a8e8a1afa..27c972c88 100644
--- a/tests/unit_tests/core/code_generation/test_code_cleaning.py
+++ b/tests/unit_tests/core/code_generation/test_code_cleaning.py
@@ -104,6 +104,23 @@ def test_replace_output_filenames_with_temp_chart(self):
         )
         self.assertRegex(code, expected_pattern)
 
+    def test_replace_output_filenames_with_temp_json_chart(self):
+        handler = self.cleaner
+        handler.context = MagicMock()
+        handler.context.config.save_charts = True
+        handler.context.logger = MagicMock()  # Mock logger
+        handler.context.last_prompt_id = 123
+        handler.context.config.save_charts_path = "/custom/path"
+
+        code = 'some text "hello.json" more text'
+
+        code = handler._replace_output_filenames_with_temp_json_chart(code)
+
+        expected_pattern = re.compile(
+            r'some text "exports[/\\]+charts[/\\]+temp_chart_.*\.json" more text'
+        )
+        self.assertRegex(code, expected_pattern)
+
     def test_replace_output_filenames_with_temp_chart_windows_paths(self):
         handler = self.cleaner
         handler.context = MagicMock()
@@ -156,6 +173,18 @@ def test_replace_output_filenames_with_temp_chart_empty_code(self):
             result, expected_code, f"Expected '{expected_code}', but got '{result}'"
         )
 
+    def test_replace_output_filenames_with_temp_json_chart_empty_code(self):
+        handler = self.cleaner
+
+        code = ""
+        expected_code = ""  # It should remain empty, as no substitution is made
+
+        result = handler._replace_output_filenames_with_temp_json_chart(code)
+
+        self.assertEqual(
+            result, expected_code, f"Expected '{expected_code}', but got '{result}'"
+        )
+
     def test_replace_output_filenames_with_temp_chart_no_png(self):
         handler = self.cleaner
 
@@ -168,6 +197,18 @@ def test_replace_output_filenames_with_temp_chart_no_png(self):
             result, expected_code, f"Expected '{expected_code}', but got '{result}'"
         )
 
+    def test_replace_output_filenames_with_temp_json_chart_no_json(self):
+        handler = self.cleaner
+
+        code = "some text without json"
+        expected_code = "some text without json"  # No change should occur
+
+        result = handler._replace_output_filenames_with_temp_json_chart(code)
+
+        self.assertEqual(
+            result, expected_code, f"Expected '{expected_code}', but got '{result}'"
+        )
+
 
 if __name__ == "__main__":
     unittest.main()
diff --git a/tests/unit_tests/helpers/test_optional_dependency.py b/tests/unit_tests/helpers/test_optional_dependency.py
index 660acabd9..b14a5dcea 100644
--- a/tests/unit_tests/helpers/test_optional_dependency.py
+++ b/tests/unit_tests/helpers/test_optional_dependency.py
@@ -32,3 +32,4 @@ def test_env_for_necessary_deps():
     assert "pd" in env
     assert "plt" in env
     assert "np" in env
+    assert "px" in env
diff --git a/tests/unit_tests/helpers/test_responses.py b/tests/unit_tests/helpers/test_responses.py
index 100898a0c..5c785912b 100644
--- a/tests/unit_tests/helpers/test_responses.py
+++ b/tests/unit_tests/helpers/test_responses.py
@@ -9,6 +9,7 @@
 from pandasai.core.response import (
     ChartResponse,
     DataFrameResponse,
+    InteractiveChartResponse,
     NumberResponse,
     StringResponse,
 )
@@ -55,6 +56,14 @@ def test_parse_valid_plot(self):
         self.assertEqual(response.last_code_executed, None)
         self.assertEqual(response.type, "chart")
 
+    def test_parse_valid_interactive_plot(self):
+        result = {"type": "iplot", "value": "path/to/plot.json"}
+        response = self.response_parser.parse(result)
+        self.assertIsInstance(response, InteractiveChartResponse)
+        self.assertEqual(response.value, "path/to/plot.json")
+        self.assertEqual(response.last_code_executed, None)
+        self.assertEqual(response.type, "ichart")
+
     def test_plot_img_show_triggered(self):
         result = {
             "type": "plot",
diff --git a/tests/unit_tests/prompts/test_sql_prompt.py b/tests/unit_tests/prompts/test_sql_prompt.py
index 4637c761d..4bd611c22 100644
--- a/tests/unit_tests/prompts/test_sql_prompt.py
+++ b/tests/unit_tests/prompts/test_sql_prompt.py
@@ -21,7 +21,7 @@ class TestGeneratePythonCodeWithSQLPrompt:
         [
             (
                 "",
-                """type (possible values "string", "number", "dataframe", "plot"). Examples: { "type": "string", "value": f"The highest salary is {highest_salary}." } or { "type": "number", "value": 125 } or { "type": "dataframe", "value": pd.DataFrame({...}) } or { "type": "plot", "value": "temp_chart.png" }""",
+                """type (possible values "string", "number", "dataframe", "plot", "iplot"). No other type available. "plot" is when "matplotlib" is used; "iplot" when "plotly" si used. Examples: { "type": "string", "value": f"The highest salary is {highest_salary}." } or { "type": "number", "value": 125 } or { "type": "dataframe", "value": pd.DataFrame({...}) } or { "type": "plot", "value": "temp_chart.png" } or { "type": "iplot", "value": "temp_chart.json" }""",
             ),
             (
                 "number",
@@ -35,6 +35,10 @@ class TestGeneratePythonCodeWithSQLPrompt:
                 "plot",
                 """type (must be "plot"), value must be string. Example: { "type": "plot", "value": "temp_chart.png" }""",
             ),
+            (
+                "iplot",
+                """type (must be "iplot"), value must be string. Example: { "type": "iplot", "value": "temp_chart.json" }""",
+            ),
             (
                 "string",
                 """type (must be "string"), value must be string. Example: { "type": "string", "value": f"The highest salary is {highest_salary}." }""",
@@ -77,6 +81,9 @@ def execute_sql_query(sql_query: str) -> pd.Dataframe
     """This method connects to the database, executes the sql query and returns the dataframe"""
 </function>
 
+For the charts, you can either use `matplotlib.pyplot` or `plotly.express` to generate the charts.
+If you use `plotly.express`, you have to save each chart as a dictionary into a JSON file.
+
 
 Update this initial code:
 ```python
@@ -99,5 +106,5 @@ def execute_sql_query(sql_query: str) -> pd.Dataframe
 
 Generate python code and return full updated code:
 
-### Note: Use only relevant table for query and do aggregation, sorting, joins and grouby through sql query'''  # noqa: E501
+### Note: Use only relevant table for query and do aggregation, sorting, joins and group by through sql query'''  # noqa: E501
         )
diff --git a/tests/unit_tests/response/test_interactive_chart_response.py b/tests/unit_tests/response/test_interactive_chart_response.py
new file mode 100644
index 000000000..d66e2c0d3
--- /dev/null
+++ b/tests/unit_tests/response/test_interactive_chart_response.py
@@ -0,0 +1,85 @@
+import base64
+import io
+import json
+
+import pytest
+
+from pandasai.core.response.interactive_chart import InteractiveChartResponse
+
+
+@pytest.fixture
+def sample_json():
+    # Create a small test plotly dictionary
+    return {
+        "data": [
+            {
+                "x": [1, 2, 3],
+                "y": [4, 5, 6],
+                "type": "scatter",
+                "mode": "lines+markers",
+                "marker": {"color": "red"},
+            }
+        ],
+        "layout": {
+            "title": "Test Chart",
+            "xaxis": {"title": "X Axis"},
+            "yaxis": {"title": "Y Axis"},
+        },
+        "config": {
+            "responsive": True,
+            "displayModeBar": True,
+            "showSendToCloud": False,
+        },
+        "image": {
+            "width": 100,
+            "height": 100,
+            "format": "png",
+            "data": base64.b64encode(io.BytesIO(b"test_image_data").getvalue()).decode("utf-8"),
+        },
+    }
+
+
+@pytest.fixture
+def interactive_chart_response(sample_json):
+    return InteractiveChartResponse(sample_json, "test_code")
+
+
+def test_interactive_chart_response_initialization(interactive_chart_response):
+    assert interactive_chart_response.type == "ichart"
+    assert interactive_chart_response.last_code_executed == "test_code"
+
+
+def test_get_interactive_chart_from_json(interactive_chart_response):
+    chart = interactive_chart_response._get_chart()
+    assert isinstance(chart, dict)
+    assert chart["image"]["width"] == 100
+
+
+def test_get_interactive_chart_from_string(sample_json):
+    response = InteractiveChartResponse(json.dumps(sample_json), "test_code")
+    chart = response._get_chart()
+    assert isinstance(chart, dict)
+    assert chart["image"]["width"] == 100
+
+
+def test_get_interactive_chart_from_unsupported_format():
+    with pytest.raises(ValueError):
+        response = InteractiveChartResponse(1, "test_code")
+        response._get_chart()
+
+
+def test_save_interactive_chart(interactive_chart_response, tmp_path):
+    output_path = tmp_path / "output.json"
+    interactive_chart_response.save(str(output_path))
+    assert output_path.exists()
+
+
+def test_get_dict_interactive_chart(interactive_chart_response):
+    chart_dict = interactive_chart_response.get_dict_image()
+    assert isinstance(chart_dict, dict)
+    assert "data" in chart_dict
+    assert "layout" in chart_dict
+    assert "config" in chart_dict
+    assert "image" in chart_dict
+    assert isinstance(chart_dict["image"], dict)
+    assert "data" in chart_dict["image"]

From 95149a9284c2a5cb1f669fc07b3933db87082d0b Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Tue, 27 May 2025 03:25:57 +0200
Subject: [PATCH 04/14] improving the code generation template in case of
 plotly

---
 .../core/prompts/templates/generate_python_code_with_sql.tmpl   | 2 +-
 tests/unit_tests/prompts/test_sql_prompt.py                     | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl b/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl
index 528cddbe0..efb525859 100644
--- a/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl
+++ b/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl
@@ -11,7 +11,7 @@ def execute_sql_query(sql_query: str) -> pd.Dataframe
 </function>
 
 For the charts, you can either use `matplotlib.pyplot` or `plotly.express` to generate the charts.
-If you use `plotly.express`, you have to save each chart as a dictionary into a JSON file.
+If you use `plotly.express`, you have to save each chart by using `fig.write_json` (e.g., `fig.write_json("path/to/file.json", pretty=True)`).
 
 {% if last_code_generated != "" and context.memory.count() > 0 %}
 {{ last_code_generated }}
diff --git a/tests/unit_tests/prompts/test_sql_prompt.py b/tests/unit_tests/prompts/test_sql_prompt.py
index 4bd611c22..19b87fbb1 100644
--- a/tests/unit_tests/prompts/test_sql_prompt.py
+++ b/tests/unit_tests/prompts/test_sql_prompt.py
@@ -82,7 +82,7 @@ def execute_sql_query(sql_query: str) -> pd.Dataframe
 </function>
 
 For the charts, you can either use `matplotlib.pyplot` or `plotly.express` to generate the charts.
-If you use `plotly.express`, you have to save each chart as a dictionary into a JSON file.
+If you use `plotly.express`, you have to save each chart by using `fig.write_json` (e.g., `fig.write_json("path/to/file.json", pretty=True)`).
 
 
 Update this initial code:

From 92a815e98083a40d5a12b91e36ca713f925471ef Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Tue, 27 May 2025 04:30:43 +0200
Subject: [PATCH 05/14] improving the code generation template in case of
 plotly

---
 .../core/prompts/templates/generate_python_code_with_sql.tmpl  | 3 ++-
 tests/unit_tests/prompts/test_sql_prompt.py                    | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl b/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl
index efb525859..e04b31e2e 100644
--- a/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl
+++ b/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl
@@ -11,7 +11,8 @@ def execute_sql_query(sql_query: str) -> pd.Dataframe
 </function>
 
 For the charts, you can either use `matplotlib.pyplot` or `plotly.express` to generate the charts.
-If you use `plotly.express`, you have to save each chart by using `fig.write_json` (e.g., `fig.write_json("path/to/file.json", pretty=True)`).
+Use `plotly.express` only if the user explicitly asks for it, otherwise use `matplotlib.pyplot`.
+If `plotly.express` is used, save each chart by using `fig.write_json` (e.g., `fig.write_json("path/to/file.json", pretty=True)`).
 
 {% if last_code_generated != "" and context.memory.count() > 0 %}
 {{ last_code_generated }}
diff --git a/tests/unit_tests/prompts/test_sql_prompt.py b/tests/unit_tests/prompts/test_sql_prompt.py
index 19b87fbb1..b10bf8986 100644
--- a/tests/unit_tests/prompts/test_sql_prompt.py
+++ b/tests/unit_tests/prompts/test_sql_prompt.py
@@ -82,7 +82,8 @@ def execute_sql_query(sql_query: str) -> pd.Dataframe
 </function>
 
 For the charts, you can either use `matplotlib.pyplot` or `plotly.express` to generate the charts.
-If you use `plotly.express`, you have to save each chart by using `fig.write_json` (e.g., `fig.write_json("path/to/file.json", pretty=True)`).
+Use `plotly.express` only if the user explicitly asks for it, otherwise use `matplotlib.pyplot`.
+If `plotly.express` is used, save each chart by using `fig.write_json` (e.g., `fig.write_json("path/to/file.json", pretty=True)`).
 
 
 Update this initial code:

From a674c86cc19718ff72ea7a8510955e606d42da22 Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Wed, 28 May 2025 09:10:54 +0200
Subject: [PATCH 06/14] validation into the InteractiveChartResponse

---
 pandasai/core/response/interactive_chart.py | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/pandasai/core/response/interactive_chart.py b/pandasai/core/response/interactive_chart.py
index 18c816f3a..7775b118c 100644
--- a/pandasai/core/response/interactive_chart.py
+++ b/pandasai/core/response/interactive_chart.py
@@ -9,6 +9,8 @@ class InteractiveChartResponse(BaseResponse):
     def __init__(self, value: Any, last_code_executed: str):
         super().__init__(value, "ichart", last_code_executed)
 
+        self._validate()
+
     def _get_chart(self) -> dict:
         if isinstance(self.value, dict):
             return self.value
@@ -32,3 +34,16 @@ def __str__(self) -> str:
 
     def get_dict_image(self) -> dict:
         return self._get_chart()
+
+    def _validate(self):
+        if not isinstance(self.value, (dict, str)):
+            raise ValueError("InteractiveChartResponse value must be a dict or a str representing a file path.")
+
+        # if a string, it can be a path to a file or a JSON string
+        if isinstance(self.value, str):
+            try:
+                json.loads(self.value)  # Check if it's a valid JSON string
+            except json.JSONDecodeError:
+                # If it fails, check if it's a valid file path
+                if not os.path.exists(self.value):
+                    raise ValueError("InteractiveChartResponse value must be a valid file path or a JSON string.")

From ccb9e9a9034eec89f1a57ea53ea02530b07a712b Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Wed, 28 May 2025 09:33:26 +0200
Subject: [PATCH 07/14] tests

---
 tests/unit_tests/helpers/test_responses.py | 25 ++++++++++++++++------
 1 file changed, 19 insertions(+), 6 deletions(-)

diff --git a/tests/unit_tests/helpers/test_responses.py b/tests/unit_tests/helpers/test_responses.py
index 5c785912b..657769113 100644
--- a/tests/unit_tests/helpers/test_responses.py
+++ b/tests/unit_tests/helpers/test_responses.py
@@ -6,6 +6,8 @@
 import pandas as pd
 from PIL import Image
 
+import pytest
+
 from pandasai.core.response import (
     ChartResponse,
     DataFrameResponse,
@@ -57,12 +59,23 @@ def test_parse_valid_plot(self):
         self.assertEqual(response.type, "chart")
 
     def test_parse_valid_interactive_plot(self):
-        result = {"type": "iplot", "value": "path/to/plot.json"}
-        response = self.response_parser.parse(result)
-        self.assertIsInstance(response, InteractiveChartResponse)
-        self.assertEqual(response.value, "path/to/plot.json")
-        self.assertEqual(response.last_code_executed, None)
-        self.assertEqual(response.type, "ichart")
+        path = "path/to/interactive_plot.json"
+        # mock os.path.exists to return True for the plot path
+        with patch("os.path.exists", return_value=True) as mock_exists:
+            result = {"type": "iplot", "value": path}
+            response = self.response_parser.parse(result)
+            self.assertIsInstance(response, InteractiveChartResponse)
+            self.assertEqual(response.value, path)
+            self.assertEqual(response.last_code_executed, None)
+            self.assertEqual(response.type, "ichart")
+
+            mock_exists.assert_called_once_with(path)
+
+    def test_parse_invalid_interactive_plot_because_of_not_existing_file(self):
+        path = "path/to/interactive_plot.json"
+        with pytest.raises(ValueError):
+            result = {"type": "iplot", "value": path}
+            self.response_parser.parse(result)
 
     def test_plot_img_show_triggered(self):
         result = {

From a8a5e772b4bc5fa7ef4e7eb698c2cc69093ea82f Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Wed, 28 May 2025 10:39:44 +0200
Subject: [PATCH 08/14] removing misleading template

---
 .../core/prompts/templates/generate_python_code_with_sql.tmpl | 4 ----
 tests/unit_tests/prompts/test_sql_prompt.py                   | 4 ----
 2 files changed, 8 deletions(-)

diff --git a/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl b/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl
index e04b31e2e..3c8500fc4 100644
--- a/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl
+++ b/pandasai/core/prompts/templates/generate_python_code_with_sql.tmpl
@@ -10,10 +10,6 @@ def execute_sql_query(sql_query: str) -> pd.Dataframe
     """This method connects to the database, executes the sql query and returns the dataframe"""
 </function>
 
-For the charts, you can either use `matplotlib.pyplot` or `plotly.express` to generate the charts.
-Use `plotly.express` only if the user explicitly asks for it, otherwise use `matplotlib.pyplot`.
-If `plotly.express` is used, save each chart by using `fig.write_json` (e.g., `fig.write_json("path/to/file.json", pretty=True)`).
-
 {% if last_code_generated != "" and context.memory.count() > 0 %}
 {{ last_code_generated }}
 {% else %}
diff --git a/tests/unit_tests/prompts/test_sql_prompt.py b/tests/unit_tests/prompts/test_sql_prompt.py
index b10bf8986..5bf455464 100644
--- a/tests/unit_tests/prompts/test_sql_prompt.py
+++ b/tests/unit_tests/prompts/test_sql_prompt.py
@@ -81,10 +81,6 @@ def execute_sql_query(sql_query: str) -> pd.Dataframe
     """This method connects to the database, executes the sql query and returns the dataframe"""
 </function>
 
-For the charts, you can either use `matplotlib.pyplot` or `plotly.express` to generate the charts.
-Use `plotly.express` only if the user explicitly asks for it, otherwise use `matplotlib.pyplot`.
-If `plotly.express` is used, save each chart by using `fig.write_json` (e.g., `fig.write_json("path/to/file.json", pretty=True)`).
-
 
 Update this initial code:
 ```python

From a342d1743077c1c76c706609f90457890fb565a6 Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Wed, 28 May 2025 20:21:09 +0200
Subject: [PATCH 09/14] including plotly.graph_objects in environments

---
 pandasai/core/code_execution/environment.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pandasai/core/code_execution/environment.py b/pandasai/core/code_execution/environment.py
index 19a0d04f3..bf42c69ae 100644
--- a/pandasai/core/code_execution/environment.py
+++ b/pandasai/core/code_execution/environment.py
@@ -30,6 +30,7 @@ def get_environment() -> dict:
         "plt": import_dependency("matplotlib.pyplot"),
         "np": import_dependency("numpy"),
         "px": import_dependency("plotly.express"),
+        "go": import_dependency("plotly.graph_objects"),
     }
 
     return env

From 0f61de51711ff74875e07605ba2d2f181a6f8610 Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Thu, 29 May 2025 13:57:45 +0200
Subject: [PATCH 10/14] cleaning the eventual creation of dirs

---
 .../core/code_generation/code_cleaning.py     | 15 ++++++++
 .../code_generation/test_code_cleaning.py     | 34 ++++++++++++++++++-
 2 files changed, 48 insertions(+), 1 deletion(-)

diff --git a/pandasai/core/code_generation/code_cleaning.py b/pandasai/core/code_generation/code_cleaning.py
index b88d5b5f0..36d97f790 100644
--- a/pandasai/core/code_generation/code_cleaning.py
+++ b/pandasai/core/code_generation/code_cleaning.py
@@ -138,6 +138,8 @@ def clean_code(self, code: str) -> str:
         code = self._replace_output_filenames_with_temp_chart(code)
         code = self._replace_output_filenames_with_temp_json_chart(code)
 
+        code = self._remove_make_dirs(code)
+
         # If plt.show or fig.show is in the code, remove that line
         code = re.sub(r"[a-z].show\(\)", "", code)
 
@@ -180,3 +182,16 @@ def _replace_output_filenames_with_temp_json_chart(self, code: str) -> str:
             lambda m: f"{m.group(1)}{chart_path}{m.group(1)}",
             code,
         )
+
+    def _remove_make_dirs(self, code: str) -> str:
+        """
+        Remove any directory creation commands from the code.
+        """
+        # Remove lines that create directories, except for the default chart directory DEFAULT_CHART_DIRECTORY
+        code_lines = code.splitlines()
+        cleaned_lines = []
+        for line in code_lines:
+            if DEFAULT_CHART_DIRECTORY not in line and ("os.makedirs(" in line or "os.mkdir(" in line):
+                continue
+            cleaned_lines.append(line)
+        return "\n".join(cleaned_lines)
diff --git a/tests/unit_tests/core/code_generation/test_code_cleaning.py b/tests/unit_tests/core/code_generation/test_code_cleaning.py
index 27c972c88..27a861103 100644
--- a/tests/unit_tests/core/code_generation/test_code_cleaning.py
+++ b/tests/unit_tests/core/code_generation/test_code_cleaning.py
@@ -5,6 +5,7 @@
 from unittest.mock import MagicMock
 
 from pandasai.agent.state import AgentState
+from pandasai.constants import DEFAULT_CHART_DIRECTORY
 from pandasai.core.code_generation.code_cleaning import CodeCleaner
 from pandasai.dataframe.base import DataFrame
 from pandasai.exceptions import MaliciousQueryError
@@ -201,14 +202,45 @@ def test_replace_output_filenames_with_temp_json_chart_no_json(self):
         handler = self.cleaner
 
         code = "some text without json"
-        expected_code = "some text without json"  # No change should occur
 
         result = handler._replace_output_filenames_with_temp_json_chart(code)
 
+        self.assertEqual(
+            result, code, f"Expected '{code}', but got '{result}'"
+        )
+
+    def test_remove_make_dirs(self):
+        handler = self.cleaner
+
+        code = "os.makedirs('/some/path')\nplt.show()\nfig.show()"
+        expected_code = "plt.show()\nfig.show()"  # Should remove the os.makedirs line
+        result = handler._remove_make_dirs(code)
+        self.assertEqual(
+            result, expected_code, f"Expected '{expected_code}', but got '{result}'"
+        )
+
+        code = "os.mkdir('/some/path')\nplt.show()\nfig.show()"
+        expected_code = "plt.show()\nfig.show()"  # Should remove the os.mkdir line
+        result = handler._remove_make_dirs(code)
         self.assertEqual(
             result, expected_code, f"Expected '{expected_code}', but got '{result}'"
         )
 
+    def test_do_not_remove_make_default_chart_dir(self):
+        handler = self.cleaner
+
+        code = f"os.makedirs({DEFAULT_CHART_DIRECTORY}')\nplt.show()\nfig.show()"
+        result = handler._remove_make_dirs(code)
+        self.assertEqual(
+            result, code, f"Expected '{code}', but got '{result}'"
+        )
+
+        code = f"os.mkdir({DEFAULT_CHART_DIRECTORY}')\nplt.show()\nfig.show()"
+        result = handler._remove_make_dirs(code)
+        self.assertEqual(
+            result, code, f"Expected '{code}', but got '{result}'"
+        )
+
 
 if __name__ == "__main__":
     unittest.main()

From 8464b87e69efeabee82adb1d1492c481d8ac0f7f Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Mon, 16 Jun 2025 19:48:06 +0200
Subject: [PATCH 11/14] linting

---
 pandasai/core/code_generation/code_cleaning.py       |  4 +++-
 pandasai/core/response/interactive_chart.py          | 12 +++++++++---
 .../core/code_generation/test_code_cleaning.py       | 12 +++---------
 tests/unit_tests/helpers/test_responses.py           |  3 +--
 .../response/test_interactive_chart_response.py      |  4 +++-
 5 files changed, 19 insertions(+), 16 deletions(-)

diff --git a/pandasai/core/code_generation/code_cleaning.py b/pandasai/core/code_generation/code_cleaning.py
index 36d97f790..501aa6f4e 100644
--- a/pandasai/core/code_generation/code_cleaning.py
+++ b/pandasai/core/code_generation/code_cleaning.py
@@ -191,7 +191,9 @@ def _remove_make_dirs(self, code: str) -> str:
         code_lines = code.splitlines()
         cleaned_lines = []
         for line in code_lines:
-            if DEFAULT_CHART_DIRECTORY not in line and ("os.makedirs(" in line or "os.mkdir(" in line):
+            if DEFAULT_CHART_DIRECTORY not in line and (
+                "os.makedirs(" in line or "os.mkdir(" in line
+            ):
                 continue
             cleaned_lines.append(line)
         return "\n".join(cleaned_lines)
diff --git a/pandasai/core/response/interactive_chart.py b/pandasai/core/response/interactive_chart.py
index 7775b118c..9e0e46788 100644
--- a/pandasai/core/response/interactive_chart.py
+++ b/pandasai/core/response/interactive_chart.py
@@ -22,7 +22,9 @@ def _get_chart(self) -> dict:
 
             return json.loads(self.value)
 
-        raise ValueError("Invalid value type for InteractiveChartResponse. Expected dict or str.")
+        raise ValueError(
+            "Invalid value type for InteractiveChartResponse. Expected dict or str."
+        )
 
     def save(self, path: str):
         img = self._get_chart()
@@ -37,7 +39,9 @@ def get_dict_image(self) -> dict:
 
     def _validate(self):
         if not isinstance(self.value, (dict, str)):
-            raise ValueError("InteractiveChartResponse value must be a dict or a str representing a file path.")
+            raise ValueError(
+                "InteractiveChartResponse value must be a dict or a str representing a file path."
+            )
 
         # if a string, it can be a path to a file or a JSON string
         if isinstance(self.value, str):
@@ -46,4 +50,6 @@ def _validate(self):
             except json.JSONDecodeError:
                 # If it fails, check if it's a valid file path
                 if not os.path.exists(self.value):
-                    raise ValueError("InteractiveChartResponse value must be a valid file path or a JSON string.")
+                    raise ValueError(
+                        "InteractiveChartResponse value must be a valid file path or a JSON string."
+                    )
diff --git a/tests/unit_tests/core/code_generation/test_code_cleaning.py b/tests/unit_tests/core/code_generation/test_code_cleaning.py
index 27a861103..402a58679 100644
--- a/tests/unit_tests/core/code_generation/test_code_cleaning.py
+++ b/tests/unit_tests/core/code_generation/test_code_cleaning.py
@@ -205,9 +205,7 @@ def test_replace_output_filenames_with_temp_json_chart_no_json(self):
 
         result = handler._replace_output_filenames_with_temp_json_chart(code)
 
-        self.assertEqual(
-            result, code, f"Expected '{code}', but got '{result}'"
-        )
+        self.assertEqual(result, code, f"Expected '{code}', but got '{result}'")
 
     def test_remove_make_dirs(self):
         handler = self.cleaner
@@ -231,15 +229,11 @@ def test_do_not_remove_make_default_chart_dir(self):
 
         code = f"os.makedirs({DEFAULT_CHART_DIRECTORY}')\nplt.show()\nfig.show()"
         result = handler._remove_make_dirs(code)
-        self.assertEqual(
-            result, code, f"Expected '{code}', but got '{result}'"
-        )
+        self.assertEqual(result, code, f"Expected '{code}', but got '{result}'")
 
         code = f"os.mkdir({DEFAULT_CHART_DIRECTORY}')\nplt.show()\nfig.show()"
         result = handler._remove_make_dirs(code)
-        self.assertEqual(
-            result, code, f"Expected '{code}', but got '{result}'"
-        )
+        self.assertEqual(result, code, f"Expected '{code}', but got '{result}'")
 
 
 if __name__ == "__main__":
diff --git a/tests/unit_tests/helpers/test_responses.py b/tests/unit_tests/helpers/test_responses.py
index 657769113..6b936e31f 100644
--- a/tests/unit_tests/helpers/test_responses.py
+++ b/tests/unit_tests/helpers/test_responses.py
@@ -4,9 +4,8 @@
 from unittest.mock import MagicMock, patch
 
 import pandas as pd
-from PIL import Image
-
 import pytest
+from PIL import Image
 
 from pandasai.core.response import (
     ChartResponse,
diff --git a/tests/unit_tests/response/test_interactive_chart_response.py b/tests/unit_tests/response/test_interactive_chart_response.py
index d66e2c0d3..bb610ad3c 100644
--- a/tests/unit_tests/response/test_interactive_chart_response.py
+++ b/tests/unit_tests/response/test_interactive_chart_response.py
@@ -34,7 +34,9 @@ def sample_json():
             "width": 100,
             "height": 100,
             "format": "png",
-            "data": base64.b64encode(io.BytesIO(b"test_image_data").getvalue()).decode("utf-8"),
+            "data": base64.b64encode(io.BytesIO(b"test_image_data").getvalue()).decode(
+                "utf-8"
+            ),
         },
     }
 

From d2eaef420edbb25034a85544e8a03c36e00b5084 Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Thu, 4 Sep 2025 01:35:53 +0200
Subject: [PATCH 12/14] fixes

---
 pandasai/core/code_generation/code_cleaning.py                | 4 +---
 .../core/prompts/templates/shared/output_type_template.tmpl   | 2 +-
 pandasai/core/response/parser.py                              | 3 +++
 poetry.lock                                                   | 2 +-
 tests/unit_tests/core/code_generation/test_code_cleaning.py   | 4 ++--
 tests/unit_tests/prompts/test_sql_prompt.py                   | 2 +-
 6 files changed, 9 insertions(+), 8 deletions(-)

diff --git a/pandasai/core/code_generation/code_cleaning.py b/pandasai/core/code_generation/code_cleaning.py
index 62d460744..58c55f4d8 100644
--- a/pandasai/core/code_generation/code_cleaning.py
+++ b/pandasai/core/code_generation/code_cleaning.py
@@ -2,13 +2,11 @@
 import os.path
 import re
 import uuid
-from pathlib import Path
 
 import astor
 
 from pandasai.agent.state import AgentState
 from pandasai.constants import DEFAULT_CHART_DIRECTORY
-from pandasai.core.code_execution.code_executor import CodeExecutor
 from pandasai.query_builders.sql_parser import SQLParser
 
 from ...exceptions import MaliciousQueryError
@@ -142,7 +140,7 @@ def clean_code(self, code: str) -> str:
         code = self._remove_make_dirs(code)
 
         # If plt.show or fig.show is in the code, remove that line
-        code = re.sub(r"[a-z].show\(\)", "", code)
+        code = re.sub(r"\b(?:plt|fig)\.show\(\)", "", code)
 
         tree = ast.parse(code)
         new_body = []
diff --git a/pandasai/core/prompts/templates/shared/output_type_template.tmpl b/pandasai/core/prompts/templates/shared/output_type_template.tmpl
index 2ad15c8a6..be78693a0 100644
--- a/pandasai/core/prompts/templates/shared/output_type_template.tmpl
+++ b/pandasai/core/prompts/templates/shared/output_type_template.tmpl
@@ -1,5 +1,5 @@
 {% if not output_type %}
-type (possible values "string", "number", "dataframe", "plot", "iplot"). No other type available. "plot" is when "matplotlib" is used; "iplot" when "plotly" si used. Examples: { "type": "string", "value": f"The highest salary is {highest_salary}." } or { "type": "number", "value": 125 } or { "type": "dataframe", "value": pd.DataFrame({...}) } or { "type": "plot", "value": "temp_chart.png" } or { "type": "iplot", "value": "temp_chart.json" }
+type (possible values "string", "number", "dataframe", "plot", "iplot"). No other type available. "plot" is when "matplotlib" is used; "iplot" when "plotly" is used. Examples: { "type": "string", "value": f"The highest salary is {highest_salary}." } or { "type": "number", "value": 125 } or { "type": "dataframe", "value": pd.DataFrame({...}) } or { "type": "plot", "value": "temp_chart.png" } or { "type": "iplot", "value": "temp_chart.json" }
 {% elif output_type == "number" %}
 type (must be "number"), value must int. Example: { "type": "number", "value": 125 }
 {% elif output_type == "string" %}
diff --git a/pandasai/core/response/parser.py b/pandasai/core/response/parser.py
index cef8801fb..70a9f2404 100644
--- a/pandasai/core/response/parser.py
+++ b/pandasai/core/response/parser.py
@@ -81,6 +81,9 @@ def _validate_response(self, result: dict):
                     "Invalid output: Expected a plot save path str but received an incompatible type."
                 )
 
+            if isinstance(result["value"], dict):
+                return True
+
             path_to_plot_pattern = r"^(\/[\w.-]+)+(/[\w.-]+)*$|^[^\s/]+(/[\w.-]+)*$"
             if not bool(re.match(path_to_plot_pattern, result["value"])):
                 raise InvalidOutputValueMismatch(
diff --git a/poetry.lock b/poetry.lock
index 4bc31fabc..c7f3c458a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2136,4 +2136,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.8,<3.12"
-content-hash = "788f699e6feefb255082fe0e5a4144658afb8e5e89a14b0549174caaba66678e"
+content-hash = "40f68de47c4ad301ecc81e226ed2818224e62a16cdc5e1ddaee205e73141893a"
diff --git a/tests/unit_tests/core/code_generation/test_code_cleaning.py b/tests/unit_tests/core/code_generation/test_code_cleaning.py
index f9142a8b7..71b85fa82 100644
--- a/tests/unit_tests/core/code_generation/test_code_cleaning.py
+++ b/tests/unit_tests/core/code_generation/test_code_cleaning.py
@@ -229,11 +229,11 @@ def test_remove_make_dirs(self):
     def test_do_not_remove_make_default_chart_dir(self):
         handler = self.cleaner
 
-        code = f"os.makedirs({DEFAULT_CHART_DIRECTORY}')\nplt.show()\nfig.show()"
+        code = f"os.makedirs('{DEFAULT_CHART_DIRECTORY}')\nplt.show()\nfig.show()"
         result = handler._remove_make_dirs(code)
         self.assertEqual(result, code, f"Expected '{code}', but got '{result}'")
 
-        code = f"os.mkdir({DEFAULT_CHART_DIRECTORY}')\nplt.show()\nfig.show()"
+        code = f"os.mkdir('{DEFAULT_CHART_DIRECTORY}')\nplt.show()\nfig.show()"
         result = handler._remove_make_dirs(code)
         self.assertEqual(result, code, f"Expected '{code}', but got '{result}'")
 
diff --git a/tests/unit_tests/prompts/test_sql_prompt.py b/tests/unit_tests/prompts/test_sql_prompt.py
index 5bf455464..b61ba4249 100644
--- a/tests/unit_tests/prompts/test_sql_prompt.py
+++ b/tests/unit_tests/prompts/test_sql_prompt.py
@@ -21,7 +21,7 @@ class TestGeneratePythonCodeWithSQLPrompt:
         [
             (
                 "",
-                """type (possible values "string", "number", "dataframe", "plot", "iplot"). No other type available. "plot" is when "matplotlib" is used; "iplot" when "plotly" si used. Examples: { "type": "string", "value": f"The highest salary is {highest_salary}." } or { "type": "number", "value": 125 } or { "type": "dataframe", "value": pd.DataFrame({...}) } or { "type": "plot", "value": "temp_chart.png" } or { "type": "iplot", "value": "temp_chart.json" }""",
+                """type (possible values "string", "number", "dataframe", "plot", "iplot"). No other type available. "plot" is when "matplotlib" is used; "iplot" when "plotly" is used. Examples: { "type": "string", "value": f"The highest salary is {highest_salary}." } or { "type": "number", "value": 125 } or { "type": "dataframe", "value": pd.DataFrame({...}) } or { "type": "plot", "value": "temp_chart.png" } or { "type": "iplot", "value": "temp_chart.json" }""",
             ),
             (
                 "number",

From a98291981a1995ab68a54e42a93f4551c3a70b78 Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Sun, 5 Oct 2025 20:59:38 +0200
Subject: [PATCH 13/14] poetry.lock

---
 poetry.lock | 2339 +++++++++++++++++++++++++++++++++++++++++----------
 1 file changed, 1881 insertions(+), 458 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 6c427f5f3..4326dfbfc 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -6,6 +6,7 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -20,6 +21,8 @@ version = "4.5.2"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"3.10\""
 files = [
     {file = "anyio-4.5.2-py3-none-any.whl", hash = "sha256:c011ee36bc1e8ba40e5a81cb9df91925c218fe9b778554e0b56a21e1b5d4716f"},
     {file = "anyio-4.5.2.tar.gz", hash = "sha256:23009af4ed04ce05991845451e11ef02fc7c5ed29179ac9a420e5ad0ac7ddc5b"},
@@ -33,15 +36,38 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21.0b1) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\""]
 trio = ["trio (>=0.26.1)"]
 
+[[package]]
+name = "anyio"
+version = "4.11.0"
+description = "High-level concurrency and networking framework on top of asyncio or Trio"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "anyio-4.11.0-py3-none-any.whl", hash = "sha256:0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc"},
+    {file = "anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4"},
+]
+
+[package.dependencies]
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
+idna = ">=2.8"
+sniffio = ">=1.1"
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
+
+[package.extras]
+trio = ["trio (>=0.31.0)"]
+
 [[package]]
 name = "astor"
 version = "0.8.1"
 description = "Read/rewrite/write Python ASTs"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "astor-0.8.1-py2.py3-none-any.whl", hash = "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5"},
     {file = "astor-0.8.1.tar.gz", hash = "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"},
@@ -49,13 +75,14 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.12.14"
+version = "2025.10.5"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+groups = ["main", "dev"]
 files = [
-    {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
-    {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
+    {file = "certifi-2025.10.5-py3-none-any.whl", hash = "sha256:0f212c2744a9bb6de0c56639a6f68afe01ecd92d91f14ae897c4fe7bbeeef0de"},
+    {file = "certifi-2025.10.5.tar.gz", hash = "sha256:47c09d31ccf2acf0be3f701ea53595ee7e0b8fa08801c6624be771df09ae7b43"},
 ]
 
 [[package]]
@@ -64,6 +91,7 @@ version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
     {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
@@ -71,103 +99,91 @@ files = [
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.1"
+version = "3.4.3"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e218488cd232553829be0664c2292d3af2eeeb94b32bea483cf79ac6a694e037"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:80ed5e856eb7f30115aaf94e4a08114ccc8813e6ed1b5efa74f9f82e8509858f"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b010a7a4fd316c3c484d482922d13044979e78d1861f0e0650423144c616a46a"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4532bff1b8421fd0a320463030c7520f56a79c9024a4e88f01c537316019005a"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:d973f03c0cb71c5ed99037b870f2be986c3c05e63622c017ea9816881d2dd247"},
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-    {file = "charset_normalizer-3.4.1-cp310-cp310-win_amd64.whl", hash = "sha256:9f0b8b1c6d84c8034a44893aba5e767bf9c7a211e313a9605d9c617d7083829f"},
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 ]
 
 [[package]]
@@ -176,6 +192,8 @@ version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
+markers = "python_version < \"3.10\""
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -184,12 +202,29 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
+[[package]]
+name = "click"
+version = "8.3.0"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "click-8.3.0-py3-none-any.whl", hash = "sha256:9b9f285302c6e3064f4330c05f05b81945b2a39544279343e6e7c5f27a9baddc"},
+    {file = "click-8.3.0.tar.gz", hash = "sha256:e7b8232224eba16f4ebe410c25ced9f7875cb5f3263ffc93cc3e8da705e229c4"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
 [[package]]
 name = "codespell"
 version = "2.4.1"
 description = "Fix common misspellings in text files"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "codespell-2.4.1-py3-none-any.whl", hash = "sha256:3dadafa67df7e4a3dbf51e0d7315061b80d265f9552ebd699b3dd6834b47e425"},
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@@ -198,7 +233,7 @@ files = [
 [package.extras]
 dev = ["Pygments", "build", "chardet", "pre-commit", "pytest", "pytest-cov", "pytest-dependency", "ruff", "tomli", "twine"]
 hard-encoding-detection = ["chardet"]
-toml = ["tomli"]
+toml = ["tomli ; python_version < \"3.11\""]
 types = ["chardet (>=5.1.0)", "mypy", "pytest", "pytest-cov", "pytest-dependency"]
 
 [[package]]
@@ -207,6 +242,8 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["dev"]
+markers = "sys_platform == \"win32\" or platform_system == \"Windows\""
 files = [
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@@ -218,6 +255,8 @@ version = "1.1.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
     {file = "contourpy-1.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:46e24f5412c948d81736509377e255f6040e94216bf1a9b5ea1eaa9d29f6ec1b"},
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@@ -283,12 +322,185 @@ mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.4.1)", "types-Pill
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
 
+[[package]]
+name = "contourpy"
+version = "1.3.2"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version == \"3.10\""
+files = [
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+[package.extras]
+toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
 [[package]]
 name = "cycler"
@@ -373,6 +703,7 @@ version = "0.12.1"
 description = "Composable style cycles"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -384,13 +715,14 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "distlib"
-version = "0.3.9"
+version = "0.4.0"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
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 ]
 
 [[package]]
@@ -399,6 +731,7 @@ version = "1.9.0"
 description = "Distro - an OS platform information API"
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
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 python-versions = ">=3.7.0"
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 ]
 
+[package.dependencies]
+typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
+
 [package.extras]
 test = ["pytest (>=6)"]
 
@@ -496,6 +866,8 @@ version = "3.16.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"3.10\""
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@@ -504,106 +876,205 @@ files = [
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-typing = ["typing-extensions (>=4.12.2)"]
+typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
+
+[[package]]
+name = "filelock"
+version = "3.19.1"
+description = "A platform independent file lock."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
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+]
 
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-    {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
+    {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"},
+    {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"},
 ]
 
 [package.dependencies]
 certifi = "*"
-h11 = ">=0.13,<0.15"
+h11 = ">=0.16"
 
 [package.extras]
 asyncio = ["anyio (>=4.0,<5.0)"]
@@ -617,6 +1088,7 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -629,7 +1101,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -641,6 +1113,8 @@ version = "2.6.1"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"3.10\""
 files = [
     {file = "identify-2.6.1-py2.py3-none-any.whl", hash = "sha256:53863bcac7caf8d2ed85bd20312ea5dcfc22226800f6d6881f232d861db5a8f0"},
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@@ -649,12 +1123,29 @@ files = [
 [package.extras]
 license = ["ukkonen"]
 
+[[package]]
+name = "identify"
+version = "2.6.15"
+description = "File identification library for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757"},
+    {file = "identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf"},
+]
+
+[package.extras]
+license = ["ukkonen"]
+
 [[package]]
 name = "idna"
 version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
+groups = ["main", "dev"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
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@@ -669,6 +1160,8 @@ version = "6.4.5"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
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@@ -678,7 +1171,7 @@ files = [
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
@@ -687,24 +1180,26 @@ type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
-version = "2.0.0"
+version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["dev"]
 files = [
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+    {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
+    {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
 ]
 
 [[package]]
 name = "jinja2"
-version = "3.1.5"
+version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
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+    {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
+    {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
 ]
 
 [package.dependencies]
@@ -715,87 +1210,178 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jiter"
-version = "0.8.2"
+version = "0.9.1"
 description = "Fast iterable JSON parser."
 optional = false
 python-versions = ">=3.8"
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 [[package]]
@@ -804,6 +1390,8 @@ version = "1.4.7"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
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 ]
 
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+
 [[package]]
 name = "markupsafe"
 version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
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 ]
 
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+]
+
 [[package]]
 name = "matplotlib"
 version = "3.7.5"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -1060,14 +1863,15 @@ python-dateutil = ">=2.7"
 
 [[package]]
 name = "narwhals"
-version = "1.41.0"
+version = "1.42.1"
 description = "Extremely lightweight compatibility layer between dataframe libraries"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
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 [package.extras]
@@ -1083,12 +1887,39 @@ pyspark = ["pyspark (>=3.5.0)"]
 pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
 sqlframe = ["sqlframe (>=3.22.0)"]
 
+[[package]]
+name = "narwhals"
+version = "2.6.0"
+description = "Extremely lightweight compatibility layer between dataframe libraries"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.10\""
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+]
+
+[package.extras]
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+dask = ["dask[dataframe] (>=2024.8)"]
+duckdb = ["duckdb (>=1.0)"]
+ibis = ["ibis-framework (>=6.0.0)", "packaging", "pyarrow-hotfix", "rich"]
+modin = ["modin"]
+pandas = ["pandas (>=1.1.3)"]
+polars = ["polars (>=0.20.4)"]
+pyarrow = ["pyarrow (>=13.0.0)"]
+pyspark = ["pyspark (>=3.5.0)"]
+pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
+sqlframe = ["sqlframe (>=3.22.0,!=3.39.3)"]
+
 [[package]]
 name = "nodeenv"
 version = "1.9.1"
 description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["dev"]
 files = [
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@@ -1100,6 +1931,8 @@ version = "1.24.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
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@@ -1131,15 +1964,63 @@ files = [
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 ]
 
+[[package]]
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+version = "1.26.4"
+description = "Fundamental package for array computing in Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.10\""
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+]
+
 [[package]]
 name = "openai"
-version = "1.60.2"
+version = "1.109.1"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -1153,8 +2034,10 @@ tqdm = ">4"
 typing-extensions = ">=4.11,<5"
 
 [package.extras]
+aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.8)"]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
-realtime = ["websockets (>=13,<15)"]
+realtime = ["websockets (>=13,<16)"]
+voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
 [[package]]
 name = "openpyxl"
@@ -1162,6 +2045,7 @@ version = "3.1.5"
 description = "A Python library to read/write Excel 2010 xlsx/xlsm files"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "openpyxl-3.1.5-py2.py3-none-any.whl", hash = "sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2"},
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@@ -1172,13 +2056,14 @@ et-xmlfile = "*"
 
 [[package]]
 name = "packaging"
-version = "24.2"
+version = "25.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
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+    {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
 ]
 
 [[package]]
@@ -1187,6 +2072,8 @@ version = "2.0.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
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@@ -1216,11 +2103,7 @@ files = [
 ]
 
 [package.dependencies]
-numpy = [
-    {version = ">=1.20.3", markers = "python_version < \"3.10\""},
-    {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
-    {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""},
-]
+numpy = {version = ">=1.20.3", markers = "python_version < \"3.10\""}
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
 tzdata = ">=2022.1"
@@ -1248,12 +2131,113 @@ sql-other = ["SQLAlchemy (>=1.4.16)"]
 test = ["hypothesis (>=6.34.2)", "pytest (>=7.3.2)", "pytest-asyncio (>=0.17.0)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.6.3)"]
 
+[[package]]
+name = "pandas"
+version = "2.3.3"
+description = "Powerful data structures for data analysis, time series, and statistics"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.10\""
+files = [
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+aws = ["s3fs (>=2022.11.0)"]
+clipboard = ["PyQt5 (>=5.15.9)", "qtpy (>=2.3.0)"]
+compression = ["zstandard (>=0.19.0)"]
+computation = ["scipy (>=1.10.0)", "xarray (>=2022.12.0)"]
+consortium-standard = ["dataframe-api-compat (>=0.1.7)"]
+excel = ["odfpy (>=1.4.1)", "openpyxl (>=3.1.0)", "python-calamine (>=0.1.7)", "pyxlsb (>=1.0.10)", "xlrd (>=2.0.1)", "xlsxwriter (>=3.0.5)"]
+feather = ["pyarrow (>=10.0.1)"]
+fss = ["fsspec (>=2022.11.0)"]
+gcp = ["gcsfs (>=2022.11.0)", "pandas-gbq (>=0.19.0)"]
+hdf5 = ["tables (>=3.8.0)"]
+html = ["beautifulsoup4 (>=4.11.2)", "html5lib (>=1.1)", "lxml (>=4.9.2)"]
+mysql = ["SQLAlchemy (>=2.0.0)", "pymysql (>=1.0.2)"]
+output-formatting = ["jinja2 (>=3.1.2)", "tabulate (>=0.9.0)"]
+parquet = ["pyarrow (>=10.0.1)"]
+performance = ["bottleneck (>=1.3.6)", "numba (>=0.56.4)", "numexpr (>=2.8.4)"]
+plot = ["matplotlib (>=3.6.3)"]
+postgresql = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "psycopg2 (>=2.9.6)"]
+pyarrow = ["pyarrow (>=10.0.1)"]
+spss = ["pyreadstat (>=1.2.0)"]
+sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-driver-sqlite (>=0.8.0)"]
+test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
+xml = ["lxml (>=4.9.2)"]
+
 [[package]]
 name = "pillow"
 version = "10.4.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pillow-10.4.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e"},
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@@ -1342,7 +2326,7 @@ docs = ["furo", "olefile", "sphinx (>=7.3)", "sphinx-copybutton", "sphinx-inline
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
-typing = ["typing-extensions"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -1351,6 +2335,8 @@ version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"3.10\""
 files = [
     {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
     {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
@@ -1361,16 +2347,34 @@ docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-a
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
 type = ["mypy (>=1.11.2)"]
 
+[[package]]
+name = "platformdirs"
+version = "4.4.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "platformdirs-4.4.0-py3-none-any.whl", hash = "sha256:abd01743f24e5287cd7a5db3752faf1a2d65353f38ec26d98e25a6db65958c85"},
+    {file = "platformdirs-4.4.0.tar.gz", hash = "sha256:ca753cf4d81dc309bc67b0ea38fd15dc97bc30ce419a7f58d13eb3bf14c4febf"},
+]
+
+[package.extras]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.14.1)"]
+
 [[package]]
 name = "plotly"
-version = "6.1.1"
+version = "6.3.1"
 description = "An open-source interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "plotly-6.1.1-py3-none-any.whl", hash = "sha256:9cca7167406ebf7ff541422738402159ec3621a608ff7b3e2f025573a1c76225"},
-    {file = "plotly-6.1.1.tar.gz", hash = "sha256:84a4f3d36655f1328fa3155377c7e8a9533196697d5b79a4bc5e905bdd09a433"},
+    {file = "plotly-6.3.1-py3-none-any.whl", hash = "sha256:8b4420d1dcf2b040f5983eed433f95732ed24930e496d36eb70d211923532e64"},
+    {file = "plotly-6.3.1.tar.gz", hash = "sha256:dd896e3d940e653a7ce0470087e82c2bd903969a55e30d1b01bb389319461bb0"},
 ]
 
 [package.dependencies]
@@ -1378,9 +2382,12 @@ narwhals = ">=1.15.1"
 packaging = "*"
 
 [package.extras]
-dev = ["black (==25.1.0)"]
+dev = ["plotly[dev-optional]"]
+dev-build = ["build", "jupyter", "plotly[dev-core]"]
+dev-core = ["pytest", "requests", "ruff (==0.11.12)"]
+dev-optional = ["anywidget", "colorcet", "fiona (<=1.9.6) ; python_version <= \"3.8\"", "geopandas", "inflect", "numpy", "orjson", "pandas", "pdfrw", "pillow", "plotly-geo", "plotly[dev-build]", "plotly[kaleido]", "polars[timezone]", "pyarrow", "pyshp", "pytz", "scikit-image", "scipy", "shapely", "statsmodels", "vaex ; python_version <= \"3.9\"", "xarray"]
 express = ["numpy"]
-kaleido = ["kaleido (==1.0.0rc13)"]
+kaleido = ["kaleido (>=1.0.0)"]
 
 [[package]]
 name = "pluggy"
@@ -1388,6 +2395,8 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"3.10\""
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -1397,12 +2406,31 @@ files = [
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
+[[package]]
+name = "pluggy"
+version = "1.6.0"
+description = "plugin and hook calling mechanisms for python"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
+    {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
+]
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
+
 [[package]]
 name = "pre-commit"
 version = "3.5.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"3.10\""
 files = [
     {file = "pre_commit-3.5.0-py2.py3-none-any.whl", hash = "sha256:841dc9aef25daba9a0238cd27984041fa0467b4199fc4852e27950664919f660"},
     {file = "pre_commit-3.5.0.tar.gz", hash = "sha256:5804465c675b659b0862f07907f96295d490822a450c4c40e747d0b1c6ebcb32"},
@@ -1415,60 +2443,143 @@ nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
 virtualenv = ">=20.10.0"
 
+[[package]]
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+test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
+
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 description = "Data validation using Python type hints"
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 python-versions = ">=3.8"
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 [package.extras]
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-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
+
+[[package]]
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 name = "pydantic-core"
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 python-versions = ">=3.8"
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+[package.dependencies]
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+
 [[package]]
 name = "pyparsing"
 version = "3.1.4"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.6.8"
+groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
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@@ -1609,12 +2860,29 @@ files = [
 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
 
+[[package]]
+name = "pyparsing"
+version = "3.2.5"
+description = "pyparsing - Classes and methods to define and execute parsing grammars"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.10\""
+files = [
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+[package.extras]
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+
 [[package]]
 name = "pytest"
 version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
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 files = [
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@@ -1637,6 +2905,7 @@ version = "0.8.2"
 description = "py.test plugin that allows you to add environment variables."
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
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@@ -1650,13 +2919,34 @@ test = ["coverage (>=7.2.7)", "pytest-mock (>=3.10)"]
 
 [[package]]
 name = "pytest-mock"
-version = "3.14.0"
+version = "3.14.1"
 description = "Thin-wrapper around the mock package for easier use with pytest"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"3.10\""
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+
+[package.extras]
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+
+[[package]]
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+version = "3.15.1"
+description = "Thin-wrapper around the mock package for easier use with pytest"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
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 files = [
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 [package.dependencies]
@@ -1671,6 +2961,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
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@@ -1685,6 +2976,8 @@ version = "1.0.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
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@@ -1693,93 +2986,156 @@ files = [
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "python-dotenv"
+version = "1.1.1"
+description = "Read key-value pairs from a .env file and set them as environment variables"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.10\""
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+
+[package.extras]
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+
 [[package]]
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-version = "2024.2"
+version = "2025.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
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 ]
 
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 name = "pyyaml"
-version = "6.0.2"
+version = "6.0.3"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [[package]]
 name = "requests"
-version = "2.32.3"
+version = "2.32.4"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
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+    {file = "requests-2.32.4-py3-none-any.whl", hash = "sha256:27babd3cda2a6d50b30443204ee89830707d396671944c998b5975b031ac2b2c"},
+    {file = "requests-2.32.4.tar.gz", hash = "sha256:27d0316682c8a29834d3264820024b62a36942083d52caf2f14c0591336d3422"},
 ]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = ">=2,<4"
+charset_normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
+name = "requests"
+version = "2.32.5"
+description = "Python HTTP for Humans."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "requests-2.32.5-py3-none-any.whl", hash = "sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6"},
+    {file = "requests-2.32.5.tar.gz", hash = "sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf"},
+]
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset_normalizer = ">=2,<4"
 idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<3"
 
@@ -1793,6 +3149,7 @@ version = "0.1.15"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "ruff-0.1.15-py3-none-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:5fe8d54df166ecc24106db7dd6a68d44852d14eb0729ea4672bb4d96c320b7df"},
     {file = "ruff-0.1.15-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:6f0bfbb53c4b4de117ac4d6ddfd33aa5fc31beeaa21d23c45c6dd249faf9126f"},
@@ -1819,6 +3176,7 @@ version = "1.10.1"
 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = "<3.12,>=3.8"
+groups = ["main"]
 files = [
     {file = "scipy-1.10.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e7354fd7527a4b0377ce55f286805b34e8c54b91be865bac273f527e1b839019"},
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@@ -1857,6 +3215,7 @@ version = "0.12.2"
 description = "Statistical data visualization"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "seaborn-0.12.2-py3-none-any.whl", hash = "sha256:ebf15355a4dba46037dfd65b7350f014ceb1f13c05e814eda2c9f5fd731afc08"},
     {file = "seaborn-0.12.2.tar.gz", hash = "sha256:374645f36509d0dcab895cba5b47daf0586f77bfe3b36c97c607db7da5be0139"},
@@ -1878,6 +3237,7 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -1889,6 +3249,7 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -1896,14 +3257,15 @@ files = [
 
 [[package]]
 name = "sourcery"
-version = "1.33.0"
+version = "1.37.0"
 description = "Magically refactor Python"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
-    {file = "sourcery-1.33.0-py2.py3-none-macosx_10_9_universal2.whl", hash = "sha256:451373656791f5e7235aafcaee63fdaae7932513b5f469c5abff09bcd475f315"},
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+    {file = "sourcery-1.37.0-py2.py3-none-macosx_10_9_universal2.whl", hash = "sha256:e9d6cb885524bb417e522155e8fea75e947a75ecd29edae2549c937c568880fd"},
+    {file = "sourcery-1.37.0-py2.py3-none-manylinux1_x86_64.whl", hash = "sha256:b674457203201c6716b5318f15964f904f482837ef7a32e6bef0f68b03db6cb6"},
+    {file = "sourcery-1.37.0-py2.py3-none-win_amd64.whl", hash = "sha256:0a74d7a38e194d6c0fb0cda497089b876d436218eea4e41037ecc4de4677ad2c"},
 ]
 
 [[package]]
@@ -1912,6 +3274,7 @@ version = "25.34.1"
 description = "An easily customizable SQL parser and transpiler"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "sqlglot-25.34.1-py3-none-any.whl", hash = "sha256:15099f8af832e6f5593fb92211d8b3f0810744ac0dc443fb70010fa38dc2562b"},
     {file = "sqlglot-25.34.1.tar.gz", hash = "sha256:6952c083c4a8b8de3c09c10b262a03c6853071bd397f05759c08f1e2f3c683cb"},
@@ -1927,6 +3290,8 @@ version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version <= \"3.10\""
 files = [
     {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
     {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@@ -1968,6 +3333,7 @@ version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -1985,24 +3351,56 @@ telegram = ["requests"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.12.2"
+version = "4.13.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
+markers = "python_version < \"3.10\""
 files = [
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-    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
+    {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
+    {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
 ]
 
+[[package]]
+name = "typing-extensions"
+version = "4.15.0"
+description = "Backported and Experimental Type Hints for Python 3.9+"
+optional = false
+python-versions = ">=3.9"
+groups = ["main", "dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"},
+    {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
+]
+
+[[package]]
+name = "typing-inspection"
+version = "0.4.2"
+description = "Runtime typing introspection tools"
+optional = false
+python-versions = ">=3.9"
+groups = ["main", "dev"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7"},
+    {file = "typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.12.0"
+
 [[package]]
 name = "tzdata"
-version = "2025.1"
+version = "2025.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
+groups = ["main"]
 files = [
-    {file = "tzdata-2025.1-py2.py3-none-any.whl", hash = "sha256:7e127113816800496f027041c570f50bcd464a020098a3b6b199517772303639"},
-    {file = "tzdata-2025.1.tar.gz", hash = "sha256:24894909e88cdb28bd1636c6887801df64cb485bd593f2fd83ef29075a81d694"},
+    {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
+    {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
 ]
 
 [[package]]
@@ -2011,36 +3409,59 @@ version = "2.2.3"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
     {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
     {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "urllib3"
+version = "2.5.0"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
+    {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.29.1"
+version = "20.34.0"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
-    {file = "virtualenv-20.29.1-py3-none-any.whl", hash = "sha256:4e4cb403c0b0da39e13b46b1b2476e505cb0046b25f242bee80f62bf990b2779"},
-    {file = "virtualenv-20.29.1.tar.gz", hash = "sha256:b8b8970138d32fb606192cb97f6cd4bb644fa486be9308fb9b63f81091b5dc35"},
+    {file = "virtualenv-20.34.0-py3-none-any.whl", hash = "sha256:341f5afa7eee943e4984a9207c025feedd768baff6753cd660c857ceb3e36026"},
+    {file = "virtualenv-20.34.0.tar.gz", hash = "sha256:44815b2c9dee7ed86e387b842a84f20b93f7f417f95886ca1996a72a4138eb1a"},
 ]
 
 [package.dependencies]
 distlib = ">=0.3.7,<1"
 filelock = ">=3.12.2,<4"
 platformdirs = ">=3.9.1,<5"
+typing-extensions = {version = ">=4.13.2", markers = "python_version < \"3.11\""}
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"GraalVM\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
 
 [[package]]
 name = "zipp"
@@ -2048,20 +3469,22 @@ version = "3.20.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version < \"3.10\""
 files = [
     {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
     {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [metadata]
-lock-version = "2.0"
+lock-version = "2.1"
 python-versions = ">=3.8,<3.12"
-content-hash = "1ee6133c27f712829a1606972a660f210112fcbf5f44193ccd77b179ab69e85d"
+content-hash = "6fd75dfa8c4bd5bc74a6fc8900b7fc6bb9b05881458d1be83ba3baef750b48ad"

From a368e04ce029e2be159c6c9f953f539d86ef2809 Mon Sep 17 00:00:00 2001
From: Matteo Cacciola <matteo.cacciola@gmail.com>
Date: Thu, 16 Oct 2025 11:06:47 +0200
Subject: [PATCH 14/14] lock file

---
 poetry.lock | 120 ++++++++++++++++++++++++++++++++++++++++++----------
 1 file changed, 98 insertions(+), 22 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 9f6a1e918..0fff5a153 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -35,7 +35,7 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21.0b1) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\""]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -206,7 +206,7 @@ files = [
 [package.extras]
 dev = ["Pygments", "build", "chardet", "pre-commit", "pytest", "pytest-cov", "pytest-dependency", "ruff", "tomli", "twine"]
 hard-encoding-detection = ["chardet"]
-toml = ["tomli"]
+toml = ["tomli ; python_version < \"3.11\""]
 types = ["chardet (>=5.1.0)", "mypy", "pytest", "pytest-cov", "pytest-dependency"]
 
 [[package]]
@@ -377,7 +377,7 @@ files = [
 ]
 
 [package.extras]
-toml = ["tomli"]
+toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
 [[package]]
 name = "cycler"
@@ -500,7 +500,7 @@ description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
-markers = "python_version < \"3.11\""
+markers = "python_version <= \"3.10\""
 files = [
     {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
     {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -524,7 +524,7 @@ files = [
 [package.extras]
 docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
-typing = ["typing-extensions (>=4.12.2)"]
+typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
 
 [[package]]
 name = "fonttools"
@@ -587,18 +587,18 @@ files = [
 ]
 
 [package.extras]
-all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
+all = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\"", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0) ; python_version <= \"3.12\"", "xattr ; sys_platform == \"darwin\"", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["munkres", "pycairo", "scipy"]
+interpolatable = ["munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\""]
 lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
 symfont = ["sympy"]
-type1 = ["xattr"]
+type1 = ["xattr ; sys_platform == \"darwin\""]
 ufo = ["fs (>=2.2.0,<3)"]
-unicode = ["unicodedata2 (>=15.1.0)"]
-woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+unicode = ["unicodedata2 (>=15.1.0) ; python_version <= \"3.12\""]
+woff = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "h11"
@@ -653,7 +653,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -706,7 +706,7 @@ files = [
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
@@ -1092,6 +1092,58 @@ pillow = ">=6.2.0"
 pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
 
+[[package]]
+name = "narwhals"
+version = "1.42.1"
+description = "Extremely lightweight compatibility layer between dataframe libraries"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version < \"3.10\""
+files = [
+    {file = "narwhals-1.42.1-py3-none-any.whl", hash = "sha256:7a270d44b94ccdb277a799ae890c42e8504c537c1849f195eb14717c6184977a"},
+    {file = "narwhals-1.42.1.tar.gz", hash = "sha256:50a5635b11aeda98cf9c37e839fd34b0a24159f59a4dfae930290ad698320494"},
+]
+
+[package.extras]
+cudf = ["cudf (>=24.10.0)"]
+dask = ["dask[dataframe] (>=2024.8)"]
+duckdb = ["duckdb (>=1.0)"]
+ibis = ["ibis-framework (>=6.0.0)", "packaging", "pyarrow-hotfix", "rich"]
+modin = ["modin"]
+pandas = ["pandas (>=0.25.3)"]
+polars = ["polars (>=0.20.3)"]
+pyarrow = ["pyarrow (>=11.0.0)"]
+pyspark = ["pyspark (>=3.5.0)"]
+pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
+sqlframe = ["sqlframe (>=3.22.0)"]
+
+[[package]]
+name = "narwhals"
+version = "2.8.0"
+description = "Extremely lightweight compatibility layer between dataframe libraries"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.10\""
+files = [
+    {file = "narwhals-2.8.0-py3-none-any.whl", hash = "sha256:6304856676ba4a79fd34148bda63aed8060dd6edb1227edf3659ce5e091de73c"},
+    {file = "narwhals-2.8.0.tar.gz", hash = "sha256:52e0b22d54718264ae703bd9293af53b04abc995a1414908c3b807ba8c913858"},
+]
+
+[package.extras]
+cudf = ["cudf (>=24.10.0)"]
+dask = ["dask[dataframe] (>=2024.8)"]
+duckdb = ["duckdb (>=1.1)"]
+ibis = ["ibis-framework (>=6.0.0)", "packaging", "pyarrow-hotfix", "rich"]
+modin = ["modin"]
+pandas = ["pandas (>=1.1.3)"]
+polars = ["polars (>=0.20.4)"]
+pyarrow = ["pyarrow (>=13.0.0)"]
+pyspark = ["pyspark (>=3.5.0)"]
+pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
+sqlframe = ["sqlframe (>=3.22.0,!=3.39.3)"]
+
 [[package]]
 name = "nodeenv"
 version = "1.9.1"
@@ -1234,7 +1286,7 @@ files = [
 numpy = [
     {version = ">=1.20.3", markers = "python_version < \"3.10\""},
     {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
-    {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""},
+    {version = ">=1.21.0", markers = "python_version == \"3.10\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -1358,7 +1410,7 @@ docs = ["furo", "olefile", "sphinx (>=7.3)", "sphinx-copybutton", "sphinx-inline
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
-typing = ["typing-extensions"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -1378,6 +1430,30 @@ docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-a
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
 type = ["mypy (>=1.11.2)"]
 
+[[package]]
+name = "plotly"
+version = "6.3.1"
+description = "An open-source interactive data visualization library for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "plotly-6.3.1-py3-none-any.whl", hash = "sha256:8b4420d1dcf2b040f5983eed433f95732ed24930e496d36eb70d211923532e64"},
+    {file = "plotly-6.3.1.tar.gz", hash = "sha256:dd896e3d940e653a7ce0470087e82c2bd903969a55e30d1b01bb389319461bb0"},
+]
+
+[package.dependencies]
+narwhals = ">=1.15.1"
+packaging = "*"
+
+[package.extras]
+dev = ["plotly[dev-optional]"]
+dev-build = ["build", "jupyter", "plotly[dev-core]"]
+dev-core = ["pytest", "requests", "ruff (==0.11.12)"]
+dev-optional = ["anywidget", "colorcet", "fiona (<=1.9.6) ; python_version <= \"3.8\"", "geopandas", "inflect", "numpy", "orjson", "pandas", "pdfrw", "pillow", "plotly-geo", "plotly[dev-build]", "plotly[kaleido]", "polars[timezone]", "pyarrow", "pyshp", "pytz", "scikit-image", "scipy", "shapely", "statsmodels", "vaex ; python_version <= \"3.9\"", "xarray"]
+express = ["numpy"]
+kaleido = ["kaleido (>=1.0.0)"]
+
 [[package]]
 name = "pluggy"
 version = "1.5.0"
@@ -1481,7 +1557,7 @@ typing-extensions = ">=4.12.2"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
 
 [[package]]
 name = "pydantic-core"
@@ -1945,7 +2021,7 @@ description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version < \"3.11\""
+markers = "python_version <= \"3.10\""
 files = [
     {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
     {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@@ -2040,7 +2116,7 @@ files = [
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -2064,7 +2140,7 @@ platformdirs = ">=3.9.1,<5"
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
 
 [[package]]
 name = "zipp"
@@ -2080,14 +2156,14 @@ files = [
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.8,<3.12"
-content-hash = "1ee6133c27f712829a1606972a660f210112fcbf5f44193ccd77b179ab69e85d"
+content-hash = "6fd75dfa8c4bd5bc74a6fc8900b7fc6bb9b05881458d1be83ba3baef750b48ad"