From f108db7bbac8ee8942f95308398140c06e2f66fb Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 10:32:29 -0500
Subject: [PATCH 01/33] add 3.10 tests, remove 3.6 + 3.7

---
 .circleci/config.yml                          | 65 +++++++------------
 .../requirements_310_core.txt                 |  3 +
 .../requirements_310_optional.txt             | 22 +++++++
 3 files changed, 50 insertions(+), 40 deletions(-)
 create mode 100644 packages/python/plotly/test_requirements/requirements_310_core.txt
 create mode 100644 packages/python/plotly/test_requirements/requirements_310_optional.txt

diff --git a/.circleci/config.yml b/.circleci/config.yml
index ef17bac91d7..c8e836975f1 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -7,7 +7,7 @@ commands:
   test_core:
     parameters:
       py:
-        default: "36"
+        default: "310"
         type: string
     steps:
       - checkout
@@ -32,7 +32,7 @@ commands:
   test_optional:
     parameters:
       py:
-        default: "36"
+        default: "310"
         type: string
     steps:
       - checkout
@@ -95,7 +95,7 @@ commands:
   test_orca:
     parameters:
       py:
-        default: "36"
+        default: "310"
         type: string
     steps:
       - checkout
@@ -153,20 +153,6 @@ jobs:
             black --check . --exclude venv
 
   # Core
-  python_36_core:
-    docker:
-      - image: cimg/python:3.6-browsers
-    steps:
-      - test_core:
-          py: "36"
-
-  python_37_core:
-    docker:
-      - image: cimg/python:3.7-browsers
-    steps:
-      - test_core:
-          py: "37"
-
   python_38_core:
     docker:
       - image: cimg/python:3.8-browsers
@@ -181,20 +167,14 @@ jobs:
       - test_core:
           py: "39"
 
-  # Optional
-  python_36_optional:
+  python_310_core:
     docker:
-      - image: cimg/python:3.6-browsers
+      - image: cimg/python:3.10-browsers
     steps:
-      - test_optional:
-          py: "36"
+      - test_core:
+          py: "310"
 
-  python_37_optional:
-    docker:
-      - image: cimg/python:3.7-browsers
-    steps:
-      - test_optional:
-          py: "37"
+  # Optional
 
   python_38_optional:
     docker:
@@ -210,6 +190,13 @@ jobs:
       - test_optional:
           py: "39"
 
+  python_310_optional:
+    docker:
+      - image: cimg/python:3.10-browsers
+    steps:
+      - test_optional:
+          py: "310"
+
   # Pandas
 
   python_39_pandas_2_optional:
@@ -228,7 +215,7 @@ jobs:
           py: "38"
 
   # Percy
-  python_37_percy:
+  python_39_percy:
     docker:
       - image: cimg/python:3.9-browsers
         environment:
@@ -277,9 +264,9 @@ jobs:
             rm test/percy/*.html
 
   # Chart studio
-  python_37_chart_studio:
+  python_38_chart_studio:
     docker:
-      - image: cimg/python:3.7
+      - image: cimg/python:3.8
     resource_class: large
 
     steps:
@@ -291,7 +278,7 @@ jobs:
             python -m venv venv
             . venv/bin/activate
             pip install --upgrade pip wheel
-            pip install -r ./test_requirements/requirements_37.txt
+            pip install -r ./test_requirements/requirements_38.txt
       - run:
           name: Tests
           command: |
@@ -302,7 +289,7 @@ jobs:
 
   plotlyjs_dev_build:
     docker:
-      - image: cimg/python:3.7-node
+      - image: cimg/python:3.8-node
         environment:
           LANG: en_US.UTF-8
     resource_class: large
@@ -316,7 +303,7 @@ jobs:
             python -m venv venv
             . venv/bin/activate
             pip install --upgrade pip wheel
-            pip install -r ./test_requirements/requirements_37_core.txt black inflect
+            pip install -r ./test_requirements/requirements_38_core.txt black inflect
             pip install jupyterlab~=3.0
       - run:
           name: Update jupyterlab-plotly version
@@ -433,7 +420,7 @@ jobs:
     docker:
       # specify the version you desire here
       # use `-browsers` prefix for selenium tests, for example, `3.6.1-browsers`
-      - image: cimg/python:3.7-browsers
+      - image: cimg/python:3.10-browsers
 
     steps:
       - add_ssh_keys:
@@ -570,15 +557,13 @@ workflows:
 
   build:
     jobs:
-      - python_36_core
-      - python_37_core
       - python_38_core
       - python_39_core
-      - python_36_optional
-      - python_37_optional
+      - python_310_core
       - python_38_optional
       - python_39_optional
+      - python_310_optional
       - python_39_pandas_2_optional
       - python_38_orca
-      - python_37_percy
+      - python_39_percy
       - build-doc
diff --git a/packages/python/plotly/test_requirements/requirements_310_core.txt b/packages/python/plotly/test_requirements/requirements_310_core.txt
new file mode 100644
index 00000000000..fcacda06c79
--- /dev/null
+++ b/packages/python/plotly/test_requirements/requirements_310_core.txt
@@ -0,0 +1,3 @@
+requests==2.25.1
+tenacity==6.2.0
+pytest==7.4.4
diff --git a/packages/python/plotly/test_requirements/requirements_310_optional.txt b/packages/python/plotly/test_requirements/requirements_310_optional.txt
new file mode 100644
index 00000000000..0086eac0f81
--- /dev/null
+++ b/packages/python/plotly/test_requirements/requirements_310_optional.txt
@@ -0,0 +1,22 @@
+requests==2.25.1
+tenacity==6.2.0
+pandas==1.5.3
+numpy==1.23.0
+xarray==0.17.0
+statsmodels
+Pillow==10.2.0
+pytest==7.4.4
+pytz==2023.3.post1
+ipython[all]==7.22.0
+ipywidgets==8.0.2
+ipykernel==5.5.3
+jupyter==1.0.0
+scipy==1.11.4
+Shapely==1.8.5
+geopandas==0.9.0
+pyshp==2.1.3
+matplotlib==3.8.0
+scikit-image==0.22.0
+psutil==5.7.0
+kaleido
+orjson==3.8.12

From 4fc892e48f3ed8298451e935c23711c3ee7f53f4 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 12:33:16 -0500
Subject: [PATCH 02/33] check only for near equality

---
 .../test_figure_factory/test_figure_factory.py        | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
index 8783dce1ab4..4dbe0abfb38 100644
--- a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
+++ b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
@@ -4310,6 +4310,17 @@ def test_optional_arguments(self):
 
 
 class TestHexbinMapbox(NumpyTestUtilsMixin, TestCaseNoTemplate):
+    def assert_dict_equal(self, dict1, dict2, decimal=7):
+        for k, v in dict1.items():
+            if isinstance(v, dict):
+                assert_dict_almost_equal(v, dict2[k], decimal=decimal)
+            elif isinstance(v, float):
+                np.testing.assert_almost_equal(v, dict2[k], decimal=decimal)
+            else:
+                assert (
+                    v == dict2[k]
+                ), f"Values for key {k} are not equal: {v} != {dict2[k]}"
+
     def test_aggregation(self):
 
         lat = [0, 1, 1, 2, 4, 5, 1, 2, 4, 5, 2, 3, 2, 1, 5, 3, 5]

From 6391f3f695a98720b0f996abc582aa90e6ed483d Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 12:42:47 -0500
Subject: [PATCH 03/33] fix function call

---
 .../test_optional/test_figure_factory/test_figure_factory.py    | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
index 4dbe0abfb38..50534954c85 100644
--- a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
+++ b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
@@ -4313,7 +4313,7 @@ class TestHexbinMapbox(NumpyTestUtilsMixin, TestCaseNoTemplate):
     def assert_dict_equal(self, dict1, dict2, decimal=7):
         for k, v in dict1.items():
             if isinstance(v, dict):
-                assert_dict_almost_equal(v, dict2[k], decimal=decimal)
+                assert_dict_equal(self, v, dict2[k], decimal=decimal)
             elif isinstance(v, float):
                 np.testing.assert_almost_equal(v, dict2[k], decimal=decimal)
             else:

From b40f5e43101f20f57648347d054cd1668d593be9 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 12:42:58 -0500
Subject: [PATCH 04/33] add py311 tests

---
 .circleci/config.yml                          | 14 ++++++++++++
 .../requirements_311_core.txt                 |  3 +++
 .../requirements_311_optional.txt             | 22 +++++++++++++++++++
 3 files changed, 39 insertions(+)
 create mode 100644 packages/python/plotly/test_requirements/requirements_311_core.txt
 create mode 100644 packages/python/plotly/test_requirements/requirements_311_optional.txt

diff --git a/.circleci/config.yml b/.circleci/config.yml
index c8e836975f1..725f6f639c9 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -174,6 +174,13 @@ jobs:
       - test_core:
           py: "310"
 
+  python_311_core:
+    docker:
+      - image: cimg/python:3.11-browsers
+    steps:
+      - test_core:
+          py: "311"
+
   # Optional
 
   python_38_optional:
@@ -197,6 +204,13 @@ jobs:
       - test_optional:
           py: "310"
 
+  python_311_optional:
+    docker:
+      - image: cimg/python:3.11-browsers
+    steps:
+      - test_optional:
+          py: "311"
+
   # Pandas
 
   python_39_pandas_2_optional:
diff --git a/packages/python/plotly/test_requirements/requirements_311_core.txt b/packages/python/plotly/test_requirements/requirements_311_core.txt
new file mode 100644
index 00000000000..fcacda06c79
--- /dev/null
+++ b/packages/python/plotly/test_requirements/requirements_311_core.txt
@@ -0,0 +1,3 @@
+requests==2.25.1
+tenacity==6.2.0
+pytest==7.4.4
diff --git a/packages/python/plotly/test_requirements/requirements_311_optional.txt b/packages/python/plotly/test_requirements/requirements_311_optional.txt
new file mode 100644
index 00000000000..dda98f32cf1
--- /dev/null
+++ b/packages/python/plotly/test_requirements/requirements_311_optional.txt
@@ -0,0 +1,22 @@
+requests==2.25.1
+tenacity==6.2.0
+pandas==1.5.3
+numpy==1.23.2
+xarray==0.17.0
+statsmodels
+Pillow==10.2.0
+pytest==7.4.4
+pytz==2023.3.post1
+ipython[all]==7.22.0
+ipywidgets==8.0.2
+ipykernel==5.5.3
+jupyter==1.0.0
+scipy==1.11.4
+Shapely==1.8.5
+geopandas==0.9.0
+pyshp==2.1.3
+matplotlib==3.8.0
+scikit-image==0.22.0
+psutil==5.7.0
+kaleido
+orjson==3.8.12

From d8bb3b2a4a2d4f1796063d5c0a7dadbd12c428c4 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 12:45:09 -0500
Subject: [PATCH 05/33] add python 3.11 in workflows

---
 .circleci/config.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 725f6f639c9..bb0a59c3cde 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -574,9 +574,11 @@ workflows:
       - python_38_core
       - python_39_core
       - python_310_core
+      - python_311_core
       - python_38_optional
       - python_39_optional
       - python_310_optional
+      - python_311_optional
       - python_39_pandas_2_optional
       - python_38_orca
       - python_39_percy

From ab92c7dd95596c1b9240a1f70711a2289fd3e986 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 12:57:10 -0500
Subject: [PATCH 06/33] fix function call

---
 .../test_figure_factory/test_figure_factory.py              | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
index 50534954c85..7e5054737b2 100644
--- a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
+++ b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
@@ -4310,10 +4310,10 @@ def test_optional_arguments(self):
 
 
 class TestHexbinMapbox(NumpyTestUtilsMixin, TestCaseNoTemplate):
-    def assert_dict_equal(self, dict1, dict2, decimal=7):
+    def assert_dict_almost_equal(self, dict1, dict2, decimal=7):
         for k, v in dict1.items():
             if isinstance(v, dict):
-                assert_dict_equal(self, v, dict2[k], decimal=decimal)
+                assert_dict_almost_equal(self, v, dict2[k], decimal=decimal)
             elif isinstance(v, float):
                 np.testing.assert_almost_equal(v, dict2[k], decimal=decimal)
             else:
@@ -4427,7 +4427,7 @@ def test_aggregation(self):
 
         actual_agg = [2.0, 2.0, 1.0, 3.0, 9.0]
 
-        self.assert_dict_equal(fig1.data[0].geojson, actual_geojson)
+        self.assert_dict_almost_equal(self, fig1.data[0].geojson, actual_geojson)
         assert np.array_equal(fig1.data[0].z, actual_agg)
 
         fig2 = ff.create_hexbin_mapbox(

From 2f6a186a5187feaed8c941e879e6ed54496dd7d2 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 13:00:38 -0500
Subject: [PATCH 07/33] update for python 3.11 and later

---
 .../tests/test_core/test_errors/test_dict_path_errors.py     | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/packages/python/plotly/plotly/tests/test_core/test_errors/test_dict_path_errors.py b/packages/python/plotly/plotly/tests/test_core/test_errors/test_dict_path_errors.py
index 8b899a6f5a3..c0c9a173203 100644
--- a/packages/python/plotly/plotly/tests/test_core/test_errors/test_dict_path_errors.py
+++ b/packages/python/plotly/plotly/tests/test_core/test_errors/test_dict_path_errors.py
@@ -1,6 +1,7 @@
 import plotly.graph_objects as go
 from _plotly_utils.exceptions import PlotlyKeyError
 import pytest
+import sys
 
 
 def error_substr(s, r):
@@ -400,9 +401,11 @@ def test_described_subscript_error_on_type_error(some_fig):
     except ValueError as e:
         raised = True
         print(e.args[0])
+        # Error is different in Python 3.11 and later
+        error_addition_py_311 = ", not 'str'" if sys.version_info >= (3, 11, 0) else ""
         e_substr = error_substr(
             e.args[0],
-            """string indices must be integers
+            f"""string indices must be integers{error_addition_py_311}
 
 Invalid value received for the 'plot_bgcolor' property of layout
 

From 8185cc571181ab809d5351d6ec4583497058b799 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 13:20:51 -0500
Subject: [PATCH 08/33] Update test_figure_factory.py

---
 .../test_optional/test_figure_factory/test_figure_factory.py    | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
index 7e5054737b2..68504d3af19 100644
--- a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
+++ b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
@@ -4427,7 +4427,7 @@ def test_aggregation(self):
 
         actual_agg = [2.0, 2.0, 1.0, 3.0, 9.0]
 
-        self.assert_dict_almost_equal(self, fig1.data[0].geojson, actual_geojson)
+        self.assert_dict_almost_equal(fig1.data[0].geojson, actual_geojson)
         assert np.array_equal(fig1.data[0].z, actual_agg)
 
         fig2 = ff.create_hexbin_mapbox(

From 4f5006bb37d75f02021009f8222c8a55277beeb7 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 13:35:39 -0500
Subject: [PATCH 09/33] Update test_figure_factory.py

---
 .../test_figure_factory/test_figure_factory.py       | 12 +++++++++++-
 1 file changed, 11 insertions(+), 1 deletion(-)

diff --git a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
index 68504d3af19..e96aff46cb4 100644
--- a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
+++ b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
@@ -4313,7 +4313,17 @@ class TestHexbinMapbox(NumpyTestUtilsMixin, TestCaseNoTemplate):
     def assert_dict_almost_equal(self, dict1, dict2, decimal=7):
         for k, v in dict1.items():
             if isinstance(v, dict):
-                assert_dict_almost_equal(self, v, dict2[k], decimal=decimal)
+                self.assert_dict_almost_equal(v, dict2[k], decimal=decimal)
+            elif isinstance(v, list):
+                for i in range(len(v)):
+                    if isinstance(v[i], float):
+                        np.testing.assert_almost_equal(
+                            v[i], dict2[k][i], decimal=decimal
+                        )
+                    else:
+                        assert (
+                            v[i] == dict2[k][i]
+                        ), f"Values at index {i} for key {k} are not equal: {v[i]} != {dict2[k][i]}"
             elif isinstance(v, float):
                 np.testing.assert_almost_equal(v, dict2[k], decimal=decimal)
             else:

From f86e0fb931b692b49807887e53be7cfd2b54348d Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 13:41:25 -0500
Subject: [PATCH 10/33] add statsmodels version

---
 .../plotly/test_requirements/requirements_310_optional.txt      | 2 +-
 .../plotly/test_requirements/requirements_311_optional.txt      | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/packages/python/plotly/test_requirements/requirements_310_optional.txt b/packages/python/plotly/test_requirements/requirements_310_optional.txt
index 0086eac0f81..105eda9b252 100644
--- a/packages/python/plotly/test_requirements/requirements_310_optional.txt
+++ b/packages/python/plotly/test_requirements/requirements_310_optional.txt
@@ -3,7 +3,7 @@ tenacity==6.2.0
 pandas==1.5.3
 numpy==1.23.0
 xarray==0.17.0
-statsmodels
+statsmodels==0.14.1
 Pillow==10.2.0
 pytest==7.4.4
 pytz==2023.3.post1
diff --git a/packages/python/plotly/test_requirements/requirements_311_optional.txt b/packages/python/plotly/test_requirements/requirements_311_optional.txt
index dda98f32cf1..800dbeb6a25 100644
--- a/packages/python/plotly/test_requirements/requirements_311_optional.txt
+++ b/packages/python/plotly/test_requirements/requirements_311_optional.txt
@@ -3,7 +3,7 @@ tenacity==6.2.0
 pandas==1.5.3
 numpy==1.23.2
 xarray==0.17.0
-statsmodels
+statsmodels==0.14.1
 Pillow==10.2.0
 pytest==7.4.4
 pytz==2023.3.post1

From fc42fdaba14c79fcc30e6ba95b9ce3aa8389016a Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 13:41:41 -0500
Subject: [PATCH 11/33] add python 3.12 tests

---
 .circleci/config.yml                          | 16 ++++++++++++++
 .../requirements_312_core.txt                 |  3 +++
 .../requirements_312_optional.txt             | 22 +++++++++++++++++++
 3 files changed, 41 insertions(+)
 create mode 100644 packages/python/plotly/test_requirements/requirements_312_core.txt
 create mode 100644 packages/python/plotly/test_requirements/requirements_312_optional.txt

diff --git a/.circleci/config.yml b/.circleci/config.yml
index bb0a59c3cde..2aef00687fa 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -181,6 +181,13 @@ jobs:
       - test_core:
           py: "311"
 
+  python_312_core:
+    docker:
+      - image: cimg/python:3.12-browsers
+    steps:
+      - test_core:
+          py: "312"
+
   # Optional
 
   python_38_optional:
@@ -211,6 +218,13 @@ jobs:
       - test_optional:
           py: "311"
 
+  python_312_optional:
+    docker:
+      - image: cimg/python:3.12-browsers
+    steps:
+      - test_optional:
+          py: "312"
+
   # Pandas
 
   python_39_pandas_2_optional:
@@ -575,10 +589,12 @@ workflows:
       - python_39_core
       - python_310_core
       - python_311_core
+      - python_312_core
       - python_38_optional
       - python_39_optional
       - python_310_optional
       - python_311_optional
+      - python_312_optional
       - python_39_pandas_2_optional
       - python_38_orca
       - python_39_percy
diff --git a/packages/python/plotly/test_requirements/requirements_312_core.txt b/packages/python/plotly/test_requirements/requirements_312_core.txt
new file mode 100644
index 00000000000..fcacda06c79
--- /dev/null
+++ b/packages/python/plotly/test_requirements/requirements_312_core.txt
@@ -0,0 +1,3 @@
+requests==2.25.1
+tenacity==6.2.0
+pytest==7.4.4
diff --git a/packages/python/plotly/test_requirements/requirements_312_optional.txt b/packages/python/plotly/test_requirements/requirements_312_optional.txt
new file mode 100644
index 00000000000..05185830b85
--- /dev/null
+++ b/packages/python/plotly/test_requirements/requirements_312_optional.txt
@@ -0,0 +1,22 @@
+requests==2.31.0
+tenacity==8.2.3
+pandas
+numpy
+xarray==2023.12.0
+statsmodels
+Pillow==10.2.0
+pytest==7.4.4
+pytz==2023.3.post1
+ipython[all]==7.22.0
+ipywidgets<8
+ipykernel==5.5.3
+jupyter==1.0.0
+scipy==1.11.4
+Shapely==2.0.2
+geopandas==0.14.2
+pyshp==2.3.1
+matplotlib==3.8.2
+scikit-image==0.22.0
+psutil==5.9.7
+kaleido
+orjson==3.9.10
\ No newline at end of file

From bb73b70b5e239a8a1994ba3c76aec50ae1bb2a52 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 13:52:34 -0500
Subject: [PATCH 12/33] Update test_figure_factory.py

---
 .../test_figure_factory.py                    | 28 +++++++++++--------
 1 file changed, 16 insertions(+), 12 deletions(-)

diff --git a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
index e96aff46cb4..542d19cecd7 100644
--- a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
+++ b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
@@ -4310,20 +4310,24 @@ def test_optional_arguments(self):
 
 
 class TestHexbinMapbox(NumpyTestUtilsMixin, TestCaseNoTemplate):
-    def assert_dict_almost_equal(self, dict1, dict2, decimal=7):
+    def compare_list_values(self, list1, list2, decimal=7):
+        assert len(list1) == len(list2), "Lists are not of the same length."
+        for i in range(len(list1)):
+            if isinstance(list1[i], list):
+                self.compare_list_values(list1[i], list2[i], decimal=decimal)
+            elif isinstance(list1[i], float):
+                np.testing.assert_almost_equal(list1[i], list2[i], decimal=decimal)
+            else:
+                assert (
+                    list1[i] == list2[i]
+                ), f"Values at index {i} are not equal: {list1[i]} != {list2[i]}"
+
+    def compare_dict_values(self, dict1, dict2, decimal=7):
         for k, v in dict1.items():
             if isinstance(v, dict):
-                self.assert_dict_almost_equal(v, dict2[k], decimal=decimal)
+                self.compare_dict_values(v, dict2[k], decimal=decimal)
             elif isinstance(v, list):
-                for i in range(len(v)):
-                    if isinstance(v[i], float):
-                        np.testing.assert_almost_equal(
-                            v[i], dict2[k][i], decimal=decimal
-                        )
-                    else:
-                        assert (
-                            v[i] == dict2[k][i]
-                        ), f"Values at index {i} for key {k} are not equal: {v[i]} != {dict2[k][i]}"
+                self.compare_list_values(v, dict2[k], decimal=decimal)
             elif isinstance(v, float):
                 np.testing.assert_almost_equal(v, dict2[k], decimal=decimal)
             else:
@@ -4437,7 +4441,7 @@ def test_aggregation(self):
 
         actual_agg = [2.0, 2.0, 1.0, 3.0, 9.0]
 
-        self.assert_dict_almost_equal(fig1.data[0].geojson, actual_geojson)
+        self.compare_dict_values(fig1.data[0].geojson, actual_geojson)
         assert np.array_equal(fig1.data[0].z, actual_agg)
 
         fig2 = ff.create_hexbin_mapbox(

From f51c371eb696c154849eb33a3c1b9ff5a71f205e Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 13:57:55 -0500
Subject: [PATCH 13/33] Update test_figure_factory.py

---
 .../test_optional/test_figure_factory/test_figure_factory.py    | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
index 542d19cecd7..20a1b23f7ff 100644
--- a/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
+++ b/packages/python/plotly/plotly/tests/test_optional/test_figure_factory/test_figure_factory.py
@@ -4315,6 +4315,8 @@ def compare_list_values(self, list1, list2, decimal=7):
         for i in range(len(list1)):
             if isinstance(list1[i], list):
                 self.compare_list_values(list1[i], list2[i], decimal=decimal)
+            elif isinstance(list1[i], dict):
+                self.compare_dict_values(list1[i], list2[i], decimal=decimal)
             elif isinstance(list1[i], float):
                 np.testing.assert_almost_equal(list1[i], list2[i], decimal=decimal)
             else:

From 3a229600660d94305a1fd5fc9cdc25dac073ba39 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 14:07:57 -0500
Subject: [PATCH 14/33] only run polars/vaex tests on 3.11 or earlier

---
 .../plotly/tests/test_optional/test_px/test_px_input.py    | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/packages/python/plotly/plotly/tests/test_optional/test_px/test_px_input.py b/packages/python/plotly/plotly/tests/test_optional/test_px/test_px_input.py
index 94382cb9e01..8f8de64a2de 100644
--- a/packages/python/plotly/plotly/tests/test_optional/test_px/test_px_input.py
+++ b/packages/python/plotly/plotly/tests/test_optional/test_px/test_px_input.py
@@ -7,6 +7,7 @@
 import unittest.mock as mock
 from plotly.express._core import build_dataframe
 from pandas.testing import assert_frame_equal
+import sys
 
 
 # Fixtures
@@ -318,7 +319,8 @@ def __dataframe__(self):
 
 
 @pytest.mark.skipif(
-    version.parse(pd.__version__) < version.parse("2.0.2"),
+    version.parse(pd.__version__) < version.parse("2.0.2")
+    or sys.version_info >= (3, 12),
     reason="plotly doesn't use a dataframe interchange protocol for pandas < 2.0.2",
 )
 @pytest.mark.parametrize("test_lib", ["vaex", "polars"])
@@ -339,7 +341,8 @@ def test_build_df_from_vaex_and_polars(test_lib):
 
 
 @pytest.mark.skipif(
-    version.parse(pd.__version__) < version.parse("2.0.2"),
+    version.parse(pd.__version__) < version.parse("2.0.2")
+    or sys.version_info >= (3, 12),
     reason="plotly doesn't use a dataframe interchange protocol for pandas < 2.0.2",
 )
 @pytest.mark.parametrize("test_lib", ["vaex", "polars"])

From 315ccd44f2a2bef53f50bebd57e103156534c9e1 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 14:20:46 -0500
Subject: [PATCH 15/33] Update _county_choropleth.py

---
 .../plotly/plotly/figure_factory/_county_choropleth.py    | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/packages/python/plotly/plotly/figure_factory/_county_choropleth.py b/packages/python/plotly/plotly/figure_factory/_county_choropleth.py
index 65c5e5ffede..62a921a3fc6 100644
--- a/packages/python/plotly/plotly/figure_factory/_county_choropleth.py
+++ b/packages/python/plotly/plotly/figure_factory/_county_choropleth.py
@@ -358,15 +358,15 @@ def _calculations(
     elif fips_polygon_map[f].type == "MultiPolygon":
         x = [
             poly.simplify(simplify_county).exterior.xy[0].tolist()
-            for poly in fips_polygon_map[f]
+            for poly in fips_polygon_map[f].geoms
         ]
         y = [
             poly.simplify(simplify_county).exterior.xy[1].tolist()
-            for poly in fips_polygon_map[f]
+            for poly in fips_polygon_map[f].geoms
         ]
 
-        x_c = [poly.centroid.xy[0].tolist() for poly in fips_polygon_map[f]]
-        y_c = [poly.centroid.xy[1].tolist() for poly in fips_polygon_map[f]]
+        x_c = [poly.centroid.xy[0].tolist() for poly in fips_polygon_map[f].geoms]
+        y_c = [poly.centroid.xy[1].tolist() for poly in fips_polygon_map[f].geoms]
 
         county_name_str = str(df[df["FIPS"] == f]["COUNTY_NAME"].iloc[0])
         state_name_str = str(df[df["FIPS"] == f]["STATE_NAME"].iloc[0])

From c2c9c7d0674563cabad81b3d84b35fb051c472dc Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 14:28:15 -0500
Subject: [PATCH 16/33] update

---
 .../plotly/plotly/figure_factory/_county_choropleth.py      | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/packages/python/plotly/plotly/figure_factory/_county_choropleth.py b/packages/python/plotly/plotly/figure_factory/_county_choropleth.py
index 62a921a3fc6..c646aa5b034 100644
--- a/packages/python/plotly/plotly/figure_factory/_county_choropleth.py
+++ b/packages/python/plotly/plotly/figure_factory/_county_choropleth.py
@@ -382,7 +382,7 @@ def _calculations(
             + "<br>Value: "
             + str(values[index])
         )
-        t_c = [text for poly in fips_polygon_map[f]]
+        t_c = [text for poly in fips_polygon_map[f].geoms]
         x_centroids = x_c + x_centroids
         y_centroids = y_c + y_centroids
         centroid_text = t_c + centroid_text
@@ -853,11 +853,11 @@ def create_choropleth(
         elif df_state["geometry"][index].type == "MultiPolygon":
             x = [
                 poly.simplify(simplify_state).exterior.xy[0].tolist()
-                for poly in df_state["geometry"][index]
+                for poly in df_state["geometry"][index].geoms
             ]
             y = [
                 poly.simplify(simplify_state).exterior.xy[1].tolist()
-                for poly in df_state["geometry"][index]
+                for poly in df_state["geometry"][index].geoms
             ]
             for segment in range(len(x)):
                 x_states = x_states + x[segment]

From 635e933f8982bf2817bb09086a02ba3fdab74101 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 15:05:52 -0500
Subject: [PATCH 17/33] Update test_to_from_plotly_json.py

---
 .../plotly/plotly/tests/test_io/test_to_from_plotly_json.py     | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/python/plotly/plotly/tests/test_io/test_to_from_plotly_json.py b/packages/python/plotly/plotly/tests/test_io/test_to_from_plotly_json.py
index ff8ad213c84..38bbcdaeceb 100644
--- a/packages/python/plotly/plotly/tests/test_io/test_to_from_plotly_json.py
+++ b/packages/python/plotly/plotly/tests/test_io/test_to_from_plotly_json.py
@@ -96,7 +96,7 @@ def numeric_numpy_array(request):
 
 @pytest.fixture(scope="module")
 def object_numpy_array(request):
-    return np.array(["a", 1, [2, 3]])
+    return np.array(["a", 1, [2, 3]], dtype="object")
 
 
 @pytest.fixture(scope="module")

From 709fb99179a5f2f200a70480f98f6f43e5e8a8f3 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 15:17:41 -0500
Subject: [PATCH 18/33] update docs requirements

---
 .circleci/config.yml | 2 +-
 doc/requirements.txt | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 2aef00687fa..18a1d5bbc71 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -448,7 +448,7 @@ jobs:
     docker:
       # specify the version you desire here
       # use `-browsers` prefix for selenium tests, for example, `3.6.1-browsers`
-      - image: cimg/python:3.10-browsers
+      - image: cimg/python:3.9-browsers
 
     steps:
       - add_ssh_keys:
diff --git a/doc/requirements.txt b/doc/requirements.txt
index 58ab8f22b22..0e4b2455ff6 100644
--- a/doc/requirements.txt
+++ b/doc/requirements.txt
@@ -4,7 +4,7 @@ ipywidgets==7.7.2
 jupyter-client<7
 jupyter
 notebook
-pandas==1.0.3
+pandas==1.1.3
 statsmodels==0.11.1
 scipy==1.3.1
 patsy==0.5.1

From f3b427a04f0e853d64380e7ff1d58ef86a4864a3 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 15:25:48 -0500
Subject: [PATCH 19/33] Update requirements.txt

---
 doc/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/requirements.txt b/doc/requirements.txt
index 0e4b2455ff6..4d6e93465b0 100644
--- a/doc/requirements.txt
+++ b/doc/requirements.txt
@@ -5,7 +5,7 @@ jupyter-client<7
 jupyter
 notebook
 pandas==1.1.3
-statsmodels==0.11.1
+statsmodels==0.12.1
 scipy==1.3.1
 patsy==0.5.1
 numpy==1.19.5

From a2236ee72e292d66c64a5a4a1807d46b793afe09 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 15:32:54 -0500
Subject: [PATCH 20/33] Update requirements.txt

---
 doc/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/requirements.txt b/doc/requirements.txt
index 4d6e93465b0..da70117479d 100644
--- a/doc/requirements.txt
+++ b/doc/requirements.txt
@@ -6,7 +6,7 @@ jupyter
 notebook
 pandas==1.1.3
 statsmodels==0.12.1
-scipy==1.3.1
+scipy==1.5.4
 patsy==0.5.1
 numpy==1.19.5
 plotly-geo

From b4c3a70840ccca8c513806720b44b7e8636349cc Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 15:51:05 -0500
Subject: [PATCH 21/33] update docs page to use same versions as docs

---
 doc/python/county-choropleth.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/python/county-choropleth.md b/doc/python/county-choropleth.md
index ffed5efedc6..1340b4a75ad 100644
--- a/doc/python/county-choropleth.md
+++ b/doc/python/county-choropleth.md
@@ -47,9 +47,9 @@ Run the following commands to install the correct versions of the following modu
 
 ```python
 !pip install plotly-geo==1.0.0
-!pip install geopandas==0.3.0
-!pip install pyshp==1.2.10
-!pip install shapely==1.6.3
+!pip install geopandas==0.8.1
+!pip install pyshp==2.1.2
+!pip install shapely==1.7.1
 ```
 
 If you are using Windows, follow this post to properly install geopandas and dependencies: http://geoffboeing.com/2014/09/using-geopandas-windows/. If you are using Anaconda, do not use PIP to install the packages above. Instead use conda to install them:

From 5725d6d7d82a5e7aeedb42a29e16d663d3b4e14e Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 15:53:58 -0500
Subject: [PATCH 22/33] Update requirements.txt

---
 binder/requirements.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/binder/requirements.txt b/binder/requirements.txt
index 38f2ca900a3..814206bdb34 100644
--- a/binder/requirements.txt
+++ b/binder/requirements.txt
@@ -2,8 +2,8 @@ jupytext
 plotly==5.18.0
 jupyter
 notebook
-pandas==1.0.3
-statsmodels==0.11.1
+pandas==1.1.3
+statsmodels==0.12.1
 scipy
 patsy==0.5.1
 numpy

From 1dfcb3e5f3e775d39277e0b16d88927a22fe9011 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 15:56:09 -0500
Subject: [PATCH 23/33] Update requirements.txt

---
 doc/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/requirements.txt b/doc/requirements.txt
index da70117479d..cf52351e9d4 100644
--- a/doc/requirements.txt
+++ b/doc/requirements.txt
@@ -25,7 +25,7 @@ sphinx_bootstrap_theme
 recommonmark
 pathlib
 python-frontmatter
-datashader
+datashader==0.14.4
 pyarrow
 cufflinks==0.17.3
 kaleido

From e0b22d870a8a2ab5535c8c8d9f1716a4131199f4 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 15:59:46 -0500
Subject: [PATCH 24/33] Update ml-regression.md

---
 doc/python/ml-regression.md | 15 ++++++++++-----
 1 file changed, 10 insertions(+), 5 deletions(-)

diff --git a/doc/python/ml-regression.md b/doc/python/ml-regression.md
index 9b07a7a9851..b8be347943a 100644
--- a/doc/python/ml-regression.md
+++ b/doc/python/ml-regression.md
@@ -6,9 +6,9 @@ jupyter:
       extension: .md
       format_name: markdown
       format_version: '1.3'
-      jupytext_version: 1.14.1
+      jupytext_version: 1.16.1
   kernelspec:
-    display_name: Python 3
+    display_name: Python 3 (ipykernel)
     language: python
     name: python3
   language_info:
@@ -20,7 +20,7 @@ jupyter:
     name: python
     nbconvert_exporter: python
     pygments_lexer: ipython3
-    version: 3.8.8
+    version: 3.10.0
   plotly:
     description: Visualize regression in scikit-learn with Plotly.
     display_as: ai_ml
@@ -412,6 +412,7 @@ import pandas as pd
 import plotly.express as px
 import plotly.graph_objects as go
 from sklearn.linear_model import LassoCV
+from sklearn.preprocessing import StandardScaler
 
 N_FOLD = 6
 
@@ -421,9 +422,13 @@ X = df.drop(columns=['lifeExp', 'iso_num'])
 X = pd.get_dummies(X, columns=['country', 'continent', 'iso_alpha'])
 y = df['lifeExp']
 
+# Normalize the data
+scaler = StandardScaler()
+X_scaled = scaler.fit_transform(X)
+
 # Train model to predict life expectancy
-model = LassoCV(cv=N_FOLD, normalize=True)
-model.fit(X, y)
+model = LassoCV(cv=N_FOLD)
+model.fit(X_scaled, y)
 mean_alphas = model.mse_path_.mean(axis=-1)
 
 fig = go.Figure([

From 37116fb95fb4667b73b05a9a417b65e2fdd56a59 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 16:22:11 -0500
Subject: [PATCH 25/33] Update requirements.txt

---
 doc/requirements.txt | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/requirements.txt b/doc/requirements.txt
index cf52351e9d4..3d1a83d96d5 100644
--- a/doc/requirements.txt
+++ b/doc/requirements.txt
@@ -4,7 +4,7 @@ ipywidgets==7.7.2
 jupyter-client<7
 jupyter
 notebook
-pandas==1.1.3
+pandas==1.1.5
 statsmodels==0.12.1
 scipy==1.5.4
 patsy==0.5.1
@@ -16,7 +16,7 @@ pyshp==2.1.2
 shapely==1.7.1
 psutil
 requests
-networkx
+networkx==2.6.3
 squarify
 scikit-image==0.18.1
 scikit-learn

From aa5965d638ad3195c7b9c2dc8d4b6265e1554ae0 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 16:34:39 -0500
Subject: [PATCH 26/33] Update setup.py

---
 packages/python/plotly/setup.py | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/packages/python/plotly/setup.py b/packages/python/plotly/setup.py
index a9a2ac5869f..e1247b9f937 100644
--- a/packages/python/plotly/setup.py
+++ b/packages/python/plotly/setup.py
@@ -217,8 +217,8 @@ def finalize_options(self):
         pass
 
     def run(self):
-        if sys.version_info < (3, 6):
-            raise ImportError("Code generation must be executed with Python >= 3.6")
+        if sys.version_info < (3, 8):
+            raise ImportError("Code generation must be executed with Python >= 3.8")
 
         from codegen import perform_codegen
 
@@ -506,16 +506,15 @@ def run(self):
     long_description_content_type="text/markdown",
     classifiers=[
         "Development Status :: 5 - Production/Stable",
-        "Programming Language :: Python :: 3.6",
-        "Programming Language :: Python :: 3.7",
         "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
+        "Programming Language :: Python :: 3.12",
         "Topic :: Scientific/Engineering :: Visualization",
         "License :: OSI Approved :: MIT License",
     ],
-    python_requires=">=3.6",
+    python_requires=">=3.8",
     license="MIT",
     packages=[
         "jupyterlab_plotly",

From 8abb15238663e7b2bb64134e128c8ce3ec5e0cc4 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 17:38:45 -0500
Subject: [PATCH 27/33] update pandas version

---
 doc/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/requirements.txt b/doc/requirements.txt
index 3d1a83d96d5..b329e22271b 100644
--- a/doc/requirements.txt
+++ b/doc/requirements.txt
@@ -4,7 +4,7 @@ ipywidgets==7.7.2
 jupyter-client<7
 jupyter
 notebook
-pandas==1.1.5
+pandas==1.2.0
 statsmodels==0.12.1
 scipy==1.5.4
 patsy==0.5.1

From 8655c10c3621ccfaf78eb85b9dc8f3cef5c4360b Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 17:50:25 -0500
Subject: [PATCH 28/33] Update ml-pca.md

---
 doc/python/ml-pca.md | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/doc/python/ml-pca.md b/doc/python/ml-pca.md
index cbd38e0fd9c..1143e5cdeb1 100644
--- a/doc/python/ml-pca.md
+++ b/doc/python/ml-pca.md
@@ -6,9 +6,9 @@ jupyter:
       extension: .md
       format_name: markdown
       format_version: '1.3'
-      jupytext_version: 1.14.1
+      jupytext_version: 1.16.1
   kernelspec:
-    display_name: Python 3
+    display_name: Python 3 (ipykernel)
     language: python
     name: python3
   language_info:
@@ -20,7 +20,7 @@ jupyter:
     name: python
     nbconvert_exporter: python
     pygments_lexer: ipython3
-    version: 3.8.8
+    version: 3.10.11
   plotly:
     description: Visualize Principle Component Analysis (PCA) of your high-dimensional
       data in Python with Plotly.
@@ -105,17 +105,17 @@ fig.show()
 
 When you will have too many features to visualize, you might be interested in only visualizing the most relevant components. Those components often capture a majority of the [explained variance](https://en.wikipedia.org/wiki/Explained_variation), which is a good way to tell if those components are sufficient for modelling this dataset.
 
-In the example below, our dataset contains 10 features, but we only select the first 4 components, since they explain over 99% of the total variance.
+In the example below, our dataset contains 8 features, but we only select the first 2 components.
 
 ```python
 import pandas as pd
 import plotly.express as px
 from sklearn.decomposition import PCA
-from sklearn.datasets import load_boston
+from sklearn.datasets import fetch_california_housing
 
-boston = load_boston()
-df = pd.DataFrame(boston.data, columns=boston.feature_names)
-n_components = 4
+housing = fetch_california_housing(as_frame=True)
+df = housing.data
+n_components = 2
 
 pca = PCA(n_components=n_components)
 components = pca.fit_transform(df)
@@ -127,7 +127,7 @@ labels['color'] = 'Median Price'
 
 fig = px.scatter_matrix(
     components,
-    color=boston.target,
+    color=housing.target,
     dimensions=range(n_components),
     labels=labels,
     title=f'Total Explained Variance: {total_var:.2f}%',

From 0bdd6e08aee2c20a3baf445655fb79ff1972fb18 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 17:53:22 -0500
Subject: [PATCH 29/33] Update conda_build_config.yaml

---
 packages/python/plotly/recipe/conda_build_config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/python/plotly/recipe/conda_build_config.yaml b/packages/python/plotly/recipe/conda_build_config.yaml
index abcf8353472..86b425eca79 100644
--- a/packages/python/plotly/recipe/conda_build_config.yaml
+++ b/packages/python/plotly/recipe/conda_build_config.yaml
@@ -1,2 +1,2 @@
 python:
-  - 3.6
+  - 3.8

From 9602b65d048d13454659e971a11d970a8bb9d8b4 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 17:56:12 -0500
Subject: [PATCH 30/33] Update requirements.txt

---
 doc/requirements.txt | 1 +
 1 file changed, 1 insertion(+)

diff --git a/doc/requirements.txt b/doc/requirements.txt
index b329e22271b..ba4d9f758b4 100644
--- a/doc/requirements.txt
+++ b/doc/requirements.txt
@@ -38,3 +38,4 @@ dash-bio
 jinja2<3.1
 parmed<=3.4.4; python_version<"3.8"
 polars
+dask==2022.2.0
\ No newline at end of file

From 045778ab0872365e6caee7fb51d40957127ae993 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 18:12:57 -0500
Subject: [PATCH 31/33] Update CHANGELOG.md

---
 CHANGELOG.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6df6cde3b59..43972321be8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,9 @@ This project adheres to [Semantic Versioning](http://semver.org/).
 
 ## [UNRELEASED]
 
+### Updated
+- Removed Python 3.6 and Python 3.7 support [[#4490](https://github.com/plotly/plotly.py/pull/4490)]
+
 ### Fixed
 - Ensure scatter `mode` is deterministic from `px` [[#4429](https://github.com/plotly/plotly.py/pull/4429)]
 - Fix issue with creating dendrogram in subplots [[#4411](https://github.com/plotly/plotly.py/pull/4411)],

From 13809ac916c83f2fd1548b4ca6cca94f08e587f4 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 18:13:01 -0500
Subject: [PATCH 32/33] Update requirements.txt

---
 binder/requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/binder/requirements.txt b/binder/requirements.txt
index 814206bdb34..ff37485019b 100644
--- a/binder/requirements.txt
+++ b/binder/requirements.txt
@@ -2,7 +2,7 @@ jupytext
 plotly==5.18.0
 jupyter
 notebook
-pandas==1.1.3
+pandas==1.2.0
 statsmodels==0.12.1
 scipy
 patsy==0.5.1

From ca597f9d5919dd3709b95e3221a64f0a6a76bd77 Mon Sep 17 00:00:00 2001
From: Liam Connors <liam@plot.ly>
Date: Mon, 22 Jan 2024 18:19:28 -0500
Subject: [PATCH 33/33] Update CHANGELOG.md

---
 CHANGELOG.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 43972321be8..52ee62a7562 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,7 +5,7 @@ This project adheres to [Semantic Versioning](http://semver.org/).
 ## [UNRELEASED]
 
 ### Updated
-- Removed Python 3.6 and Python 3.7 support [[#4490](https://github.com/plotly/plotly.py/pull/4490)]
+- Removed Python 3.6 and Python 3.7 support [[#4492](https://github.com/plotly/plotly.py/pull/4492)]
 
 ### Fixed
 - Ensure scatter `mode` is deterministic from `px` [[#4429](https://github.com/plotly/plotly.py/pull/4429)]