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diff --git a/dev/_downloads/1edecd3a067d076f9dde43db0a6ad2ac/00_getting_started.zip b/dev/_downloads/1edecd3a067d076f9dde43db0a6ad2ac/00_getting_started.zip
diff --git a/dev/_downloads/28079b3b8fa6a36780f883fc70c5a85b/01_encodings.zip b/dev/_downloads/28079b3b8fa6a36780f883fc70c5a85b/01_encodings.zip
diff --git a/..._downloads/2aac33c602d681c08037160058466181/02_feature_interpretation_with_gapencoder.zip b/..._downloads/2aac33c602d681c08037160058466181/02_feature_interpretation_with_gapencoder.zip
diff --git a/dev/_downloads/54e919ac10b17463c17e70b4cfe05748/09_interpolation_join.zip b/dev/_downloads/54e919ac10b17463c17e70b4cfe05748/09_interpolation_join.zip
diff --git a/dev/_downloads/83483f7235fd079815061ccd8faac253/04_fuzzy_joining.zip b/dev/_downloads/83483f7235fd079815061ccd8faac253/04_fuzzy_joining.zip
diff --git a/dev/_downloads/8c6b74509594a2d43b5985e826e9c7a3/05_deduplication.zip b/dev/_downloads/8c6b74509594a2d43b5985e826e9c7a3/05_deduplication.zip
diff --git a/dev/_downloads/970f51f4bf1a2b1a24e01a2eb2f41575/07_multiple_key_join.zip b/dev/_downloads/970f51f4bf1a2b1a24e01a2eb2f41575/07_multiple_key_join.zip
diff --git a/dev/_downloads/c1773159d0b6d9e88a5c11e9ebcef36f/08_join_aggregation.zip b/dev/_downloads/c1773159d0b6d9e88a5c11e9ebcef36f/08_join_aggregation.zip
diff --git a/dev/_downloads/e6be5a04f3dff3263ebd4b8b19f118e1/03_datetime_encoder.zip b/dev/_downloads/e6be5a04f3dff3263ebd4b8b19f118e1/03_datetime_encoder.zip
diff --git a/dev/_downloads/f870a7c1802f4ed4bc406652d2a26055/06_ken_embeddings.zip b/dev/_downloads/f870a7c1802f4ed4bc406652d2a26055/06_ken_embeddings.zip
diff --git a/dev/_images/sphx_glr_01_encodings_001.png b/dev/_images/sphx_glr_01_encodings_001.png
diff --git a/dev/_images/sphx_glr_01_encodings_thumb.png b/dev/_images/sphx_glr_01_encodings_thumb.png
diff --git a/dev/_images/sphx_glr_08_join_aggregation_001.png b/dev/_images/sphx_glr_08_join_aggregation_001.png
diff --git a/dev/_images/sphx_glr_08_join_aggregation_thumb.png b/dev/_images/sphx_glr_08_join_aggregation_thumb.png
diff --git a/dev/_images/sphx_glr_09_interpolation_join_001.png b/dev/_images/sphx_glr_09_interpolation_join_001.png
diff --git a/dev/_images/sphx_glr_09_interpolation_join_002.png b/dev/_images/sphx_glr_09_interpolation_join_002.png
diff --git a/dev/_images/sphx_glr_09_interpolation_join_003.png b/dev/_images/sphx_glr_09_interpolation_join_003.png
diff --git a/dev/_images/sphx_glr_09_interpolation_join_thumb.png b/dev/_images/sphx_glr_09_interpolation_join_thumb.png
diff --git a/dev/_sources/auto_examples/00_getting_started.rst.txt b/dev/_sources/auto_examples/00_getting_started.rst.txt
diff --git a/dev/_sources/auto_examples/01_encodings.rst.txt b/dev/_sources/auto_examples/01_encodings.rst.txt
diff --git a/dev/_sources/auto_examples/02_feature_interpretation_with_gapencoder.rst.txt b/dev/_sources/auto_examples/02_feature_interpretation_with_gapencoder.rst.txt
@@ -435,7 +435,7 @@ as a set of latent topics.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.529 seconds)
+   **Total running time of the script:** (0 minutes 1.684 seconds)
 
 
 .. _sphx_glr_download_auto_examples_02_feature_interpretation_with_gapencoder.py:

diff --git a/dev/_sources/auto_examples/03_datetime_encoder.rst.txt b/dev/_sources/auto_examples/03_datetime_encoder.rst.txt
@@ -519,8 +519,8 @@ which ensures that the test set is always in the future.
  .. code-block:: none
 
 
-    array([ -6664.06809097,  -6520.55512687, -21139.48809623, -13965.27050381,
-           -13969.42532396])
+    array([ -6664.06809097,  -6520.55512687, -21139.48809623, -13098.86901921,
+           -14310.8213008 ])
 
 
 
@@ -666,7 +666,7 @@ and transforms datetime columns by default.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 5.418 seconds)
+   **Total running time of the script:** (0 minutes 5.679 seconds)
 
 
 .. _sphx_glr_download_auto_examples_03_datetime_encoder.py:

diff --git a/dev/_sources/auto_examples/04_fuzzy_joining.rst.txt b/dev/_sources/auto_examples/04_fuzzy_joining.rst.txt
@@ -1715,7 +1715,7 @@ introduced into a grid search:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 10.719 seconds)
+   **Total running time of the script:** (0 minutes 11.282 seconds)
 
 
 .. _sphx_glr_download_auto_examples_04_fuzzy_joining.py:

diff --git a/dev/_sources/auto_examples/05_deduplication.rst.txt b/dev/_sources/auto_examples/05_deduplication.rst.txt
@@ -337,7 +337,7 @@ or |MinHash|.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.502 seconds)
+   **Total running time of the script:** (0 minutes 4.761 seconds)
 
 
 .. _sphx_glr_download_auto_examples_05_deduplication.py:

diff --git a/dev/_sources/auto_examples/06_ken_embeddings.rst.txt b/dev/_sources/auto_examples/06_ken_embeddings.rst.txt
@@ -305,7 +305,7 @@ We will start by checking out the available tables with
  .. code-block:: none
 
 
-    {'all_entities', 'companies', 'schools', 'games', 'movies', 'albums'}
+    {'schools', 'albums', 'games', 'all_entities', 'companies', 'movies'}
 
 
 
@@ -839,7 +839,7 @@ It helped significantly improve the prediction score.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 0.340 seconds)
+   **Total running time of the script:** (1 minutes 4.537 seconds)
 
 
 .. _sphx_glr_download_auto_examples_06_ken_embeddings.py:

diff --git a/dev/_sources/auto_examples/07_multiple_key_join.rst.txt b/dev/_sources/auto_examples/07_multiple_key_join.rst.txt
@@ -1228,7 +1228,7 @@ The results:
     /home/circleci/project/.pixi/envs/doc/lib/python3.12/site-packages/sklearn/preprocessing/_encoders.py:242: UserWarning: Found unknown categories in columns [0] during transform. These unknown categories will be encoded as all zeros
       warnings.warn(
 
-    np.float64(0.58745)
+    np.float64(0.58075)
 
 
 
@@ -1246,7 +1246,7 @@ Our final cross-validated accuracy score is 0.58.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (6 minutes 42.085 seconds)
+   **Total running time of the script:** (7 minutes 12.478 seconds)
 
 
 .. _sphx_glr_download_auto_examples_07_multiple_key_join.py: