0.23.1 release (#1075)

* update changelog * update 2024
rasbt · Jan 5, 2024 · a5435e5 · a5435e5
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diff --git a/README.md b/README.md
@@ -13,7 +13,7 @@
 
 <br>
 
-Sebastian Raschka 2014-2023
+Sebastian Raschka 2014-2024
 
 <br>
 

diff --git a/docs/ipynb2markdown.py b/docs/ipynb2markdown.py
@@ -1,6 +1,6 @@
 # IPython Notebook to Markdown conversion script
 #
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Author: Sebastian Raschka <sebastianraschka.com>

diff --git a/docs/make_api.py b/docs/make_api.py
@@ -1,6 +1,6 @@
 # API generator script
 #
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Author: Sebastian Raschka <sebastianraschka.com>

diff --git a/docs/make_userguide.py b/docs/make_userguide.py
@@ -1,6 +1,6 @@
 # API generator script
 #
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Author: Sebastian Raschka <sebastianraschka.com>

diff --git a/docs/md2pdf.py b/docs/md2pdf.py
@@ -1,6 +1,6 @@
 # API generator script
 #
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Author: Sebastian Raschka <sebastianraschka.com>

diff --git a/docs/sources/CHANGELOG.md b/docs/sources/CHANGELOG.md
@@ -7,15 +7,28 @@ The CHANGELOG for the current development version is available at
 
 ---
 
+### Version 0.23.1 (5 Jan 2024)
+
+##### Downloads
+
+- [Source code (zip)](https://github.com/rasbt/mlxtend/archive/v0.23.1.zip)
+
+- [Source code (tar.gz)](https://github.com/rasbt/mlxtend/archive/v0.23.1.tar.gz)
+
+##### Changes
+
+- Updated dependency on distutils for python 3.12 and above ([#1072](https://github.com/rasbt/mlxtend/issues/1072) via [peanutsee](https://github.com/peanutsee))
+
+
 
 
 ### Version 0.23.0 (22 Sep 2023)
 
 ##### Downloads
 
-- [Source code (zip)](https://github.com/rasbt/mlxtend/archive/v0.21.1.zip)
+- [Source code (zip)](https://github.com/rasbt/mlxtend/archive/v0.23.0.zip)
 
-- [Source code (tar.gz)](https://github.com/rasbt/mlxtend/archive/v0.22.1.tar.gz)
+- [Source code (tar.gz)](https://github.com/rasbt/mlxtend/archive/v0.23.0.tar.gz)
 
 ##### Changes
 

diff --git a/docs/sources/license.md b/docs/sources/license.md
@@ -10,7 +10,7 @@ according to the terms and conditions of the Creative Commons Attribution 4.0 In
 
 New BSD License
 
-Copyright (c) 2014-2023, Sebastian Raschka. All rights reserved.
+Copyright (c) 2014-2024, Sebastian Raschka. All rights reserved.
 
 
 Redistribution and use in source and binary forms, with or without

diff --git a/mlxtend/__init__.py b/mlxtend/__init__.py
@@ -1,7 +1,7 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #
 # License: BSD 3 clause
 
-__version__ = "0.23.0"
+__version__ = "0.23.1"
diff --git a/mlxtend/_base/__init__.py b/mlxtend/_base/__init__.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/_base/_base_model.py b/mlxtend/_base/_base_model.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Base Cluster (Clutering Parent Class)

diff --git a/mlxtend/_base/_classifier.py b/mlxtend/_base/_classifier.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Base Classifier (Classification Parent Class)

diff --git a/mlxtend/_base/_cluster.py b/mlxtend/_base/_cluster.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Base Cluster (Clutering Parent Class)

diff --git a/mlxtend/_base/_iterative_model.py b/mlxtend/_base/_iterative_model.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Base Iterative Model (Iterative Model Parent Class)

diff --git a/mlxtend/_base/_multiclass.py b/mlxtend/_base/_multiclass.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Base MultiClass (MultiClass Parent Class)

diff --git a/mlxtend/_base/_multilayer.py b/mlxtend/_base/_multilayer.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Base MultiLayer (MultiLayer Parent Class)

diff --git a/mlxtend/_base/_regressor.py b/mlxtend/_base/_regressor.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Base Regressor (Regression Parent Class)

diff --git a/mlxtend/_base/tests/test_base_model.py b/mlxtend/_base/tests/test_base_model.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/_base/tests/test_classifier.py b/mlxtend/_base/tests/test_classifier.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/_base/tests/test_cluster.py b/mlxtend/_base/tests/test_cluster.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/_base/tests/test_iterative_model.py b/mlxtend/_base/tests/test_iterative_model.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/_base/tests/test_multiclass.py b/mlxtend/_base/tests/test_multiclass.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/_base/tests/test_multilayer.py b/mlxtend/_base/tests/test_multilayer.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/_base/tests/test_regressor.py b/mlxtend/_base/tests/test_regressor.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/classifier/__init__.py b/mlxtend/classifier/__init__.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/classifier/adaline.py b/mlxtend/classifier/adaline.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Implementation of the ADAptive LInear NEuron classification algorithm.

diff --git a/mlxtend/classifier/ensemble_vote.py b/mlxtend/classifier/ensemble_vote.py
@@ -1,6 +1,6 @@
 # Soft Voting/Majority Rule classifier
 
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Implementation of an meta-classification algorithm for majority voting.

diff --git a/mlxtend/classifier/logistic_regression.py b/mlxtend/classifier/logistic_regression.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Implementation of the logistic regression algorithm for classification.

diff --git a/mlxtend/classifier/multilayerperceptron.py b/mlxtend/classifier/multilayerperceptron.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Implementation of a Multi-layer Perceptron in Tensorflow

diff --git a/mlxtend/classifier/oner.py b/mlxtend/classifier/oner.py
@@ -1,6 +1,6 @@
 # OneR classifier
 
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # The classic OneR (One Rule) classifier

diff --git a/mlxtend/classifier/perceptron.py b/mlxtend/classifier/perceptron.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Implementation of Rosenblatt's perceptron algorithm for classification.

diff --git a/mlxtend/classifier/softmax_regression.py b/mlxtend/classifier/softmax_regression.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Implementation of the mulitnomial logistic regression algorithm for

diff --git a/mlxtend/classifier/stacking_classification.py b/mlxtend/classifier/stacking_classification.py
@@ -1,6 +1,6 @@
 # Stacking classifier
 
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # An ensemble-learning meta-classifier for stacking

diff --git a/mlxtend/classifier/stacking_cv_classification.py b/mlxtend/classifier/stacking_cv_classification.py
@@ -1,6 +1,6 @@
 # Stacking CV classifier
 
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # An ensemble-learning meta-classifier for stacking

diff --git a/mlxtend/classifier/tests/test_adaline.py b/mlxtend/classifier/tests/test_adaline.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/classifier/tests/test_ensemble_vote_classifier.py b/mlxtend/classifier/tests/test_ensemble_vote_classifier.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/classifier/tests/test_logistic_regression.py b/mlxtend/classifier/tests/test_logistic_regression.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/classifier/tests/test_multilayerperceptron.py b/mlxtend/classifier/tests/test_multilayerperceptron.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/classifier/tests/test_oner.py b/mlxtend/classifier/tests/test_oner.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/classifier/tests/test_perceptron.py b/mlxtend/classifier/tests/test_perceptron.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/classifier/tests/test_softmax_regression.py b/mlxtend/classifier/tests/test_softmax_regression.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/classifier/tests/test_stacking_classifier.py b/mlxtend/classifier/tests/test_stacking_classifier.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/classifier/tests/test_stacking_cv_classifier.py b/mlxtend/classifier/tests/test_stacking_cv_classifier.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Authors: Sebastian Raschka <sebastianraschka.com>
 #          Reiichiro Nakano <github.com/reiinakano>

diff --git a/mlxtend/cluster/__init__.py b/mlxtend/cluster/__init__.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/cluster/kmeans.py b/mlxtend/cluster/kmeans.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Estimator for Linear Regression

diff --git a/mlxtend/cluster/tests/test_kmeans.py b/mlxtend/cluster/tests/test_kmeans.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/data/__init__.py b/mlxtend/data/__init__.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/data/autompg.py b/mlxtend/data/autompg.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # A function for loading the open-source AutoMPG dataset.

diff --git a/mlxtend/data/boston_housing.py b/mlxtend/data/boston_housing.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # A function for loading the open-source Boston Housing dataset.

diff --git a/mlxtend/data/iris.py b/mlxtend/data/iris.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # A function for loading the open-source Iris Flower dataset.

diff --git a/mlxtend/data/local_mnist.py b/mlxtend/data/local_mnist.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # A function for fetching the open-source MNIST dataset.

diff --git a/mlxtend/data/mnist.py b/mlxtend/data/mnist.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # A function for loading the open-source MNIST.

diff --git a/mlxtend/data/multiplexer.py b/mlxtend/data/multiplexer.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # A function for creating a multiplexer dataset for classification.

diff --git a/mlxtend/data/tests/test_datasets.py b/mlxtend/data/tests/test_datasets.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Author: Sebastian Raschka <sebastianraschka.com>

diff --git a/mlxtend/data/tests/test_multiplexer.py b/mlxtend/data/tests/test_multiplexer.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # Author: Sebastian Raschka <sebastianraschka.com>

diff --git a/mlxtend/data/three_blobs.py b/mlxtend/data/three_blobs.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # A function for loading a sample dataset for clustering evaluations

diff --git a/mlxtend/data/wine.py b/mlxtend/data/wine.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # A function for loading the open-source Wine dataset.

diff --git a/mlxtend/evaluate/__init__.py b/mlxtend/evaluate/__init__.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 # Author: Sebastian Raschka <sebastianraschka.com>
 #

diff --git a/mlxtend/evaluate/accuracy.py b/mlxtend/evaluate/accuracy.py
@@ -1,4 +1,4 @@
-# Sebastian Raschka 2014-2023
+# Sebastian Raschka 2014-2024
 # mlxtend Machine Learning Library Extensions
 #
 # A function for generating per class accuracy