From a5435e5a24617ddfc07e1c429d66e03162839c39 Mon Sep 17 00:00:00 2001 From: Sebastian Raschka Date: Fri, 5 Jan 2024 09:45:48 +0100 Subject: [PATCH] 0.23.1 release (#1075) * update changelog * update 2024 --- README.md | 2 +- docs/ipynb2markdown.py | 2 +- docs/make_api.py | 2 +- docs/make_userguide.py | 2 +- docs/md2pdf.py | 2 +- docs/sources/CHANGELOG.md | 17 +++++++++++++++-- docs/sources/license.md | 2 +- mlxtend/__init__.py | 4 ++-- mlxtend/_base/__init__.py | 2 +- mlxtend/_base/_base_model.py | 2 +- mlxtend/_base/_classifier.py | 2 +- mlxtend/_base/_cluster.py | 2 +- mlxtend/_base/_iterative_model.py | 2 +- mlxtend/_base/_multiclass.py | 2 +- mlxtend/_base/_multilayer.py | 2 +- mlxtend/_base/_regressor.py | 2 +- mlxtend/_base/tests/test_base_model.py | 2 +- mlxtend/_base/tests/test_classifier.py | 2 +- mlxtend/_base/tests/test_cluster.py | 2 +- mlxtend/_base/tests/test_iterative_model.py | 2 +- mlxtend/_base/tests/test_multiclass.py | 2 +- mlxtend/_base/tests/test_multilayer.py | 2 +- mlxtend/_base/tests/test_regressor.py | 2 +- mlxtend/classifier/__init__.py | 2 +- mlxtend/classifier/adaline.py | 2 +- mlxtend/classifier/ensemble_vote.py | 2 +- mlxtend/classifier/logistic_regression.py | 2 +- mlxtend/classifier/multilayerperceptron.py | 2 +- mlxtend/classifier/oner.py | 2 +- mlxtend/classifier/perceptron.py | 2 +- mlxtend/classifier/softmax_regression.py | 2 +- mlxtend/classifier/stacking_classification.py | 2 +- .../classifier/stacking_cv_classification.py | 2 +- mlxtend/classifier/tests/test_adaline.py | 2 +- .../tests/test_ensemble_vote_classifier.py | 2 +- .../tests/test_logistic_regression.py | 2 +- .../tests/test_multilayerperceptron.py | 2 +- mlxtend/classifier/tests/test_oner.py | 2 +- mlxtend/classifier/tests/test_perceptron.py | 2 +- .../classifier/tests/test_softmax_regression.py | 2 +- .../tests/test_stacking_classifier.py | 2 +- .../tests/test_stacking_cv_classifier.py | 2 +- mlxtend/cluster/__init__.py | 2 +- mlxtend/cluster/kmeans.py | 2 +- mlxtend/cluster/tests/test_kmeans.py | 2 +- mlxtend/data/__init__.py | 2 +- mlxtend/data/autompg.py | 2 +- mlxtend/data/boston_housing.py | 2 +- mlxtend/data/iris.py | 2 +- mlxtend/data/local_mnist.py | 2 +- mlxtend/data/mnist.py | 2 +- mlxtend/data/multiplexer.py | 2 +- mlxtend/data/tests/test_datasets.py | 2 +- mlxtend/data/tests/test_multiplexer.py | 2 +- mlxtend/data/three_blobs.py | 2 +- mlxtend/data/wine.py | 2 +- mlxtend/evaluate/__init__.py | 2 +- mlxtend/evaluate/accuracy.py | 2 +- mlxtend/evaluate/bias_variance_decomp.py | 2 +- mlxtend/evaluate/bootstrap.py | 2 +- mlxtend/evaluate/bootstrap_outofbag.py | 2 +- mlxtend/evaluate/bootstrap_point632.py | 2 +- mlxtend/evaluate/cochrans_q.py | 2 +- mlxtend/evaluate/confusion_matrix.py | 2 +- mlxtend/evaluate/counterfactual.py | 2 +- mlxtend/evaluate/f_test.py | 2 +- mlxtend/evaluate/feature_importance.py | 2 +- mlxtend/evaluate/holdout.py | 2 +- mlxtend/evaluate/mcnemar.py | 2 +- mlxtend/evaluate/permutation.py | 2 +- mlxtend/evaluate/proportion_difference.py | 2 +- mlxtend/evaluate/scoring.py | 2 +- mlxtend/evaluate/tests/test_accuracy.py | 2 +- .../evaluate/tests/test_bias_variance_decomp.py | 2 +- mlxtend/evaluate/tests/test_bootstrap.py | 2 +- .../evaluate/tests/test_bootstrap_outofbag.py | 2 +- .../evaluate/tests/test_bootstrap_point632.py | 2 +- mlxtend/evaluate/tests/test_cochran_q.py | 2 +- .../evaluate/tests/test_combined_ftest_5x2cv.py | 2 +- mlxtend/evaluate/tests/test_confusion_matrix.py | 2 +- mlxtend/evaluate/tests/test_counterfactual.py | 2 +- mlxtend/evaluate/tests/test_f_test.py | 2 +- .../evaluate/tests/test_feature_importance.py | 2 +- mlxtend/evaluate/tests/test_holdout.py | 2 +- mlxtend/evaluate/tests/test_mcnemar_table.py | 2 +- mlxtend/evaluate/tests/test_mcnemar_tables.py | 2 +- mlxtend/evaluate/tests/test_mcnemar_test.py | 2 +- .../evaluate/tests/test_paired_ttest_5x2cv.py | 2 +- .../evaluate/tests/test_paired_ttest_kfold.py | 2 +- .../tests/test_paired_ttest_resampled.py | 2 +- mlxtend/evaluate/tests/test_permutation.py | 2 +- .../tests/test_proportion_difference.py | 2 +- mlxtend/evaluate/tests/test_scoring.py | 2 +- mlxtend/evaluate/ttest.py | 2 +- mlxtend/externals/__init__.py | 2 +- mlxtend/feature_extraction/__init__.py | 2 +- mlxtend/feature_extraction/base.py | 2 +- .../linear_discriminant_analysis.py | 2 +- .../principal_component_analysis.py | 2 +- mlxtend/feature_extraction/rbf_kernel_pca.py | 2 +- mlxtend/feature_extraction/tests/test_base.py | 2 +- .../feature_extraction/tests/test_kernel_pca.py | 2 +- .../tests/test_linear_discriminant_analysis.py | 2 +- .../tests/test_principal_component_analysis.py | 2 +- mlxtend/feature_selection/__init__.py | 2 +- mlxtend/feature_selection/column_selector.py | 2 +- .../exhaustive_feature_selector.py | 2 +- .../sequential_feature_selector.py | 2 +- .../tests/test_column_selector.py | 2 +- .../tests/test_exhaustive_feature_selector.py | 2 +- .../tests/test_sequential_feature_selector.py | 2 +- ...equential_feature_selector_feature_groups.py | 2 +- ...equential_feature_selector_fixed_features.py | 2 +- mlxtend/file_io/__init__.py | 2 +- mlxtend/file_io/find_filegroups.py | 2 +- mlxtend/file_io/find_files.py | 2 +- mlxtend/frequent_patterns/__init__.py | 2 +- mlxtend/frequent_patterns/apriori.py | 2 +- mlxtend/frequent_patterns/association_rules.py | 2 +- mlxtend/frequent_patterns/tests/test_apriori.py | 2 +- mlxtend/frequent_patterns/tests/test_fpbase.py | 2 +- mlxtend/math/__init__.py | 2 +- mlxtend/math/counting.py | 2 +- mlxtend/math/linalg.py | 2 +- mlxtend/math/tests/test_counting.py | 2 +- mlxtend/math/tests/test_linalg.py | 2 +- mlxtend/plotting/__init__.py | 2 +- mlxtend/plotting/checkerboard.py | 2 +- mlxtend/plotting/decision_regions.py | 2 +- mlxtend/plotting/ecdf.py | 2 +- mlxtend/plotting/enrichment_plot.py | 2 +- mlxtend/plotting/heatmap.py | 2 +- mlxtend/plotting/learning_curves.py | 2 +- mlxtend/plotting/plot_confusion_matrix.py | 2 +- mlxtend/plotting/plot_linear_regression.py | 2 +- .../plot_sequential_feature_selection.py | 2 +- mlxtend/plotting/remove_chartjunk.py | 2 +- mlxtend/plotting/scatter.py | 2 +- mlxtend/plotting/scatter_hist.py | 2 +- mlxtend/plotting/scatterplotmatrix.py | 2 +- mlxtend/plotting/stacked_barplot.py | 2 +- mlxtend/plotting/tests/test_checkerboard.py | 2 +- mlxtend/plotting/tests/test_decision_regions.py | 2 +- mlxtend/plotting/tests/test_ecdf.py | 2 +- mlxtend/plotting/tests/test_heatmap.py | 2 +- mlxtend/plotting/tests/test_learning_curves.py | 2 +- mlxtend/preprocessing/__init__.py | 2 +- mlxtend/preprocessing/copy_transformer.py | 2 +- mlxtend/preprocessing/dense_transformer.py | 2 +- mlxtend/preprocessing/mean_centering.py | 2 +- mlxtend/preprocessing/onehot.py | 2 +- mlxtend/preprocessing/scaling.py | 2 +- mlxtend/preprocessing/shuffle.py | 2 +- .../tests/test__scaling__minmax_scaling.py | 2 +- .../tests/test__scaling__standardizing.py | 2 +- .../tests/test_copy_transformer.py | 2 +- .../tests/test_dense_transformer.py | 2 +- .../preprocessing/tests/test_mean_centering.py | 2 +- mlxtend/preprocessing/tests/test_onehot.py | 2 +- .../tests/test_shuffle_shuffle_arrays_unison.py | 2 +- .../tests/test_transactionencoder.py | 2 +- mlxtend/preprocessing/transactionencoder.py | 2 +- mlxtend/regressor/__init__.py | 2 +- mlxtend/regressor/linear_regression.py | 2 +- mlxtend/regressor/stacking_cv_regression.py | 2 +- mlxtend/regressor/stacking_regression.py | 2 +- .../regressor/tests/test_linear_regression.py | 2 +- .../tests/test_stacking_cv_regression.py | 2 +- .../regressor/tests/test_stacking_regression.py | 2 +- mlxtend/text/__init__.py | 2 +- mlxtend/text/names.py | 2 +- mlxtend/text/tokenizer.py | 2 +- mlxtend/utils/__init__.py | 2 +- mlxtend/utils/checking.py | 2 +- mlxtend/utils/counter.py | 2 +- mlxtend/utils/testing.py | 2 +- mlxtend/utils/tests/test_checking_inputs.py | 2 +- mlxtend/utils/tests/test_counter.py | 2 +- mlxtend/utils/tests/test_testing.py | 2 +- 179 files changed, 194 insertions(+), 181 deletions(-) diff --git a/README.md b/README.md index 46eb91754..c02399ddd 100644 --- a/README.md +++ b/README.md @@ -13,7 +13,7 @@
-Sebastian Raschka 2014-2023 +Sebastian Raschka 2014-2024
diff --git a/docs/ipynb2markdown.py b/docs/ipynb2markdown.py index bba8221ea..c5e369957 100644 --- 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 diff --git a/docs/make_api.py b/docs/make_api.py index a047ec63f..8c77dc2a4 100644 --- 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 diff --git a/docs/make_userguide.py b/docs/make_userguide.py index 153fa23c0..eee937979 100644 --- 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 diff --git a/docs/md2pdf.py b/docs/md2pdf.py index e026ab146..7bb8e8809 100644 --- 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 diff --git a/docs/sources/CHANGELOG.md b/docs/sources/CHANGELOG.md index c1f6f9206..a82d4e459 100755 --- 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 index e42683963..f1a6dc37f 100644 --- 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 index 7cb04441c..edabdae07 100644 --- 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 # # License: BSD 3 clause -__version__ = "0.23.0" +__version__ = "0.23.1" diff --git a/mlxtend/_base/__init__.py b/mlxtend/_base/__init__.py index 3b620f3c6..2d674243a 100644 --- 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 # diff --git a/mlxtend/_base/_base_model.py b/mlxtend/_base/_base_model.py index e7215765c..f7dbba5cf 100644 --- 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 index 4aadb9725..d51b9feec 100644 --- 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 index 6db7fa325..652f78aec 100644 --- 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 index 51ededc46..496af3eee 100644 --- 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 index 06a736da3..fd0b079b4 100644 --- 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 index a76d7bd79..b3ae1b070 100644 --- 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 index c3dc1a354..e3d0a1d96 100644 --- 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 index c3c9cfbb2..9a3e69c4c 100644 --- 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 # diff --git a/mlxtend/_base/tests/test_classifier.py b/mlxtend/_base/tests/test_classifier.py index 9916c78eb..f77f74d04 100644 --- 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 # diff --git a/mlxtend/_base/tests/test_cluster.py b/mlxtend/_base/tests/test_cluster.py index 3546285c7..6da1a9d68 100644 --- 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 # diff --git a/mlxtend/_base/tests/test_iterative_model.py b/mlxtend/_base/tests/test_iterative_model.py index 55bac2ba6..ad0faaf9f 100644 --- 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 # diff --git a/mlxtend/_base/tests/test_multiclass.py b/mlxtend/_base/tests/test_multiclass.py index 705e80014..673372b73 100644 --- 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 # diff --git a/mlxtend/_base/tests/test_multilayer.py b/mlxtend/_base/tests/test_multilayer.py index aedf5c26e..09de40b43 100644 --- 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 # diff --git a/mlxtend/_base/tests/test_regressor.py b/mlxtend/_base/tests/test_regressor.py index 067505254..5f8a8a04b 100644 --- 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 # diff --git a/mlxtend/classifier/__init__.py b/mlxtend/classifier/__init__.py index 767d8ddd5..2c3fc176c 100644 --- 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 # diff --git a/mlxtend/classifier/adaline.py b/mlxtend/classifier/adaline.py index f8b8dc9b8..3951ab6bf 100644 --- 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 index 7da9551c5..40763befe 100644 --- 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 index 7d69e20d3..2f9670d24 100644 --- 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 index 3f2b0b2b2..7072df240 100644 --- 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 index 7d5a983ca..891b6b1c2 100644 --- 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 index b7f2d1cc9..b50ed1752 100644 --- 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 index 1282ebdea..43723266e 100644 --- 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 index 5a94f4013..cf606e9a6 100644 --- 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 index b0fec1e29..6fb69f978 100644 --- 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 index 5d70e85b4..c7ead1323 100644 --- 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 # diff --git a/mlxtend/classifier/tests/test_ensemble_vote_classifier.py b/mlxtend/classifier/tests/test_ensemble_vote_classifier.py index 1b5594da6..753af4e45 100644 --- 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 # diff --git a/mlxtend/classifier/tests/test_logistic_regression.py b/mlxtend/classifier/tests/test_logistic_regression.py index 065c8ce82..102a2b310 100644 --- 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 # diff --git a/mlxtend/classifier/tests/test_multilayerperceptron.py b/mlxtend/classifier/tests/test_multilayerperceptron.py index 945bbced7..82eb02ff1 100644 --- 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 # diff --git a/mlxtend/classifier/tests/test_oner.py b/mlxtend/classifier/tests/test_oner.py index f07cda05a..a30ca172d 100644 --- 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 # diff --git a/mlxtend/classifier/tests/test_perceptron.py b/mlxtend/classifier/tests/test_perceptron.py index 10ae2ef0f..d928f9aaf 100644 --- 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 # diff --git a/mlxtend/classifier/tests/test_softmax_regression.py b/mlxtend/classifier/tests/test_softmax_regression.py index 45e9e4447..4fa697770 100644 --- 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 # diff --git a/mlxtend/classifier/tests/test_stacking_classifier.py b/mlxtend/classifier/tests/test_stacking_classifier.py index 35aa72f18..95b8abe29 100644 --- 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 # diff --git a/mlxtend/classifier/tests/test_stacking_cv_classifier.py b/mlxtend/classifier/tests/test_stacking_cv_classifier.py index 160ca18ce..cabc4da64 100644 --- 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 # Reiichiro Nakano diff --git a/mlxtend/cluster/__init__.py b/mlxtend/cluster/__init__.py index 1de4e6268..0dbba80d5 100644 --- 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 # diff --git a/mlxtend/cluster/kmeans.py b/mlxtend/cluster/kmeans.py index cdd57e3af..ae0f4340b 100644 --- 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 index 9db4e5f93..e320153ee 100644 --- 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 # diff --git a/mlxtend/data/__init__.py b/mlxtend/data/__init__.py index 7812f5882..5081e1014 100644 --- 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 # diff --git a/mlxtend/data/autompg.py b/mlxtend/data/autompg.py index 05f323296..2b0aa31c9 100644 --- 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 index 7ff6b970f..906ced973 100644 --- 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 index fdcc80fd8..8dc227b99 100644 --- 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 index 8a133ed6e..9a31025b7 100644 --- 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 index ce50c61e9..f52fee6b0 100644 --- 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 index ce0cf35d3..0d88f243d 100644 --- 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 index 7c4596b14..7d206c6f3 100644 --- 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 diff --git a/mlxtend/data/tests/test_multiplexer.py b/mlxtend/data/tests/test_multiplexer.py index ddd1d1100..a4eeb18f5 100644 --- 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 diff --git a/mlxtend/data/three_blobs.py b/mlxtend/data/three_blobs.py index c77508b91..dc15cad63 100644 --- 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 index cbb7cbb3f..71ecc1df5 100644 --- 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 index f53c5d46f..532abc287 100644 --- 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 # diff --git a/mlxtend/evaluate/accuracy.py b/mlxtend/evaluate/accuracy.py index 8aab0e344..fc80fcfeb 100644 --- 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 diff --git a/mlxtend/evaluate/bias_variance_decomp.py b/mlxtend/evaluate/bias_variance_decomp.py index 7bf4eda11..7bca4b69d 100644 --- a/mlxtend/evaluate/bias_variance_decomp.py +++ b/mlxtend/evaluate/bias_variance_decomp.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Nonparametric Permutation Test diff --git a/mlxtend/evaluate/bootstrap.py b/mlxtend/evaluate/bootstrap.py index 00a2aa67d..b0a3f1918 100644 --- a/mlxtend/evaluate/bootstrap.py +++ b/mlxtend/evaluate/bootstrap.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Bootstrap functions diff --git a/mlxtend/evaluate/bootstrap_outofbag.py b/mlxtend/evaluate/bootstrap_outofbag.py index 57bd14746..d66096a98 100644 --- a/mlxtend/evaluate/bootstrap_outofbag.py +++ b/mlxtend/evaluate/bootstrap_outofbag.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Bootstrap functions diff --git a/mlxtend/evaluate/bootstrap_point632.py b/mlxtend/evaluate/bootstrap_point632.py index 5cba10b83..315e58c3b 100644 --- a/mlxtend/evaluate/bootstrap_point632.py +++ b/mlxtend/evaluate/bootstrap_point632.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Bootstrap functions diff --git a/mlxtend/evaluate/cochrans_q.py b/mlxtend/evaluate/cochrans_q.py index d0a2f4681..b6645cc87 100644 --- a/mlxtend/evaluate/cochrans_q.py +++ b/mlxtend/evaluate/cochrans_q.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/evaluate/confusion_matrix.py b/mlxtend/evaluate/confusion_matrix.py index 803a6b2ee..f91b9754b 100644 --- a/mlxtend/evaluate/confusion_matrix.py +++ b/mlxtend/evaluate/confusion_matrix.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A function for generating a confusion matrix. diff --git a/mlxtend/evaluate/counterfactual.py b/mlxtend/evaluate/counterfactual.py index 2e349d494..966ab2b9b 100644 --- a/mlxtend/evaluate/counterfactual.py +++ b/mlxtend/evaluate/counterfactual.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/evaluate/f_test.py b/mlxtend/evaluate/f_test.py index 79df4d736..b64068354 100644 --- a/mlxtend/evaluate/f_test.py +++ b/mlxtend/evaluate/f_test.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/evaluate/feature_importance.py b/mlxtend/evaluate/feature_importance.py index 163d9bff7..a20fcec5f 100644 --- a/mlxtend/evaluate/feature_importance.py +++ b/mlxtend/evaluate/feature_importance.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Feature Importance Estimation Through Permutation diff --git a/mlxtend/evaluate/holdout.py b/mlxtend/evaluate/holdout.py index fd8cbd683..b960c7383 100644 --- a/mlxtend/evaluate/holdout.py +++ b/mlxtend/evaluate/holdout.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/evaluate/mcnemar.py b/mlxtend/evaluate/mcnemar.py index 504c8269e..aca09d6e5 100644 --- a/mlxtend/evaluate/mcnemar.py +++ b/mlxtend/evaluate/mcnemar.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/evaluate/permutation.py b/mlxtend/evaluate/permutation.py index 62510d58c..f1a0d52ba 100644 --- a/mlxtend/evaluate/permutation.py +++ b/mlxtend/evaluate/permutation.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Nonparametric Permutation Test diff --git a/mlxtend/evaluate/proportion_difference.py b/mlxtend/evaluate/proportion_difference.py index 940c83f89..df15eaead 100644 --- a/mlxtend/evaluate/proportion_difference.py +++ b/mlxtend/evaluate/proportion_difference.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/evaluate/scoring.py b/mlxtend/evaluate/scoring.py index 9d1921ba2..38c9fe961 100644 --- a/mlxtend/evaluate/scoring.py +++ b/mlxtend/evaluate/scoring.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A function for scoring predictions. diff --git a/mlxtend/evaluate/tests/test_accuracy.py b/mlxtend/evaluate/tests/test_accuracy.py index bac78e9f8..78294e1c1 100644 --- a/mlxtend/evaluate/tests/test_accuracy.py +++ b/mlxtend/evaluate/tests/test_accuracy.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # License: BSD 3 clause diff --git a/mlxtend/evaluate/tests/test_bias_variance_decomp.py b/mlxtend/evaluate/tests/test_bias_variance_decomp.py index f8e29c70b..eb17c0511 100644 --- a/mlxtend/evaluate/tests/test_bias_variance_decomp.py +++ b/mlxtend/evaluate/tests/test_bias_variance_decomp.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Nonparametric Permutation Test diff --git a/mlxtend/evaluate/tests/test_bootstrap.py b/mlxtend/evaluate/tests/test_bootstrap.py index 4742d50c8..23d802f43 100644 --- a/mlxtend/evaluate/tests/test_bootstrap.py +++ b/mlxtend/evaluate/tests/test_bootstrap.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_bootstrap_outofbag.py b/mlxtend/evaluate/tests/test_bootstrap_outofbag.py index 64d303823..413c3999f 100644 --- a/mlxtend/evaluate/tests/test_bootstrap_outofbag.py +++ b/mlxtend/evaluate/tests/test_bootstrap_outofbag.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_bootstrap_point632.py b/mlxtend/evaluate/tests/test_bootstrap_point632.py index fd58224cb..06c428721 100644 --- a/mlxtend/evaluate/tests/test_bootstrap_point632.py +++ b/mlxtend/evaluate/tests/test_bootstrap_point632.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_cochran_q.py b/mlxtend/evaluate/tests/test_cochran_q.py index 2e75e6bee..91bf24783 100644 --- a/mlxtend/evaluate/tests/test_cochran_q.py +++ b/mlxtend/evaluate/tests/test_cochran_q.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_combined_ftest_5x2cv.py b/mlxtend/evaluate/tests/test_combined_ftest_5x2cv.py index ffbfc570d..e984fada9 100644 --- a/mlxtend/evaluate/tests/test_combined_ftest_5x2cv.py +++ b/mlxtend/evaluate/tests/test_combined_ftest_5x2cv.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_confusion_matrix.py b/mlxtend/evaluate/tests/test_confusion_matrix.py index fea41cb78..c4b4bd66c 100644 --- a/mlxtend/evaluate/tests/test_confusion_matrix.py +++ b/mlxtend/evaluate/tests/test_confusion_matrix.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_counterfactual.py b/mlxtend/evaluate/tests/test_counterfactual.py index a50b7b579..85bf029ee 100644 --- a/mlxtend/evaluate/tests/test_counterfactual.py +++ b/mlxtend/evaluate/tests/test_counterfactual.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_f_test.py b/mlxtend/evaluate/tests/test_f_test.py index d22057352..1e3a6d8ba 100644 --- a/mlxtend/evaluate/tests/test_f_test.py +++ b/mlxtend/evaluate/tests/test_f_test.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_feature_importance.py b/mlxtend/evaluate/tests/test_feature_importance.py index 6ff333403..b17e01d6f 100644 --- a/mlxtend/evaluate/tests/test_feature_importance.py +++ b/mlxtend/evaluate/tests/test_feature_importance.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Feature Importance Estimation Through Permutation diff --git a/mlxtend/evaluate/tests/test_holdout.py b/mlxtend/evaluate/tests/test_holdout.py index 837405fff..37463a97c 100644 --- a/mlxtend/evaluate/tests/test_holdout.py +++ b/mlxtend/evaluate/tests/test_holdout.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_mcnemar_table.py b/mlxtend/evaluate/tests/test_mcnemar_table.py index 1f89b63d7..50f55ed1a 100644 --- a/mlxtend/evaluate/tests/test_mcnemar_table.py +++ b/mlxtend/evaluate/tests/test_mcnemar_table.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_mcnemar_tables.py b/mlxtend/evaluate/tests/test_mcnemar_tables.py index a4c006601..98e338acb 100644 --- a/mlxtend/evaluate/tests/test_mcnemar_tables.py +++ b/mlxtend/evaluate/tests/test_mcnemar_tables.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_mcnemar_test.py b/mlxtend/evaluate/tests/test_mcnemar_test.py index 41698f1ff..3fb5e77c6 100644 --- a/mlxtend/evaluate/tests/test_mcnemar_test.py +++ b/mlxtend/evaluate/tests/test_mcnemar_test.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_paired_ttest_5x2cv.py b/mlxtend/evaluate/tests/test_paired_ttest_5x2cv.py index e8302fed5..a85b6e9e2 100644 --- a/mlxtend/evaluate/tests/test_paired_ttest_5x2cv.py +++ b/mlxtend/evaluate/tests/test_paired_ttest_5x2cv.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_paired_ttest_kfold.py b/mlxtend/evaluate/tests/test_paired_ttest_kfold.py index f82fcfa83..822fd7c2f 100644 --- a/mlxtend/evaluate/tests/test_paired_ttest_kfold.py +++ b/mlxtend/evaluate/tests/test_paired_ttest_kfold.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_paired_ttest_resampled.py b/mlxtend/evaluate/tests/test_paired_ttest_resampled.py index 8aa84b6ae..53bcba97b 100644 --- a/mlxtend/evaluate/tests/test_paired_ttest_resampled.py +++ b/mlxtend/evaluate/tests/test_paired_ttest_resampled.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_permutation.py b/mlxtend/evaluate/tests/test_permutation.py index a2852f0d7..e16a143d2 100644 --- a/mlxtend/evaluate/tests/test_permutation.py +++ b/mlxtend/evaluate/tests/test_permutation.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_proportion_difference.py b/mlxtend/evaluate/tests/test_proportion_difference.py index fcc5a583c..a0b337c75 100644 --- a/mlxtend/evaluate/tests/test_proportion_difference.py +++ b/mlxtend/evaluate/tests/test_proportion_difference.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/tests/test_scoring.py b/mlxtend/evaluate/tests/test_scoring.py index 67843a494..4864a54e7 100644 --- a/mlxtend/evaluate/tests/test_scoring.py +++ b/mlxtend/evaluate/tests/test_scoring.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/ttest.py b/mlxtend/evaluate/ttest.py index ecb0d21a4..677de7ed5 100644 --- a/mlxtend/evaluate/ttest.py +++ b/mlxtend/evaluate/ttest.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/externals/__init__.py b/mlxtend/externals/__init__.py index 1d85e1176..4dfa7950b 100644 --- a/mlxtend/externals/__init__.py +++ b/mlxtend/externals/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_extraction/__init__.py b/mlxtend/feature_extraction/__init__.py index 0ebefb7a4..6f8e52379 100644 --- a/mlxtend/feature_extraction/__init__.py +++ b/mlxtend/feature_extraction/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_extraction/base.py b/mlxtend/feature_extraction/base.py index c70a6e158..fd283226f 100644 --- a/mlxtend/feature_extraction/base.py +++ b/mlxtend/feature_extraction/base.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Base Classifier (Classifier Parent Class) diff --git a/mlxtend/feature_extraction/linear_discriminant_analysis.py b/mlxtend/feature_extraction/linear_discriminant_analysis.py index 8c1f16da6..af01a5e9e 100644 --- a/mlxtend/feature_extraction/linear_discriminant_analysis.py +++ b/mlxtend/feature_extraction/linear_discriminant_analysis.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Linear Discriminant Analysis for dimensionality reduction diff --git a/mlxtend/feature_extraction/principal_component_analysis.py b/mlxtend/feature_extraction/principal_component_analysis.py index 98b84d92e..191061e77 100644 --- a/mlxtend/feature_extraction/principal_component_analysis.py +++ b/mlxtend/feature_extraction/principal_component_analysis.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Principal Component Analysis for dimensionality reduction. diff --git a/mlxtend/feature_extraction/rbf_kernel_pca.py b/mlxtend/feature_extraction/rbf_kernel_pca.py index 57f1e9c85..074309a98 100644 --- a/mlxtend/feature_extraction/rbf_kernel_pca.py +++ b/mlxtend/feature_extraction/rbf_kernel_pca.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Principal Component Analysis for dimensionality reduction. diff --git a/mlxtend/feature_extraction/tests/test_base.py b/mlxtend/feature_extraction/tests/test_base.py index 0ab87ad8d..9e740461e 100644 --- a/mlxtend/feature_extraction/tests/test_base.py +++ b/mlxtend/feature_extraction/tests/test_base.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_extraction/tests/test_kernel_pca.py b/mlxtend/feature_extraction/tests/test_kernel_pca.py index a560e986e..8e472874f 100644 --- a/mlxtend/feature_extraction/tests/test_kernel_pca.py +++ b/mlxtend/feature_extraction/tests/test_kernel_pca.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_extraction/tests/test_linear_discriminant_analysis.py b/mlxtend/feature_extraction/tests/test_linear_discriminant_analysis.py index 136336003..49c65c8bc 100644 --- a/mlxtend/feature_extraction/tests/test_linear_discriminant_analysis.py +++ b/mlxtend/feature_extraction/tests/test_linear_discriminant_analysis.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_extraction/tests/test_principal_component_analysis.py b/mlxtend/feature_extraction/tests/test_principal_component_analysis.py index cd18f2562..8542fb02b 100644 --- a/mlxtend/feature_extraction/tests/test_principal_component_analysis.py +++ b/mlxtend/feature_extraction/tests/test_principal_component_analysis.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_selection/__init__.py b/mlxtend/feature_selection/__init__.py index 38f0e07f6..2de2a3cc4 100644 --- a/mlxtend/feature_selection/__init__.py +++ b/mlxtend/feature_selection/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_selection/column_selector.py b/mlxtend/feature_selection/column_selector.py index ee0a03cba..e09c35fdc 100644 --- a/mlxtend/feature_selection/column_selector.py +++ b/mlxtend/feature_selection/column_selector.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Object for selecting a dataset column in scikit-learn pipelines. diff --git a/mlxtend/feature_selection/exhaustive_feature_selector.py b/mlxtend/feature_selection/exhaustive_feature_selector.py index 523c4ba19..e1a77b8db 100644 --- a/mlxtend/feature_selection/exhaustive_feature_selector.py +++ b/mlxtend/feature_selection/exhaustive_feature_selector.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Algorithm for exhaustive feature selection. diff --git a/mlxtend/feature_selection/sequential_feature_selector.py b/mlxtend/feature_selection/sequential_feature_selector.py index 239c524fe..a38a0ef2e 100644 --- a/mlxtend/feature_selection/sequential_feature_selector.py +++ b/mlxtend/feature_selection/sequential_feature_selector.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Algorithm for sequential feature selection. diff --git a/mlxtend/feature_selection/tests/test_column_selector.py b/mlxtend/feature_selection/tests/test_column_selector.py index a19d94ec3..1740866d2 100644 --- a/mlxtend/feature_selection/tests/test_column_selector.py +++ b/mlxtend/feature_selection/tests/test_column_selector.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Object for selecting a dataset column in scikit-learn pipelines. diff --git a/mlxtend/feature_selection/tests/test_exhaustive_feature_selector.py b/mlxtend/feature_selection/tests/test_exhaustive_feature_selector.py index ba4ce82e3..012413e21 100644 --- a/mlxtend/feature_selection/tests/test_exhaustive_feature_selector.py +++ b/mlxtend/feature_selection/tests/test_exhaustive_feature_selector.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_selection/tests/test_sequential_feature_selector.py b/mlxtend/feature_selection/tests/test_sequential_feature_selector.py index 85a6ae10b..bd14c83f1 100644 --- a/mlxtend/feature_selection/tests/test_sequential_feature_selector.py +++ b/mlxtend/feature_selection/tests/test_sequential_feature_selector.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_selection/tests/test_sequential_feature_selector_feature_groups.py b/mlxtend/feature_selection/tests/test_sequential_feature_selector_feature_groups.py index 9c6ef5afd..83d36d02b 100644 --- a/mlxtend/feature_selection/tests/test_sequential_feature_selector_feature_groups.py +++ b/mlxtend/feature_selection/tests/test_sequential_feature_selector_feature_groups.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_selection/tests/test_sequential_feature_selector_fixed_features.py b/mlxtend/feature_selection/tests/test_sequential_feature_selector_fixed_features.py index 8b06b020a..1ddbc3315 100644 --- a/mlxtend/feature_selection/tests/test_sequential_feature_selector_fixed_features.py +++ b/mlxtend/feature_selection/tests/test_sequential_feature_selector_fixed_features.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/file_io/__init__.py b/mlxtend/file_io/__init__.py index f044371f4..580943d6c 100644 --- a/mlxtend/file_io/__init__.py +++ b/mlxtend/file_io/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/file_io/find_filegroups.py b/mlxtend/file_io/find_filegroups.py index f7f844d65..7d5ea6d1a 100644 --- a/mlxtend/file_io/find_filegroups.py +++ b/mlxtend/file_io/find_filegroups.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A function for collecting file-group names from local directories. diff --git a/mlxtend/file_io/find_files.py b/mlxtend/file_io/find_files.py index be8c4dea2..3754e6c98 100644 --- a/mlxtend/file_io/find_files.py +++ b/mlxtend/file_io/find_files.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A function for searching files in local directories. diff --git a/mlxtend/frequent_patterns/__init__.py b/mlxtend/frequent_patterns/__init__.py index eb0561699..aa222f6d9 100644 --- a/mlxtend/frequent_patterns/__init__.py +++ b/mlxtend/frequent_patterns/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/frequent_patterns/apriori.py b/mlxtend/frequent_patterns/apriori.py index 329cdd990..13384fa87 100644 --- a/mlxtend/frequent_patterns/apriori.py +++ b/mlxtend/frequent_patterns/apriori.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # myxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/frequent_patterns/association_rules.py b/mlxtend/frequent_patterns/association_rules.py index 370560efb..bcd243482 100644 --- a/mlxtend/frequent_patterns/association_rules.py +++ b/mlxtend/frequent_patterns/association_rules.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Function for generating association rules diff --git a/mlxtend/frequent_patterns/tests/test_apriori.py b/mlxtend/frequent_patterns/tests/test_apriori.py index 910ae50ed..70c1a7042 100644 --- a/mlxtend/frequent_patterns/tests/test_apriori.py +++ b/mlxtend/frequent_patterns/tests/test_apriori.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/frequent_patterns/tests/test_fpbase.py b/mlxtend/frequent_patterns/tests/test_fpbase.py index 5112e86a8..4503f725d 100644 --- a/mlxtend/frequent_patterns/tests/test_fpbase.py +++ b/mlxtend/frequent_patterns/tests/test_fpbase.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/math/__init__.py b/mlxtend/math/__init__.py index d99c993c1..a158fe660 100644 --- a/mlxtend/math/__init__.py +++ b/mlxtend/math/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/math/counting.py b/mlxtend/math/counting.py index 568263e3d..0dfcca1fe 100644 --- a/mlxtend/math/counting.py +++ b/mlxtend/math/counting.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Functions for different counting operations. diff --git a/mlxtend/math/linalg.py b/mlxtend/math/linalg.py index 9467a167f..02600f110 100644 --- a/mlxtend/math/linalg.py +++ b/mlxtend/math/linalg.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Functions for different linear algebra operations. diff --git a/mlxtend/math/tests/test_counting.py b/mlxtend/math/tests/test_counting.py index d4214c8e5..b6975f346 100644 --- a/mlxtend/math/tests/test_counting.py +++ b/mlxtend/math/tests/test_counting.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/math/tests/test_linalg.py b/mlxtend/math/tests/test_linalg.py index 5c11cdb2a..6ec1978f0 100644 --- a/mlxtend/math/tests/test_linalg.py +++ b/mlxtend/math/tests/test_linalg.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/plotting/__init__.py b/mlxtend/plotting/__init__.py index 76bc96c58..9cb5d51a5 100644 --- a/mlxtend/plotting/__init__.py +++ b/mlxtend/plotting/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/plotting/checkerboard.py b/mlxtend/plotting/checkerboard.py index 0495dfe1c..51196cb59 100644 --- a/mlxtend/plotting/checkerboard.py +++ b/mlxtend/plotting/checkerboard.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/plotting/decision_regions.py b/mlxtend/plotting/decision_regions.py index 954f4c298..4c72166a6 100644 --- a/mlxtend/plotting/decision_regions.py +++ b/mlxtend/plotting/decision_regions.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A function for plotting decision regions of classifiers. diff --git a/mlxtend/plotting/ecdf.py b/mlxtend/plotting/ecdf.py index a88925d5a..37d884013 100644 --- a/mlxtend/plotting/ecdf.py +++ b/mlxtend/plotting/ecdf.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A function for plotting decision regions of classifiers. diff --git a/mlxtend/plotting/enrichment_plot.py b/mlxtend/plotting/enrichment_plot.py index d89915cf0..ccfaee618 100644 --- a/mlxtend/plotting/enrichment_plot.py +++ b/mlxtend/plotting/enrichment_plot.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A function for plotting enrichment plots. diff --git a/mlxtend/plotting/heatmap.py b/mlxtend/plotting/heatmap.py index 7edc7da3e..06cdfda1a 100644 --- a/mlxtend/plotting/heatmap.py +++ b/mlxtend/plotting/heatmap.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A function for plotting decision regions of classifiers. diff --git a/mlxtend/plotting/learning_curves.py b/mlxtend/plotting/learning_curves.py index 929856312..e1ff26b0a 100644 --- a/mlxtend/plotting/learning_curves.py +++ b/mlxtend/plotting/learning_curves.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A function for plotting learning curves of classifiers. diff --git a/mlxtend/plotting/plot_confusion_matrix.py b/mlxtend/plotting/plot_confusion_matrix.py index caf250f46..e0e3f7404 100644 --- a/mlxtend/plotting/plot_confusion_matrix.py +++ b/mlxtend/plotting/plot_confusion_matrix.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/plotting/plot_linear_regression.py b/mlxtend/plotting/plot_linear_regression.py index 598998760..385db3f7c 100644 --- a/mlxtend/plotting/plot_linear_regression.py +++ b/mlxtend/plotting/plot_linear_regression.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Function for plotting linear regression fits via scikit-learn and matplotlib. diff --git a/mlxtend/plotting/plot_sequential_feature_selection.py b/mlxtend/plotting/plot_sequential_feature_selection.py index b29692344..2672f182a 100644 --- a/mlxtend/plotting/plot_sequential_feature_selection.py +++ b/mlxtend/plotting/plot_sequential_feature_selection.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Algorithm for plotting sequential feature selection. diff --git a/mlxtend/plotting/remove_chartjunk.py b/mlxtend/plotting/remove_chartjunk.py index 8a3cd89ce..06ddcfcc5 100644 --- a/mlxtend/plotting/remove_chartjunk.py +++ b/mlxtend/plotting/remove_chartjunk.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A function for removing chart junk from matplotlib plots diff --git a/mlxtend/plotting/scatter.py b/mlxtend/plotting/scatter.py index 77cc146f0..a2f793c16 100644 --- a/mlxtend/plotting/scatter.py +++ b/mlxtend/plotting/scatter.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Matplotlib wrapper for creating scatterplots from data w. mult. categories. diff --git a/mlxtend/plotting/scatter_hist.py b/mlxtend/plotting/scatter_hist.py index 99ce3a7f9..8a166b60b 100644 --- a/mlxtend/plotting/scatter_hist.py +++ b/mlxtend/plotting/scatter_hist.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/plotting/scatterplotmatrix.py b/mlxtend/plotting/scatterplotmatrix.py index 76f977276..34161d5b6 100644 --- a/mlxtend/plotting/scatterplotmatrix.py +++ b/mlxtend/plotting/scatterplotmatrix.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Matplotlib wrapper for generating stacked barplots. diff --git a/mlxtend/plotting/stacked_barplot.py b/mlxtend/plotting/stacked_barplot.py index f3148af14..5dc7a0f4b 100644 --- a/mlxtend/plotting/stacked_barplot.py +++ b/mlxtend/plotting/stacked_barplot.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Matplotlib wrapper for generating stacked barplots. diff --git a/mlxtend/plotting/tests/test_checkerboard.py b/mlxtend/plotting/tests/test_checkerboard.py index a4d887812..f47d213c5 100644 --- a/mlxtend/plotting/tests/test_checkerboard.py +++ b/mlxtend/plotting/tests/test_checkerboard.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/plotting/tests/test_decision_regions.py b/mlxtend/plotting/tests/test_decision_regions.py index 4ce436884..fba225509 100644 --- a/mlxtend/plotting/tests/test_decision_regions.py +++ b/mlxtend/plotting/tests/test_decision_regions.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/plotting/tests/test_ecdf.py b/mlxtend/plotting/tests/test_ecdf.py index 64489fba5..cb3c31aea 100644 --- a/mlxtend/plotting/tests/test_ecdf.py +++ b/mlxtend/plotting/tests/test_ecdf.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/plotting/tests/test_heatmap.py b/mlxtend/plotting/tests/test_heatmap.py index b91062242..7f3cac03d 100644 --- a/mlxtend/plotting/tests/test_heatmap.py +++ b/mlxtend/plotting/tests/test_heatmap.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/plotting/tests/test_learning_curves.py b/mlxtend/plotting/tests/test_learning_curves.py index 17ba78314..5fa511623 100644 --- a/mlxtend/plotting/tests/test_learning_curves.py +++ b/mlxtend/plotting/tests/test_learning_curves.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/__init__.py b/mlxtend/preprocessing/__init__.py index 1f8083ee8..ec7e55a9e 100644 --- a/mlxtend/preprocessing/__init__.py +++ b/mlxtend/preprocessing/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/copy_transformer.py b/mlxtend/preprocessing/copy_transformer.py index fd4755b63..978250e0c 100644 --- a/mlxtend/preprocessing/copy_transformer.py +++ b/mlxtend/preprocessing/copy_transformer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A Class that returns a copy of a dataset in a scikit-learn pipeline. diff --git a/mlxtend/preprocessing/dense_transformer.py b/mlxtend/preprocessing/dense_transformer.py index a359eed76..9b0137f8b 100644 --- a/mlxtend/preprocessing/dense_transformer.py +++ b/mlxtend/preprocessing/dense_transformer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A class for transforming sparse numpy arrays into dense arrays. diff --git a/mlxtend/preprocessing/mean_centering.py b/mlxtend/preprocessing/mean_centering.py index c0d00dd68..856c234f7 100644 --- a/mlxtend/preprocessing/mean_centering.py +++ b/mlxtend/preprocessing/mean_centering.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A class to apply column-based mean centering to a dataset. diff --git a/mlxtend/preprocessing/onehot.py b/mlxtend/preprocessing/onehot.py index 9e90650a3..e3788143a 100644 --- a/mlxtend/preprocessing/onehot.py +++ b/mlxtend/preprocessing/onehot.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/scaling.py b/mlxtend/preprocessing/scaling.py index 5266f8e01..f53a1e8b3 100644 --- a/mlxtend/preprocessing/scaling.py +++ b/mlxtend/preprocessing/scaling.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Classes for column-based scaling of datasets diff --git a/mlxtend/preprocessing/shuffle.py b/mlxtend/preprocessing/shuffle.py index 245712326..ceedebd1b 100644 --- a/mlxtend/preprocessing/shuffle.py +++ b/mlxtend/preprocessing/shuffle.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/tests/test__scaling__minmax_scaling.py b/mlxtend/preprocessing/tests/test__scaling__minmax_scaling.py index f0e62f8cf..c874db7ac 100644 --- a/mlxtend/preprocessing/tests/test__scaling__minmax_scaling.py +++ b/mlxtend/preprocessing/tests/test__scaling__minmax_scaling.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/tests/test__scaling__standardizing.py b/mlxtend/preprocessing/tests/test__scaling__standardizing.py index 563c70061..9e9d84c1c 100644 --- a/mlxtend/preprocessing/tests/test__scaling__standardizing.py +++ b/mlxtend/preprocessing/tests/test__scaling__standardizing.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/tests/test_copy_transformer.py b/mlxtend/preprocessing/tests/test_copy_transformer.py index 428d1100c..94bffcb89 100644 --- a/mlxtend/preprocessing/tests/test_copy_transformer.py +++ b/mlxtend/preprocessing/tests/test_copy_transformer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/tests/test_dense_transformer.py b/mlxtend/preprocessing/tests/test_dense_transformer.py index d79ec0022..9b727b17f 100644 --- a/mlxtend/preprocessing/tests/test_dense_transformer.py +++ b/mlxtend/preprocessing/tests/test_dense_transformer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/tests/test_mean_centering.py b/mlxtend/preprocessing/tests/test_mean_centering.py index 14609c6c4..cdf3b78d2 100644 --- a/mlxtend/preprocessing/tests/test_mean_centering.py +++ b/mlxtend/preprocessing/tests/test_mean_centering.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/tests/test_onehot.py b/mlxtend/preprocessing/tests/test_onehot.py index 30296db12..05d8b3678 100644 --- a/mlxtend/preprocessing/tests/test_onehot.py +++ b/mlxtend/preprocessing/tests/test_onehot.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/tests/test_shuffle_shuffle_arrays_unison.py b/mlxtend/preprocessing/tests/test_shuffle_shuffle_arrays_unison.py index d0a341794..22a7de890 100644 --- a/mlxtend/preprocessing/tests/test_shuffle_shuffle_arrays_unison.py +++ b/mlxtend/preprocessing/tests/test_shuffle_shuffle_arrays_unison.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/tests/test_transactionencoder.py b/mlxtend/preprocessing/tests/test_transactionencoder.py index fe14f43f2..f5afd07e7 100644 --- a/mlxtend/preprocessing/tests/test_transactionencoder.py +++ b/mlxtend/preprocessing/tests/test_transactionencoder.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/transactionencoder.py b/mlxtend/preprocessing/transactionencoder.py index 51c9e96b1..bfb8a0035 100644 --- a/mlxtend/preprocessing/transactionencoder.py +++ b/mlxtend/preprocessing/transactionencoder.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/regressor/__init__.py b/mlxtend/regressor/__init__.py index ff6bc7341..192d4bff2 100644 --- a/mlxtend/regressor/__init__.py +++ b/mlxtend/regressor/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/regressor/linear_regression.py b/mlxtend/regressor/linear_regression.py index 9aebd3fad..e726ef2a4 100644 --- a/mlxtend/regressor/linear_regression.py +++ b/mlxtend/regressor/linear_regression.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Base Regressor (Regressor Parent Class) diff --git a/mlxtend/regressor/stacking_cv_regression.py b/mlxtend/regressor/stacking_cv_regression.py index 20e2c6013..a1faf2ff9 100644 --- a/mlxtend/regressor/stacking_cv_regression.py +++ b/mlxtend/regressor/stacking_cv_regression.py @@ -3,7 +3,7 @@ # For explanation of approach, see: # https://web.archive.org/web/20170720114355/dnc1994.com/2016/05/rank-10-percent-in-first-kaggle-competition-en/ # -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # An ensemble-learning meta-regressor for out-of-fold stacking regression diff --git a/mlxtend/regressor/stacking_regression.py b/mlxtend/regressor/stacking_regression.py index e2920f950..7ec00de45 100644 --- a/mlxtend/regressor/stacking_regression.py +++ b/mlxtend/regressor/stacking_regression.py @@ -1,6 +1,6 @@ # Stacking regressor -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # An ensemble-learning meta-regressor for stacking regression diff --git a/mlxtend/regressor/tests/test_linear_regression.py b/mlxtend/regressor/tests/test_linear_regression.py index 32b13c4c5..f50c2dd43 100644 --- a/mlxtend/regressor/tests/test_linear_regression.py +++ b/mlxtend/regressor/tests/test_linear_regression.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/regressor/tests/test_stacking_cv_regression.py b/mlxtend/regressor/tests/test_stacking_cv_regression.py index c4b4cdf9d..83de616b4 100644 --- a/mlxtend/regressor/tests/test_stacking_cv_regression.py +++ b/mlxtend/regressor/tests/test_stacking_cv_regression.py @@ -1,6 +1,6 @@ # Out-of-fold stacking regressor tests # -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # # mlxtend Machine Learning Library Extensions # Author: Eike Dehling diff --git a/mlxtend/regressor/tests/test_stacking_regression.py b/mlxtend/regressor/tests/test_stacking_regression.py index 1cf06b18b..35fed2f07 100644 --- a/mlxtend/regressor/tests/test_stacking_regression.py +++ b/mlxtend/regressor/tests/test_stacking_regression.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/text/__init__.py b/mlxtend/text/__init__.py index c10bb953c..9213a9f30 100644 --- a/mlxtend/text/__init__.py +++ b/mlxtend/text/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/text/names.py b/mlxtend/text/names.py index 7888119c5..da03df35c 100644 --- a/mlxtend/text/names.py +++ b/mlxtend/text/names.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Function for processing names. diff --git a/mlxtend/text/tokenizer.py b/mlxtend/text/tokenizer.py index 553d2f333..685428f0e 100644 --- a/mlxtend/text/tokenizer.py +++ b/mlxtend/text/tokenizer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # Functions for tokenizing text data. diff --git a/mlxtend/utils/__init__.py b/mlxtend/utils/__init__.py index e127e140d..a07992c7d 100644 --- a/mlxtend/utils/__init__.py +++ b/mlxtend/utils/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/utils/checking.py b/mlxtend/utils/checking.py index 1ed5475c1..9907e0086 100644 --- a/mlxtend/utils/checking.py +++ b/mlxtend/utils/checking.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A counter class for printing the progress of an iterator. diff --git a/mlxtend/utils/counter.py b/mlxtend/utils/counter.py index 0d47d31c7..79831ccd4 100644 --- a/mlxtend/utils/counter.py +++ b/mlxtend/utils/counter.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A counter class for printing the progress of an iterator. diff --git a/mlxtend/utils/testing.py b/mlxtend/utils/testing.py index 0cd801391..367191eb4 100644 --- a/mlxtend/utils/testing.py +++ b/mlxtend/utils/testing.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # # A counter class for printing the progress of an iterator. diff --git a/mlxtend/utils/tests/test_checking_inputs.py b/mlxtend/utils/tests/test_checking_inputs.py index 0de6fb934..e6fa36c48 100644 --- a/mlxtend/utils/tests/test_checking_inputs.py +++ b/mlxtend/utils/tests/test_checking_inputs.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/utils/tests/test_counter.py b/mlxtend/utils/tests/test_counter.py index ac32a1137..379a16988 100644 --- a/mlxtend/utils/tests/test_counter.py +++ b/mlxtend/utils/tests/test_counter.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/utils/tests/test_testing.py b/mlxtend/utils/tests/test_testing.py index 02ea2e7cd..15251d73d 100644 --- a/mlxtend/utils/tests/test_testing.py +++ b/mlxtend/utils/tests/test_testing.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2023 +# Sebastian Raschka 2014-2024 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka #