From beb601125c8104e9452c85030491fd2e3d849b6f Mon Sep 17 00:00:00 2001 From: rasbt Date: Fri, 1 Jan 2021 11:02:57 -0600 Subject: [PATCH] 2020 -> 2021 update --- LICENSE-BSD3.txt | 2 +- docs/ipynb2markdown.py | 2 +- docs/make_api.py | 2 +- docs/make_userguide.py | 2 +- docs/md2pdf.py | 2 +- docs/mkdocs.yml | 2 +- docs/sources/license.md | 2 +- mlxtend/__init__.py | 2 +- 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 +- mlxtend/classifier/stacking_cv_classification.py | 2 +- mlxtend/classifier/tests/test_adaline.py | 2 +- mlxtend/classifier/tests/test_ensemble_vote_classifier.py | 2 +- mlxtend/classifier/tests/test_logistic_regression.py | 2 +- mlxtend/classifier/tests/test_multilayerperceptron.py | 2 +- mlxtend/classifier/tests/test_oner.py | 2 +- mlxtend/classifier/tests/test_perceptron.py | 2 +- mlxtend/classifier/tests/test_softmax_regression.py | 2 +- mlxtend/classifier/tests/test_stacking_classifier.py | 2 +- mlxtend/classifier/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 +- mlxtend/evaluate/tests/test_bias_variance_decomp.py | 2 +- mlxtend/evaluate/tests/test_bootstrap.py | 2 +- mlxtend/evaluate/tests/test_bootstrap_outofbag.py | 2 +- mlxtend/evaluate/tests/test_bootstrap_point632.py | 2 +- mlxtend/evaluate/tests/test_cochran_q.py | 2 +- mlxtend/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 +- mlxtend/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 +- mlxtend/evaluate/tests/test_paired_ttest_5x2cv.py | 2 +- mlxtend/evaluate/tests/test_paired_ttest_kfold.py | 2 +- mlxtend/evaluate/tests/test_paired_ttest_resampled.py | 2 +- mlxtend/evaluate/tests/test_permutation.py | 2 +- mlxtend/evaluate/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 +- mlxtend/feature_extraction/linear_discriminant_analysis.py | 2 +- mlxtend/feature_extraction/principal_component_analysis.py | 2 +- mlxtend/feature_extraction/rbf_kernel_pca.py | 2 +- mlxtend/feature_extraction/tests/test_base.py | 2 +- mlxtend/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 +- mlxtend/feature_selection/exhaustive_feature_selector.py | 2 +- mlxtend/feature_selection/sequential_feature_selector.py | 2 +- mlxtend/feature_selection/tests/test_column_selector.py | 2 +- .../feature_selection/tests/test_exhaustive_feature_selector.py | 2 +- .../feature_selection/tests/test_sequential_feature_selector.py | 2 +- .../tests/test_sequential_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/image/__init__.py | 2 +- mlxtend/image/extract_face_landmarks.py | 2 +- mlxtend/image/eyepad_align.py | 2 +- mlxtend/image/tests/test_extract_face_landmarks.py | 2 +- mlxtend/image/tests/test_eyepad_align.py | 2 +- mlxtend/image/utils.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 +- mlxtend/plotting/plot_sequential_feature_selection.py | 2 +- mlxtend/plotting/remove_chartjunk.py | 2 +- mlxtend/plotting/scatter.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 +- mlxtend/preprocessing/tests/test__scaling__minmax_scaling.py | 2 +- mlxtend/preprocessing/tests/test__scaling__standardizing.py | 2 +- mlxtend/preprocessing/tests/test_copy_transformer.py | 2 +- mlxtend/preprocessing/tests/test_dense_transformer.py | 2 +- mlxtend/preprocessing/tests/test_mean_centering.py | 2 +- mlxtend/preprocessing/tests/test_onehot.py | 2 +- .../preprocessing/tests/test_shuffle_shuffle_arrays_unison.py | 2 +- mlxtend/preprocessing/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 +- mlxtend/regressor/tests/test_linear_regression.py | 2 +- mlxtend/regressor/tests/test_stacking_cv_regression.py | 2 +- mlxtend/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 +- 183 files changed, 183 insertions(+), 183 deletions(-) diff --git a/LICENSE-BSD3.txt b/LICENSE-BSD3.txt index a7cff8767..71197b0e2 100644 --- a/LICENSE-BSD3.txt +++ b/LICENSE-BSD3.txt @@ -1,6 +1,6 @@ New BSD License -Copyright (c) 2014-2016, Sebastian Raschka. All rights reserved. +Copyright (c) 2014-2021, Sebastian Raschka. All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: diff --git a/docs/ipynb2markdown.py b/docs/ipynb2markdown.py index 3cdbb5066..3b8fc7ac8 100644 --- a/docs/ipynb2markdown.py +++ b/docs/ipynb2markdown.py @@ -1,6 +1,6 @@ # IPython Notebook to Markdown conversion script # -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/docs/make_api.py b/docs/make_api.py index 7aebb5792..faddff3b6 100644 --- a/docs/make_api.py +++ b/docs/make_api.py @@ -1,6 +1,6 @@ # API generator script # -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/docs/make_userguide.py b/docs/make_userguide.py index 1c2fa4607..3331e1d92 100644 --- a/docs/make_userguide.py +++ b/docs/make_userguide.py @@ -1,6 +1,6 @@ # API generator script # -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/docs/md2pdf.py b/docs/md2pdf.py index 5f4a94771..ab3a0cc15 100644 --- a/docs/md2pdf.py +++ b/docs/md2pdf.py @@ -1,6 +1,6 @@ # API generator script # -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml index 9b80f0b28..5cdd1b951 100755 --- a/docs/mkdocs.yml +++ b/docs/mkdocs.yml @@ -30,7 +30,7 @@ extra_css: - cinder/css/font-awesome-4.0.3.css - cinder/css/highlight.css -copyright: Copyright © 2014-2020 Sebastian Raschka +copyright: Copyright © 2014-2021 Sebastian Raschka google_analytics: ['UA-38457794-2', 'rasbt.github.io/mlxtend/'] nav: diff --git a/docs/sources/license.md b/docs/sources/license.md index 1d6c8325d..c564ca865 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) 2014-2020, Sebastian Raschka. All rights reserved. +Copyright (c) 2014-2021, 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 ebd343788..7380efb70 100644 --- a/mlxtend/__init__.py +++ b/mlxtend/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/_base/__init__.py b/mlxtend/_base/__init__.py index 14db8126b..b73357015 100644 --- a/mlxtend/_base/__init__.py +++ b/mlxtend/_base/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/_base/_base_model.py b/mlxtend/_base/_base_model.py index 263540c68..460efdb6b 100644 --- a/mlxtend/_base/_base_model.py +++ b/mlxtend/_base/_base_model.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Base Clusteer (Clutering Parent Class) diff --git a/mlxtend/_base/_classifier.py b/mlxtend/_base/_classifier.py index 899595315..4f6ff1077 100644 --- a/mlxtend/_base/_classifier.py +++ b/mlxtend/_base/_classifier.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Base Clusteer (Clutering Parent Class) diff --git a/mlxtend/_base/_cluster.py b/mlxtend/_base/_cluster.py index 5b29f75f3..3674ad198 100644 --- a/mlxtend/_base/_cluster.py +++ b/mlxtend/_base/_cluster.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Base Clusteer (Clutering Parent Class) diff --git a/mlxtend/_base/_iterative_model.py b/mlxtend/_base/_iterative_model.py index 829999f19..9424cc23d 100644 --- a/mlxtend/_base/_iterative_model.py +++ b/mlxtend/_base/_iterative_model.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Base Clusteer (Clutering Parent Class) diff --git a/mlxtend/_base/_multiclass.py b/mlxtend/_base/_multiclass.py index af98f1bef..60fff679b 100644 --- a/mlxtend/_base/_multiclass.py +++ b/mlxtend/_base/_multiclass.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Base Clusteer (Clutering Parent Class) diff --git a/mlxtend/_base/_multilayer.py b/mlxtend/_base/_multilayer.py index 2908ed135..e20563522 100644 --- a/mlxtend/_base/_multilayer.py +++ b/mlxtend/_base/_multilayer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Base Clusteer (Clutering Parent Class) diff --git a/mlxtend/_base/_regressor.py b/mlxtend/_base/_regressor.py index 6967598ef..28edf6ef6 100644 --- a/mlxtend/_base/_regressor.py +++ b/mlxtend/_base/_regressor.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Base Clusteer (Clutering Parent Class) diff --git a/mlxtend/_base/tests/test_base_model.py b/mlxtend/_base/tests/test_base_model.py index cf54237b1..4a7904ce1 100644 --- a/mlxtend/_base/tests/test_base_model.py +++ b/mlxtend/_base/tests/test_base_model.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 2c32bd300..2732eeef5 100644 --- a/mlxtend/_base/tests/test_classifier.py +++ b/mlxtend/_base/tests/test_classifier.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 5c5c9977b..2678d4a1c 100644 --- a/mlxtend/_base/tests/test_cluster.py +++ b/mlxtend/_base/tests/test_cluster.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 fd6703ce9..5452775b0 100644 --- a/mlxtend/_base/tests/test_iterative_model.py +++ b/mlxtend/_base/tests/test_iterative_model.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 cb2bf853d..cc63dd52c 100644 --- a/mlxtend/_base/tests/test_multiclass.py +++ b/mlxtend/_base/tests/test_multiclass.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 01c5d8563..8cb9c2fd8 100644 --- a/mlxtend/_base/tests/test_multilayer.py +++ b/mlxtend/_base/tests/test_multilayer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 d6555531a..a83af3ce2 100644 --- a/mlxtend/_base/tests/test_regressor.py +++ b/mlxtend/_base/tests/test_regressor.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/classifier/__init__.py b/mlxtend/classifier/__init__.py index 5b853cfa4..a00315433 100644 --- a/mlxtend/classifier/__init__.py +++ b/mlxtend/classifier/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/classifier/adaline.py b/mlxtend/classifier/adaline.py index 211fff7b1..a1d8110d7 100644 --- a/mlxtend/classifier/adaline.py +++ b/mlxtend/classifier/adaline.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 c9494842a..81bebfa20 100644 --- a/mlxtend/classifier/ensemble_vote.py +++ b/mlxtend/classifier/ensemble_vote.py @@ -1,6 +1,6 @@ # Soft Voting/Majority Rule classifier -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 79d92111d..da74d9cc9 100644 --- a/mlxtend/classifier/logistic_regression.py +++ b/mlxtend/classifier/logistic_regression.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 f3d4b0132..fe28e4ef3 100644 --- a/mlxtend/classifier/multilayerperceptron.py +++ b/mlxtend/classifier/multilayerperceptron.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 4eb01d9a5..6ef707d04 100644 --- a/mlxtend/classifier/oner.py +++ b/mlxtend/classifier/oner.py @@ -1,6 +1,6 @@ # OneR classifier -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # The classic OneR (One Rule) classifier diff --git a/mlxtend/classifier/perceptron.py b/mlxtend/classifier/perceptron.py index 22d592b33..93b8939d0 100644 --- a/mlxtend/classifier/perceptron.py +++ b/mlxtend/classifier/perceptron.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 dcec7d786..3e8854503 100644 --- a/mlxtend/classifier/softmax_regression.py +++ b/mlxtend/classifier/softmax_regression.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 67e011518..1bacf97e2 100644 --- a/mlxtend/classifier/stacking_classification.py +++ b/mlxtend/classifier/stacking_classification.py @@ -1,6 +1,6 @@ # Stacking classifier -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 3b4a819f4..f4cfaca2d 100644 --- a/mlxtend/classifier/stacking_cv_classification.py +++ b/mlxtend/classifier/stacking_cv_classification.py @@ -1,6 +1,6 @@ # Stacking CV classifier -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 65477115a..04f2eaa18 100644 --- a/mlxtend/classifier/tests/test_adaline.py +++ b/mlxtend/classifier/tests/test_adaline.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 9a53313d2..1a257cfd4 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 0624c8ab4..65071b7d1 100644 --- a/mlxtend/classifier/tests/test_logistic_regression.py +++ b/mlxtend/classifier/tests/test_logistic_regression.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 021bb113b..f9e675838 100644 --- a/mlxtend/classifier/tests/test_multilayerperceptron.py +++ b/mlxtend/classifier/tests/test_multilayerperceptron.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 069cb7b1b..eaae5c35d 100644 --- a/mlxtend/classifier/tests/test_oner.py +++ b/mlxtend/classifier/tests/test_oner.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 9a31303de..0348c7c77 100644 --- a/mlxtend/classifier/tests/test_perceptron.py +++ b/mlxtend/classifier/tests/test_perceptron.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 05ce2a563..7d21e2126 100644 --- a/mlxtend/classifier/tests/test_softmax_regression.py +++ b/mlxtend/classifier/tests/test_softmax_regression.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 436714d49..c25a35993 100644 --- a/mlxtend/classifier/tests/test_stacking_classifier.py +++ b/mlxtend/classifier/tests/test_stacking_classifier.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 2d4d09729..ab357ecb5 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 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Authors: Sebastian Raschka # Reiichiro Nakano diff --git a/mlxtend/cluster/__init__.py b/mlxtend/cluster/__init__.py index 8feb597ea..ee73e3aef 100644 --- a/mlxtend/cluster/__init__.py +++ b/mlxtend/cluster/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/cluster/kmeans.py b/mlxtend/cluster/kmeans.py index 02b131984..a3d034adc 100644 --- a/mlxtend/cluster/kmeans.py +++ b/mlxtend/cluster/kmeans.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 30e26f1e3..1c5e44a4b 100644 --- a/mlxtend/cluster/tests/test_kmeans.py +++ b/mlxtend/cluster/tests/test_kmeans.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/data/__init__.py b/mlxtend/data/__init__.py index 459b88c35..8bb3a5f5b 100644 --- a/mlxtend/data/__init__.py +++ b/mlxtend/data/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/data/autompg.py b/mlxtend/data/autompg.py index 866611d46..37ce76e4d 100644 --- a/mlxtend/data/autompg.py +++ b/mlxtend/data/autompg.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 3ba556054..52eff87d8 100644 --- a/mlxtend/data/boston_housing.py +++ b/mlxtend/data/boston_housing.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 10172608c..d1f441162 100644 --- a/mlxtend/data/iris.py +++ b/mlxtend/data/iris.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 da688adba..7d6832689 100644 --- a/mlxtend/data/local_mnist.py +++ b/mlxtend/data/local_mnist.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 7b4f9acbd..25f9a36c7 100644 --- a/mlxtend/data/mnist.py +++ b/mlxtend/data/mnist.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 55616ea40..e9e364e4a 100644 --- a/mlxtend/data/multiplexer.py +++ b/mlxtend/data/multiplexer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 d450b899d..118fc3967 100644 --- a/mlxtend/data/tests/test_datasets.py +++ b/mlxtend/data/tests/test_datasets.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 e09162a28..9d7fe881b 100644 --- a/mlxtend/data/tests/test_multiplexer.py +++ b/mlxtend/data/tests/test_multiplexer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/data/three_blobs.py b/mlxtend/data/three_blobs.py index c119594c5..1b34cf7a4 100644 --- a/mlxtend/data/three_blobs.py +++ b/mlxtend/data/three_blobs.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 25c345256..c304a2ed0 100644 --- a/mlxtend/data/wine.py +++ b/mlxtend/data/wine.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 18ea36e6b..9c4625728 100644 --- a/mlxtend/evaluate/__init__.py +++ b/mlxtend/evaluate/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/accuracy.py b/mlxtend/evaluate/accuracy.py index 898ec417c..0b7324dae 100644 --- a/mlxtend/evaluate/accuracy.py +++ b/mlxtend/evaluate/accuracy.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 323515123..39a646273 100644 --- a/mlxtend/evaluate/bias_variance_decomp.py +++ b/mlxtend/evaluate/bias_variance_decomp.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Nonparametric Permutation Test diff --git a/mlxtend/evaluate/bootstrap.py b/mlxtend/evaluate/bootstrap.py index da6dda5d7..7375fb0c4 100644 --- a/mlxtend/evaluate/bootstrap.py +++ b/mlxtend/evaluate/bootstrap.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Bootstrap functions diff --git a/mlxtend/evaluate/bootstrap_outofbag.py b/mlxtend/evaluate/bootstrap_outofbag.py index 0b7d70c70..362f9d843 100644 --- a/mlxtend/evaluate/bootstrap_outofbag.py +++ b/mlxtend/evaluate/bootstrap_outofbag.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Bootstrap functions diff --git a/mlxtend/evaluate/bootstrap_point632.py b/mlxtend/evaluate/bootstrap_point632.py index 83bc854d0..75ef4bb06 100644 --- a/mlxtend/evaluate/bootstrap_point632.py +++ b/mlxtend/evaluate/bootstrap_point632.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Bootstrap functions diff --git a/mlxtend/evaluate/cochrans_q.py b/mlxtend/evaluate/cochrans_q.py index 20e61971a..b2444541d 100644 --- a/mlxtend/evaluate/cochrans_q.py +++ b/mlxtend/evaluate/cochrans_q.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/evaluate/confusion_matrix.py b/mlxtend/evaluate/confusion_matrix.py index d9d48dea9..864b74552 100644 --- a/mlxtend/evaluate/confusion_matrix.py +++ b/mlxtend/evaluate/confusion_matrix.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 a5ac11820..9afdf75ea 100644 --- a/mlxtend/evaluate/counterfactual.py +++ b/mlxtend/evaluate/counterfactual.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/evaluate/f_test.py b/mlxtend/evaluate/f_test.py index 867539fe1..98364e417 100644 --- a/mlxtend/evaluate/f_test.py +++ b/mlxtend/evaluate/f_test.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/evaluate/feature_importance.py b/mlxtend/evaluate/feature_importance.py index f81b98d9f..30151c917 100644 --- a/mlxtend/evaluate/feature_importance.py +++ b/mlxtend/evaluate/feature_importance.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Feature Importance Estimation Through Permutation diff --git a/mlxtend/evaluate/holdout.py b/mlxtend/evaluate/holdout.py index f9e640859..8a855c024 100644 --- a/mlxtend/evaluate/holdout.py +++ b/mlxtend/evaluate/holdout.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/evaluate/mcnemar.py b/mlxtend/evaluate/mcnemar.py index b84bc4968..a5f157a9f 100644 --- a/mlxtend/evaluate/mcnemar.py +++ b/mlxtend/evaluate/mcnemar.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/evaluate/permutation.py b/mlxtend/evaluate/permutation.py index 440659574..164b414e2 100644 --- a/mlxtend/evaluate/permutation.py +++ b/mlxtend/evaluate/permutation.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Nonparametric Permutation Test diff --git a/mlxtend/evaluate/proportion_difference.py b/mlxtend/evaluate/proportion_difference.py index f29777da7..821b62af1 100644 --- a/mlxtend/evaluate/proportion_difference.py +++ b/mlxtend/evaluate/proportion_difference.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/evaluate/scoring.py b/mlxtend/evaluate/scoring.py index aec32a58a..687dc3f4f 100644 --- a/mlxtend/evaluate/scoring.py +++ b/mlxtend/evaluate/scoring.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 876d73aea..a01fd67fc 100644 --- a/mlxtend/evaluate/tests/test_accuracy.py +++ b/mlxtend/evaluate/tests/test_accuracy.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 e6f5d6d50..263f80de2 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 b6e37cf76..9c7b0952a 100644 --- a/mlxtend/evaluate/tests/test_bootstrap.py +++ b/mlxtend/evaluate/tests/test_bootstrap.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 574692ff6..55b93c0e9 100644 --- a/mlxtend/evaluate/tests/test_bootstrap_outofbag.py +++ b/mlxtend/evaluate/tests/test_bootstrap_outofbag.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 71945b420..990a5d723 100644 --- a/mlxtend/evaluate/tests/test_bootstrap_point632.py +++ b/mlxtend/evaluate/tests/test_bootstrap_point632.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 86f99d5ef..adcd209a6 100644 --- a/mlxtend/evaluate/tests/test_cochran_q.py +++ b/mlxtend/evaluate/tests/test_cochran_q.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 a75114539..49c18a8cf 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 8e5a8e005..871d14f57 100644 --- a/mlxtend/evaluate/tests/test_confusion_matrix.py +++ b/mlxtend/evaluate/tests/test_confusion_matrix.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 c5faf97df..f1b2a659c 100644 --- a/mlxtend/evaluate/tests/test_counterfactual.py +++ b/mlxtend/evaluate/tests/test_counterfactual.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 db3033eea..5ad6f9590 100644 --- a/mlxtend/evaluate/tests/test_f_test.py +++ b/mlxtend/evaluate/tests/test_f_test.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 74998c1b3..a73a304ec 100644 --- a/mlxtend/evaluate/tests/test_feature_importance.py +++ b/mlxtend/evaluate/tests/test_feature_importance.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 018a8701f..b820a277a 100644 --- a/mlxtend/evaluate/tests/test_holdout.py +++ b/mlxtend/evaluate/tests/test_holdout.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 09f13d605..7fa870a6f 100644 --- a/mlxtend/evaluate/tests/test_mcnemar_table.py +++ b/mlxtend/evaluate/tests/test_mcnemar_table.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 6d79972e1..1c7c29020 100644 --- a/mlxtend/evaluate/tests/test_mcnemar_tables.py +++ b/mlxtend/evaluate/tests/test_mcnemar_tables.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 56f533466..b0da22337 100644 --- a/mlxtend/evaluate/tests/test_mcnemar_test.py +++ b/mlxtend/evaluate/tests/test_mcnemar_test.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 fa02a638b..b09e4752f 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 e1658b1d5..daf8eac16 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 df674050a..9042818a3 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 4614cdec5..70099202c 100644 --- a/mlxtend/evaluate/tests/test_permutation.py +++ b/mlxtend/evaluate/tests/test_permutation.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 349d00fa3..eae53c1c4 100644 --- a/mlxtend/evaluate/tests/test_proportion_difference.py +++ b/mlxtend/evaluate/tests/test_proportion_difference.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 46af8c34a..4a9ca6d00 100644 --- a/mlxtend/evaluate/tests/test_scoring.py +++ b/mlxtend/evaluate/tests/test_scoring.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/evaluate/ttest.py b/mlxtend/evaluate/ttest.py index 23c9f3fb7..9d893f088 100644 --- a/mlxtend/evaluate/ttest.py +++ b/mlxtend/evaluate/ttest.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Author: Sebastian Raschka diff --git a/mlxtend/externals/__init__.py b/mlxtend/externals/__init__.py index e94bdb045..aaa6088eb 100644 --- a/mlxtend/externals/__init__.py +++ b/mlxtend/externals/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_extraction/__init__.py b/mlxtend/feature_extraction/__init__.py index 8f57bdc86..2a675a01c 100644 --- a/mlxtend/feature_extraction/__init__.py +++ b/mlxtend/feature_extraction/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_extraction/base.py b/mlxtend/feature_extraction/base.py index e3b6f988d..a70e72bec 100644 --- a/mlxtend/feature_extraction/base.py +++ b/mlxtend/feature_extraction/base.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 213f5d91f..18ceaea7b 100644 --- a/mlxtend/feature_extraction/linear_discriminant_analysis.py +++ b/mlxtend/feature_extraction/linear_discriminant_analysis.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 7b90122c1..36a0df92a 100644 --- a/mlxtend/feature_extraction/principal_component_analysis.py +++ b/mlxtend/feature_extraction/principal_component_analysis.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 ef931ef57..a4cb6a991 100644 --- a/mlxtend/feature_extraction/rbf_kernel_pca.py +++ b/mlxtend/feature_extraction/rbf_kernel_pca.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 2c914f4e5..478729761 100644 --- a/mlxtend/feature_extraction/tests/test_base.py +++ b/mlxtend/feature_extraction/tests/test_base.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 3a2d2b233..b6132d8aa 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 482bb38ad..a2d49fe0f 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 2f466e68f..2b07294d1 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 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/feature_selection/__init__.py b/mlxtend/feature_selection/__init__.py index 54570d390..f2d18fd14 100644 --- a/mlxtend/feature_selection/__init__.py +++ b/mlxtend/feature_selection/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 3ab615885..a1fefd647 100644 --- a/mlxtend/feature_selection/column_selector.py +++ b/mlxtend/feature_selection/column_selector.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 4e5de529b..fa3611252 100644 --- a/mlxtend/feature_selection/exhaustive_feature_selector.py +++ b/mlxtend/feature_selection/exhaustive_feature_selector.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 41de9ce86..6f781f345 100644 --- a/mlxtend/feature_selection/sequential_feature_selector.py +++ b/mlxtend/feature_selection/sequential_feature_selector.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 04f48f22c..97627b864 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 8927f264a..8a545ebd4 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 9fbae30d8..55d84506e 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 bf21f9c81..1f7d646e8 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 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/file_io/__init__.py b/mlxtend/file_io/__init__.py index 62f1815cd..caae012a1 100644 --- a/mlxtend/file_io/__init__.py +++ b/mlxtend/file_io/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 4d4668da5..81c878a25 100644 --- a/mlxtend/file_io/find_filegroups.py +++ b/mlxtend/file_io/find_filegroups.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 b448db804..0143ce148 100644 --- a/mlxtend/file_io/find_files.py +++ b/mlxtend/file_io/find_files.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 e7da7de39..721ddfda8 100644 --- a/mlxtend/frequent_patterns/__init__.py +++ b/mlxtend/frequent_patterns/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/frequent_patterns/apriori.py b/mlxtend/frequent_patterns/apriori.py index 57238a225..d19ccaa33 100644 --- a/mlxtend/frequent_patterns/apriori.py +++ b/mlxtend/frequent_patterns/apriori.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 e4bb532e2..40bc25a4c 100644 --- a/mlxtend/frequent_patterns/association_rules.py +++ b/mlxtend/frequent_patterns/association_rules.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 ad26cfd47..d287554f2 100644 --- a/mlxtend/frequent_patterns/tests/test_apriori.py +++ b/mlxtend/frequent_patterns/tests/test_apriori.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 f834291f0..126e54e0e 100644 --- a/mlxtend/frequent_patterns/tests/test_fpbase.py +++ b/mlxtend/frequent_patterns/tests/test_fpbase.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/image/__init__.py b/mlxtend/image/__init__.py index 75e0c7767..89aae5549 100644 --- a/mlxtend/image/__init__.py +++ b/mlxtend/image/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/image/extract_face_landmarks.py b/mlxtend/image/extract_face_landmarks.py index 9528ef671..91b7d8216 100644 --- a/mlxtend/image/extract_face_landmarks.py +++ b/mlxtend/image/extract_face_landmarks.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # contributor: Vahid Mirjalili # mlxtend Machine Learning Library Extensions # diff --git a/mlxtend/image/eyepad_align.py b/mlxtend/image/eyepad_align.py index da46b4daa..07597ccc6 100644 --- a/mlxtend/image/eyepad_align.py +++ b/mlxtend/image/eyepad_align.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # contributor: Vahid Mirjalili # mlxtend Machine Learning Library Extensions # diff --git a/mlxtend/image/tests/test_extract_face_landmarks.py b/mlxtend/image/tests/test_extract_face_landmarks.py index 34e58ba8a..8763ad144 100644 --- a/mlxtend/image/tests/test_extract_face_landmarks.py +++ b/mlxtend/image/tests/test_extract_face_landmarks.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/image/tests/test_eyepad_align.py b/mlxtend/image/tests/test_eyepad_align.py index da412f72a..7436ddebc 100644 --- a/mlxtend/image/tests/test_eyepad_align.py +++ b/mlxtend/image/tests/test_eyepad_align.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/image/utils.py b/mlxtend/image/utils.py index 085113eea..bdf735976 100644 --- a/mlxtend/image/utils.py +++ b/mlxtend/image/utils.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # contributor: Vahid Mirjalili # mlxtend Machine Learning Library Extensions # diff --git a/mlxtend/math/__init__.py b/mlxtend/math/__init__.py index 9b2e70fe0..5382ddcda 100644 --- a/mlxtend/math/__init__.py +++ b/mlxtend/math/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/math/counting.py b/mlxtend/math/counting.py index bfba84e34..a4ee4ad74 100644 --- a/mlxtend/math/counting.py +++ b/mlxtend/math/counting.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Functions for different counting operations. diff --git a/mlxtend/math/linalg.py b/mlxtend/math/linalg.py index d0715583b..e86b88acb 100644 --- a/mlxtend/math/linalg.py +++ b/mlxtend/math/linalg.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 eef6b34f5..ba02f17d3 100644 --- a/mlxtend/math/tests/test_counting.py +++ b/mlxtend/math/tests/test_counting.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 4838ab14d..b610464a2 100644 --- a/mlxtend/math/tests/test_linalg.py +++ b/mlxtend/math/tests/test_linalg.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/plotting/__init__.py b/mlxtend/plotting/__init__.py index 200f2b9b5..9f5b22876 100644 --- a/mlxtend/plotting/__init__.py +++ b/mlxtend/plotting/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/plotting/checkerboard.py b/mlxtend/plotting/checkerboard.py index da1e67cad..53daccd07 100644 --- a/mlxtend/plotting/checkerboard.py +++ b/mlxtend/plotting/checkerboard.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 6bfdefb6c..8696c6da9 100644 --- a/mlxtend/plotting/decision_regions.py +++ b/mlxtend/plotting/decision_regions.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 2fcd77b48..0224cd0e9 100644 --- a/mlxtend/plotting/ecdf.py +++ b/mlxtend/plotting/ecdf.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 41241a801..8076ca90f 100644 --- a/mlxtend/plotting/enrichment_plot.py +++ b/mlxtend/plotting/enrichment_plot.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # A function for plotting enrichment plots. diff --git a/mlxtend/plotting/heatmap.py b/mlxtend/plotting/heatmap.py index 591f53b45..f2ef0ba1e 100644 --- a/mlxtend/plotting/heatmap.py +++ b/mlxtend/plotting/heatmap.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 0a31dbb11..e3d86db1c 100644 --- a/mlxtend/plotting/learning_curves.py +++ b/mlxtend/plotting/learning_curves.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 14a63456d..33ba71748 100644 --- a/mlxtend/plotting/plot_confusion_matrix.py +++ b/mlxtend/plotting/plot_confusion_matrix.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 73fd3d6fc..af1ab608d 100644 --- a/mlxtend/plotting/plot_linear_regression.py +++ b/mlxtend/plotting/plot_linear_regression.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 5978e4f2c..e94963fce 100644 --- a/mlxtend/plotting/plot_sequential_feature_selection.py +++ b/mlxtend/plotting/plot_sequential_feature_selection.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 8763dad45..e044d4c47 100644 --- a/mlxtend/plotting/remove_chartjunk.py +++ b/mlxtend/plotting/remove_chartjunk.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 c5dfe5bca..7cb5ec94b 100644 --- a/mlxtend/plotting/scatter.py +++ b/mlxtend/plotting/scatter.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Matplotlib wrapper for creating scatterplots from data w. mult. categories. diff --git a/mlxtend/plotting/scatterplotmatrix.py b/mlxtend/plotting/scatterplotmatrix.py index 1efe55567..f9852ff1d 100644 --- a/mlxtend/plotting/scatterplotmatrix.py +++ b/mlxtend/plotting/scatterplotmatrix.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 6cf1ac426..3b5adaa9a 100644 --- a/mlxtend/plotting/stacked_barplot.py +++ b/mlxtend/plotting/stacked_barplot.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 e75335f13..2d1800389 100644 --- a/mlxtend/plotting/tests/test_checkerboard.py +++ b/mlxtend/plotting/tests/test_checkerboard.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 35d419b42..d5e92298b 100644 --- a/mlxtend/plotting/tests/test_decision_regions.py +++ b/mlxtend/plotting/tests/test_decision_regions.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 991497f84..4a0af64fd 100644 --- a/mlxtend/plotting/tests/test_ecdf.py +++ b/mlxtend/plotting/tests/test_ecdf.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 36293be4d..80cd0330d 100644 --- a/mlxtend/plotting/tests/test_heatmap.py +++ b/mlxtend/plotting/tests/test_heatmap.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 21cab81c9..90c66070f 100644 --- a/mlxtend/plotting/tests/test_learning_curves.py +++ b/mlxtend/plotting/tests/test_learning_curves.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/__init__.py b/mlxtend/preprocessing/__init__.py index bb939e067..01bb02d07 100644 --- a/mlxtend/preprocessing/__init__.py +++ b/mlxtend/preprocessing/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/copy_transformer.py b/mlxtend/preprocessing/copy_transformer.py index 49f8031a7..3e2be1370 100644 --- a/mlxtend/preprocessing/copy_transformer.py +++ b/mlxtend/preprocessing/copy_transformer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 c1e98f1d8..ad3fdabd8 100644 --- a/mlxtend/preprocessing/dense_transformer.py +++ b/mlxtend/preprocessing/dense_transformer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 ef4fb479d..ab24b97b5 100644 --- a/mlxtend/preprocessing/mean_centering.py +++ b/mlxtend/preprocessing/mean_centering.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 18e560202..c784f64b5 100644 --- a/mlxtend/preprocessing/onehot.py +++ b/mlxtend/preprocessing/onehot.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/scaling.py b/mlxtend/preprocessing/scaling.py index 38db70cbd..a4ffd6fcc 100644 --- a/mlxtend/preprocessing/scaling.py +++ b/mlxtend/preprocessing/scaling.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 d3e53275f..42f60df5d 100644 --- a/mlxtend/preprocessing/shuffle.py +++ b/mlxtend/preprocessing/shuffle.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 0162a0110..23f792fdd 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 d82b629e3..711c3f78b 100644 --- a/mlxtend/preprocessing/tests/test__scaling__standardizing.py +++ b/mlxtend/preprocessing/tests/test__scaling__standardizing.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 beb3cb1e6..540d885bf 100644 --- a/mlxtend/preprocessing/tests/test_copy_transformer.py +++ b/mlxtend/preprocessing/tests/test_copy_transformer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 7e790fc51..228916ca7 100644 --- a/mlxtend/preprocessing/tests/test_dense_transformer.py +++ b/mlxtend/preprocessing/tests/test_dense_transformer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 2831c2953..4b64c68bd 100644 --- a/mlxtend/preprocessing/tests/test_mean_centering.py +++ b/mlxtend/preprocessing/tests/test_mean_centering.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 5d8dd579f..f31790cc8 100644 --- a/mlxtend/preprocessing/tests/test_onehot.py +++ b/mlxtend/preprocessing/tests/test_onehot.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 519fd200e..2ac0a939c 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 2014-2020 +# Sebastian Raschka 2014-2021 # 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 981a52f60..b7b465c68 100644 --- a/mlxtend/preprocessing/tests/test_transactionencoder.py +++ b/mlxtend/preprocessing/tests/test_transactionencoder.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/preprocessing/transactionencoder.py b/mlxtend/preprocessing/transactionencoder.py index 6abd192b2..53aee13c4 100644 --- a/mlxtend/preprocessing/transactionencoder.py +++ b/mlxtend/preprocessing/transactionencoder.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/regressor/__init__.py b/mlxtend/regressor/__init__.py index 0a139bfeb..d8fd99bac 100644 --- a/mlxtend/regressor/__init__.py +++ b/mlxtend/regressor/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/regressor/linear_regression.py b/mlxtend/regressor/linear_regression.py index 0a98f787f..88ba6051b 100644 --- a/mlxtend/regressor/linear_regression.py +++ b/mlxtend/regressor/linear_regression.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 bb3404f09..bd605c6cb 100644 --- a/mlxtend/regressor/stacking_cv_regression.py +++ b/mlxtend/regressor/stacking_cv_regression.py @@ -3,7 +3,7 @@ # For explanation of approach, see: # dnc1994.com/2016/05/rank-10-percent-in-first-kaggle-competition-en/#Stacking # -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 3d27454c1..11cc8fd51 100644 --- a/mlxtend/regressor/stacking_regression.py +++ b/mlxtend/regressor/stacking_regression.py @@ -1,6 +1,6 @@ # Stacking regressor -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 b67462b87..6d0377153 100644 --- a/mlxtend/regressor/tests/test_linear_regression.py +++ b/mlxtend/regressor/tests/test_linear_regression.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 6c2e1f073..a629cedce 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 2014-2020 +# Sebastian Raschka 2014-2021 # # 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 93060e9d5..5592b9113 100644 --- a/mlxtend/regressor/tests/test_stacking_regression.py +++ b/mlxtend/regressor/tests/test_stacking_regression.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/text/__init__.py b/mlxtend/text/__init__.py index c9f1f5a3f..d3a7369ba 100644 --- a/mlxtend/text/__init__.py +++ b/mlxtend/text/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/text/names.py b/mlxtend/text/names.py index 6b0f572ab..bb8daad1e 100644 --- a/mlxtend/text/names.py +++ b/mlxtend/text/names.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Function for processing names. diff --git a/mlxtend/text/tokenizer.py b/mlxtend/text/tokenizer.py index 307243d0d..5a9bff412 100644 --- a/mlxtend/text/tokenizer.py +++ b/mlxtend/text/tokenizer.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # # Functions for tokenizing text data. diff --git a/mlxtend/utils/__init__.py b/mlxtend/utils/__init__.py index 9a0c82d14..5e434b1e6 100644 --- a/mlxtend/utils/__init__.py +++ b/mlxtend/utils/__init__.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka # diff --git a/mlxtend/utils/checking.py b/mlxtend/utils/checking.py index 08948088a..682821534 100644 --- a/mlxtend/utils/checking.py +++ b/mlxtend/utils/checking.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 f411db1b4..109061139 100644 --- a/mlxtend/utils/counter.py +++ b/mlxtend/utils/counter.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 0e660a396..14883e72b 100644 --- a/mlxtend/utils/testing.py +++ b/mlxtend/utils/testing.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 d0fd737a5..bccc15e7e 100644 --- a/mlxtend/utils/tests/test_checking_inputs.py +++ b/mlxtend/utils/tests/test_checking_inputs.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 0cce3702e..a6de58b0f 100644 --- a/mlxtend/utils/tests/test_counter.py +++ b/mlxtend/utils/tests/test_counter.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # 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 84d699526..17f23e01f 100644 --- a/mlxtend/utils/tests/test_testing.py +++ b/mlxtend/utils/tests/test_testing.py @@ -1,4 +1,4 @@ -# Sebastian Raschka 2014-2020 +# Sebastian Raschka 2014-2021 # mlxtend Machine Learning Library Extensions # Author: Sebastian Raschka #