scikit-learn · jjerphan · Jun 17, 2024 · Jun 13, 2024 · Jun 17, 2024 · Jun 17, 2024
diff --git a/benchmarks/bench_covertype.py b/benchmarks/bench_covertype.py
@@ -41,8 +41,7 @@
 
 """
 
-# Author: Peter Prettenhofer <peter.prettenhofer@gmail.com>
-#         Arnaud Joly <arnaud.v.joly@gmail.com>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import argparse

diff --git a/benchmarks/bench_mnist.py b/benchmarks/bench_mnist.py
@@ -26,8 +26,7 @@
     dummy                         0.00s       0.01s       0.8973
 """
 
-# Author: Issam H. Laradji
-#         Arnaud Joly <arnaud.v.joly@gmail.com>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import argparse

diff --git a/benchmarks/bench_plot_nmf.py b/benchmarks/bench_plot_nmf.py
@@ -2,9 +2,7 @@
 Benchmarks of Non-Negative Matrix Factorization
 """
 
-# Authors: Tom Dupre la Tour (benchmark)
-#          Chih-Jen Linn (original projected gradient NMF implementation)
-#          Anthony Di Franco (projected gradient, Python and NumPy port)
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import numbers

diff --git a/benchmarks/bench_plot_parallel_pairwise.py b/benchmarks/bench_plot_parallel_pairwise.py
@@ -1,4 +1,4 @@
-# Author: Mathieu Blondel <mathieu@mblondel.org>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 import time
 

diff --git a/benchmarks/bench_plot_polynomial_kernel_approximation.py b/benchmarks/bench_plot_polynomial_kernel_approximation.py
@@ -39,7 +39,7 @@
 
 """
 
-# Author: Daniel Lopez-Sanchez <lope@usal.es>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # Load data manipulation functions

diff --git a/benchmarks/bench_rcv1_logreg_convergence.py b/benchmarks/bench_rcv1_logreg_convergence.py
@@ -1,6 +1,4 @@
-# Authors: Tom Dupre la Tour <tom.dupre-la-tour@m4x.org>
-#          Olivier Grisel <olivier.grisel@ensta.org>
-#
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import gc

diff --git a/benchmarks/bench_sgd_regression.py b/benchmarks/bench_sgd_regression.py
@@ -1,4 +1,4 @@
-# Author: Peter Prettenhofer <peter.prettenhofer@gmail.com>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import gc

diff --git a/examples/applications/plot_model_complexity_influence.py b/examples/applications/plot_model_complexity_influence.py
@@ -36,9 +36,7 @@
 
 """
 
-# Authors: Eustache Diemert <eustache@diemert.fr>
-#          Maria Telenczuk <https://github.com/maikia>
-#          Guillaume Lemaitre <g.lemaitre58@gmail.com>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import time

diff --git a/examples/applications/plot_out_of_core_classification.py b/examples/applications/plot_out_of_core_classification.py
@@ -14,8 +14,7 @@
 
 """
 
-# Authors: Eustache Diemert <eustache@diemert.fr>
-#          @FedericoV <https://github.com/FedericoV/>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import itertools

diff --git a/examples/applications/plot_outlier_detection_wine.py b/examples/applications/plot_outlier_detection_wine.py
@@ -23,7 +23,7 @@
 and can therefore model the complex shape of the data much better.
 """
 
-# Author: Virgile Fritsch <virgile.fritsch@inria.fr>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # %%

diff --git a/examples/applications/plot_prediction_latency.py b/examples/applications/plot_prediction_latency.py
@@ -13,7 +13,7 @@
 
 """
 
-# Authors: Eustache Diemert <eustache@diemert.fr>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import gc

diff --git a/examples/applications/plot_species_distribution_modeling.py b/examples/applications/plot_species_distribution_modeling.py
@@ -36,9 +36,7 @@
 
 """
 
-# Authors: Peter Prettenhofer <peter.prettenhofer@gmail.com>
-#          Jake Vanderplas <vanderplas@astro.washington.edu>
-#
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 from time import time

diff --git a/examples/applications/plot_stock_market.py b/examples/applications/plot_stock_market.py
@@ -10,7 +10,7 @@
 that are linked tend to fluctuate in relation to each other during a day.
 """
 
-# Author: Gael Varoquaux gael.varoquaux@normalesup.org
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # %%

diff --git a/examples/applications/plot_tomography_l1_reconstruction.py b/examples/applications/plot_tomography_l1_reconstruction.py
@@ -36,7 +36,7 @@ class :class:`~sklearn.linear_model.Lasso`, that uses the coordinate descent
 
 """
 
-# Author: Emmanuelle Gouillart <emmanuelle.gouillart@nsup.org>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import matplotlib.pyplot as plt

diff --git a/examples/applications/plot_topics_extraction_with_nmf_lda.py b/examples/applications/plot_topics_extraction_with_nmf_lda.py
@@ -21,9 +21,7 @@
 
 """
 
-# Author: Olivier Grisel <olivier.grisel@ensta.org>
-#         Lars Buitinck
-#         Chyi-Kwei Yau <chyikwei.yau@gmail.com>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 from time import time

diff --git a/examples/applications/wikipedia_principal_eigenvector.py b/examples/applications/wikipedia_principal_eigenvector.py
@@ -30,7 +30,7 @@
 
 """
 
-# Author: Olivier Grisel <olivier.grisel@ensta.org>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import os

diff --git a/examples/bicluster/plot_spectral_biclustering.py b/examples/bicluster/plot_spectral_biclustering.py
@@ -18,7 +18,7 @@
 plot the biclusters found.
 """
 
-# Author: Kemal Eren <kemal@kemaleren.com>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # %%

diff --git a/examples/bicluster/plot_spectral_coclustering.py b/examples/bicluster/plot_spectral_coclustering.py
@@ -15,7 +15,7 @@
 
 """
 
-# Author: Kemal Eren <kemal@kemaleren.com>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import numpy as np

diff --git a/examples/calibration/plot_calibration.py b/examples/calibration/plot_calibration.py
@@ -23,11 +23,7 @@
 
 """
 
-# Authors:
-# Mathieu Blondel <mathieu@mblondel.org>
-# Alexandre Gramfort <alexandre.gramfort@telecom-paristech.fr>
-# Balazs Kegl <balazs.kegl@gmail.com>
-# Jan Hendrik Metzen <jhm@informatik.uni-bremen.de>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # %%

diff --git a/examples/calibration/plot_calibration_curve.py b/examples/calibration/plot_calibration_curve.py
@@ -12,8 +12,7 @@
 
 """
 
-# Author: Alexandre Gramfort <alexandre.gramfort@telecom-paristech.fr>
-#         Jan Hendrik Metzen <jhm@informatik.uni-bremen.de>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 # %%
 # Dataset

diff --git a/examples/calibration/plot_calibration_multiclass.py b/examples/calibration/plot_calibration_multiclass.py
@@ -27,7 +27,7 @@ class of an instance (red: class 1, green: class 2, blue: class 3).
 # of both the train and valid subsets. This is used when we only want to train
 # the classifier but not calibrate the predicted probabilities.
 
-# Author: Jan Hendrik Metzen <jhm@informatik.uni-bremen.de>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import numpy as np

diff --git a/examples/calibration/plot_compare_calibration.py b/examples/calibration/plot_compare_calibration.py
@@ -17,7 +17,7 @@
 """
 
 # %%
-# Author: Jan Hendrik Metzen <jhm@informatik.uni-bremen.de>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 #
 # Dataset

diff --git a/examples/classification/plot_classification_probability.py b/examples/classification/plot_classification_probability.py
@@ -17,7 +17,7 @@
 
 """
 
-# Author: Alexandre Gramfort <alexandre.gramfort@inria.fr>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import matplotlib.pyplot as plt

diff --git a/examples/classification/plot_digits_classification.py b/examples/classification/plot_digits_classification.py
@@ -8,7 +8,7 @@
 
 """
 
-# Author: Gael Varoquaux <gael dot varoquaux at normalesup dot org>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # Standard scientific Python imports

diff --git a/examples/cluster/plot_adjusted_for_chance_measures.py b/examples/cluster/plot_adjusted_for_chance_measures.py
@@ -15,8 +15,7 @@
   as the "ground truth labels".
 """
 
-# Author: Olivier Grisel <olivier.grisel@ensta.org>
-#         Arturo Amor <david-arturo.amor-quiroz@inria.fr>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # %%

diff --git a/examples/cluster/plot_agglomerative_clustering.py b/examples/cluster/plot_agglomerative_clustering.py
@@ -24,7 +24,7 @@
 
 """
 
-# Authors: Gael Varoquaux, Nelle Varoquaux
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import time

diff --git a/examples/cluster/plot_agglomerative_clustering_metrics.py b/examples/cluster/plot_agglomerative_clustering_metrics.py
@@ -34,7 +34,7 @@
 
 """
 
-# Author: Gael Varoquaux
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import matplotlib.patheffects as PathEffects

diff --git a/examples/cluster/plot_agglomerative_dendrogram.py b/examples/cluster/plot_agglomerative_dendrogram.py
@@ -1,4 +1,4 @@
-# Authors: Mathew Kallada, Andreas Mueller
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 """
 =========================================

diff --git a/examples/cluster/plot_birch_vs_minibatchkmeans.py b/examples/cluster/plot_birch_vs_minibatchkmeans.py
@@ -21,8 +21,7 @@
 
 """
 
-# Authors: Manoj Kumar <manojkumarsivaraj334@gmail.com
-#          Alexandre Gramfort <alexandre.gramfort@telecom-paristech.fr>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 from itertools import cycle

diff --git a/examples/cluster/plot_coin_segmentation.py b/examples/cluster/plot_coin_segmentation.py
@@ -20,9 +20,7 @@
   that directly determines the partition in the embedding space.
 """
 
-# Author: Gael Varoquaux <gael.varoquaux@normalesup.org>
-#         Brian Cheung
-#         Andrew Knyazev <Andrew.Knyazev@ucdenver.edu>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import time

diff --git a/examples/cluster/plot_coin_ward_segmentation.py b/examples/cluster/plot_coin_ward_segmentation.py
@@ -9,8 +9,7 @@
 
 """
 
-# Author : Vincent Michel, 2010
-#          Alexandre Gramfort, 2011
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # %%

diff --git a/examples/cluster/plot_color_quantization.py b/examples/cluster/plot_color_quantization.py
@@ -19,10 +19,7 @@
 
 """
 
-# Authors: Robert Layton <robertlayton@gmail.com>
-#          Olivier Grisel <olivier.grisel@ensta.org>
-#          Mathieu Blondel <mathieu@mblondel.org>
-#
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 from time import time

diff --git a/examples/cluster/plot_digits_linkage.py b/examples/cluster/plot_digits_linkage.py
@@ -27,7 +27,7 @@
 
 """
 
-# Authors: Gael Varoquaux
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 from time import time

diff --git a/examples/cluster/plot_face_compress.py b/examples/cluster/plot_face_compress.py
@@ -7,8 +7,7 @@
 to perform vector quantization on a set of toy image, the raccoon face.
 """
 
-# Authors: Gael Varoquaux
-#          Jaques Grobler
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # %%

diff --git a/examples/cluster/plot_feature_agglomeration_vs_univariate_selection.py b/examples/cluster/plot_feature_agglomeration_vs_univariate_selection.py
@@ -14,7 +14,7 @@
 
 """
 
-# Author: Alexandre Gramfort <alexandre.gramfort@inria.fr>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # %%

diff --git a/examples/cluster/plot_kmeans_assumptions.py b/examples/cluster/plot_kmeans_assumptions.py
@@ -8,8 +8,7 @@
 
 """
 
-# Author: Phil Roth <mr.phil.roth@gmail.com>
-#         Arturo Amor <david-arturo.amor-quiroz@inria.fr>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # %%

diff --git a/examples/cluster/plot_kmeans_stability_low_dim_dense.py b/examples/cluster/plot_kmeans_stability_low_dim_dense.py
@@ -23,7 +23,7 @@
 
 """
 
-# Author: Olivier Grisel <olivier.grisel@ensta.org>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import matplotlib.cm as cm

diff --git a/examples/cluster/plot_optics.py b/examples/cluster/plot_optics.py
@@ -17,8 +17,7 @@
 
 """
 
-# Authors: Shane Grigsby <refuge@rocktalus.com>
-#          Adrin Jalali <adrin.jalali@gmail.com>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import matplotlib.gridspec as gridspec

diff --git a/examples/cluster/plot_segmentation_toy.py b/examples/cluster/plot_segmentation_toy.py
@@ -26,8 +26,7 @@
 
 """
 
-# Authors:  Emmanuelle Gouillart <emmanuelle.gouillart@normalesup.org>
-#           Gael Varoquaux <gael.varoquaux@normalesup.org>
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # %%

diff --git a/examples/cluster/plot_ward_structured_vs_unstructured.py b/examples/cluster/plot_ward_structured_vs_unstructured.py
@@ -20,9 +20,7 @@
 
 """
 
-# Authors : Vincent Michel, 2010
-#           Alexandre Gramfort, 2010
-#           Gael Varoquaux, 2010
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import time as time

diff --git a/examples/compose/plot_column_transformer.py b/examples/compose/plot_column_transformer.py
@@ -18,8 +18,7 @@
 
 """
 
-# Author: Matt Terry <matt.terry@gmail.com>
-#
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import numpy as np

diff --git a/examples/compose/plot_column_transformer_mixed_types.py b/examples/compose/plot_column_transformer_mixed_types.py
@@ -25,8 +25,7 @@
 
 """
 
-# Author: Pedro Morales <part.morales@gmail.com>
-#
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # %%
-Original file line number
+Diff line change
@@ Expand Up / @@ -14,7 +14,7 @@ @@
     """
-    # Author: Alexandre Gramfort <alexandre.gramfort@inria.fr>
+    # Authors: The scikit-learn developers
     # SPDX-License-Identifier: BSD-3-Clause
     # %%
@@ Expand Down @@