scikit-learn · jeremiedbb · Jul 22, 2024 · Jun 18, 2024 · Jun 18, 2024 · Jun 18, 2024
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ repos:
     -   id: trailing-whitespace
 -   repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: v0.2.1
+    rev: v0.5.1
     hooks:
     -   id: ruff
         args: ["--fix", "--output-format=full"]

diff --git a/benchmarks/bench_kernel_pca_solvers_time_vs_n_components.py b/benchmarks/bench_kernel_pca_solvers_time_vs_n_components.py
@@ -36,8 +36,6 @@
 of components (this takes more time).
 """
 
-# Authors: Sylvain MARIE, Schneider Electric
-
 import time
 
 import matplotlib.pyplot as plt

diff --git a/benchmarks/bench_plot_parallel_pairwise.py b/benchmarks/bench_plot_parallel_pairwise.py
@@ -1,5 +1,6 @@
 # Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
+
 import time
 
 import matplotlib.pyplot as plt

diff --git a/examples/applications/plot_cyclical_feature_engineering.py b/examples/applications/plot_cyclical_feature_engineering.py
@@ -13,6 +13,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 # Data exploration on the Bike Sharing Demand dataset
 # ---------------------------------------------------

diff --git a/examples/applications/plot_digits_denoising.py b/examples/applications/plot_digits_denoising.py
@@ -21,8 +21,8 @@
 
 """
 
-# Authors: Guillaume Lemaitre <guillaume.lemaitre@inria.fr>
-# Licence: BSD 3 clause
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
 
 # %%
 # Load the dataset via OpenML

diff --git a/examples/applications/plot_face_recognition.py b/examples/applications/plot_face_recognition.py
@@ -12,6 +12,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 from time import time
 

diff --git a/examples/applications/plot_time_series_lagged_features.py b/examples/applications/plot_time_series_lagged_features.py
@@ -15,6 +15,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 # Analyzing the Bike Sharing Demand dataset
 # -----------------------------------------

diff --git a/examples/bicluster/plot_bicluster_newsgroups.py b/examples/bicluster/plot_bicluster_newsgroups.py
@@ -23,6 +23,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 import operator
 from collections import defaultdict
 from time import time

diff --git a/examples/calibration/plot_calibration_curve.py b/examples/calibration/plot_calibration_curve.py
@@ -14,6 +14,7 @@
 
 # Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 # Dataset
 # -------

diff --git a/examples/calibration/plot_compare_calibration.py b/examples/calibration/plot_compare_calibration.py
@@ -19,6 +19,7 @@
 # %%
 # Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
+
 #
 # Dataset
 # -------

diff --git a/examples/classification/plot_classifier_comparison.py b/examples/classification/plot_classifier_comparison.py
@@ -19,9 +19,7 @@
 
 """
 
-# Code source: Gaël Varoquaux
-#              Andreas Müller
-# Modified for documentation by Jaques Grobler
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import matplotlib.pyplot as plt

diff --git a/examples/classification/plot_lda.py b/examples/classification/plot_lda.py
@@ -8,6 +8,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 import matplotlib.pyplot as plt
 import numpy as np
 

diff --git a/examples/classification/plot_lda_qda.py b/examples/classification/plot_lda_qda.py
@@ -11,6 +11,9 @@
 deviation with QDA.
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 # Data generation
 # ---------------

diff --git a/examples/cluster/plot_affinity_propagation.py b/examples/cluster/plot_affinity_propagation.py
@@ -9,6 +9,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 import numpy as np
 
 from sklearn import metrics

diff --git a/examples/cluster/plot_agglomerative_dendrogram.py b/examples/cluster/plot_agglomerative_dendrogram.py
@@ -1,5 +1,6 @@
 # Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
+
 """
 =========================================
 Plot Hierarchical Clustering Dendrogram

diff --git a/examples/cluster/plot_bisect_kmeans.py b/examples/cluster/plot_bisect_kmeans.py
@@ -14,6 +14,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 import matplotlib.pyplot as plt
 
 from sklearn.cluster import BisectingKMeans, KMeans

diff --git a/examples/cluster/plot_cluster_comparison.py b/examples/cluster/plot_cluster_comparison.py
@@ -24,6 +24,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 import time
 import warnings
 from itertools import cycle, islice

diff --git a/examples/cluster/plot_cluster_iris.py b/examples/cluster/plot_cluster_iris.py
@@ -18,8 +18,7 @@
 
 """
 
-# Code source: Gaël Varoquaux
-# Modified for documentation by Jaques Grobler
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import matplotlib.pyplot as plt

diff --git a/examples/cluster/plot_dbscan.py b/examples/cluster/plot_dbscan.py
@@ -12,6 +12,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 # Data generation
 # ---------------

diff --git a/examples/cluster/plot_dict_face_patches.py b/examples/cluster/plot_dict_face_patches.py
@@ -21,6 +21,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 # Load the data
 # -------------

diff --git a/examples/cluster/plot_digits_agglomeration.py b/examples/cluster/plot_digits_agglomeration.py
@@ -8,8 +8,7 @@
 
 """
 
-# Code source: Gaël Varoquaux
-# Modified for documentation by Jaques Grobler
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import matplotlib.pyplot as plt

diff --git a/examples/cluster/plot_hdbscan.py b/examples/cluster/plot_hdbscan.py
@@ -12,6 +12,10 @@
 
 We first define a couple utility functions for convenience.
 """
+
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 import matplotlib.pyplot as plt
 import numpy as np

diff --git a/examples/cluster/plot_inductive_clustering.py b/examples/cluster/plot_inductive_clustering.py
@@ -20,8 +20,8 @@
 
 """
 
-# Authors: Chirag Nagpal
-#          Christos Aridas
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
 
 import matplotlib.pyplot as plt
 

diff --git a/examples/cluster/plot_kmeans_digits.py b/examples/cluster/plot_kmeans_digits.py
@@ -25,6 +25,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 # Load the dataset
 # ----------------

diff --git a/examples/cluster/plot_kmeans_plusplus.py b/examples/cluster/plot_kmeans_plusplus.py
@@ -10,6 +10,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 import matplotlib.pyplot as plt
 
 from sklearn.cluster import kmeans_plusplus

diff --git a/examples/cluster/plot_kmeans_silhouette_analysis.py b/examples/cluster/plot_kmeans_silhouette_analysis.py
@@ -31,6 +31,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 import matplotlib.cm as cm
 import matplotlib.pyplot as plt
 import numpy as np

diff --git a/examples/cluster/plot_linkage_comparison.py b/examples/cluster/plot_linkage_comparison.py
@@ -23,6 +23,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 import time
 import warnings
 from itertools import cycle, islice

diff --git a/examples/cluster/plot_mean_shift.py b/examples/cluster/plot_mean_shift.py
@@ -11,6 +11,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 import numpy as np
 
 from sklearn.cluster import MeanShift, estimate_bandwidth

diff --git a/examples/cluster/plot_mini_batch_kmeans.py b/examples/cluster/plot_mini_batch_kmeans.py
@@ -14,6 +14,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 # Generate the data
 # -----------------

diff --git a/examples/compose/plot_compare_reduction.py b/examples/compose/plot_compare_reduction.py
@@ -20,9 +20,8 @@
 
 """
 
-# Authors: Robert McGibbon
-#          Joel Nothman
-#          Guillaume Lemaitre
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
 
 # %%
 # Illustration of ``Pipeline`` and ``GridSearchCV``

diff --git a/examples/compose/plot_digits_pipe.py b/examples/compose/plot_digits_pipe.py
@@ -10,8 +10,7 @@
 
 """
 
-# Code source: Gaël Varoquaux
-# Modified for documentation by Jaques Grobler
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import matplotlib.pyplot as plt

diff --git a/examples/covariance/plot_covariance_estimation.py b/examples/covariance/plot_covariance_estimation.py
@@ -15,6 +15,9 @@
 trade-off.
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 # Generate sample data
 # --------------------

diff --git a/examples/covariance/plot_lw_vs_oas.py b/examples/covariance/plot_lw_vs_oas.py
@@ -21,6 +21,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 import matplotlib.pyplot as plt
 import numpy as np
 from scipy.linalg import cholesky, toeplitz

diff --git a/examples/covariance/plot_mahalanobis_distances.py b/examples/covariance/plot_mahalanobis_distances.py
@@ -62,6 +62,9 @@
 
 """  # noqa: E501
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 # Generate data
 # --------------

diff --git a/examples/covariance/plot_robust_vs_empirical_covariance.py b/examples/covariance/plot_robust_vs_empirical_covariance.py
@@ -53,6 +53,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 import matplotlib.font_manager
 import matplotlib.pyplot as plt
 import numpy as np

diff --git a/examples/cross_decomposition/plot_compare_cross_decomposition.py b/examples/cross_decomposition/plot_compare_cross_decomposition.py
@@ -21,6 +21,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 # Dataset based latent variables model
 # ------------------------------------

diff --git a/examples/cross_decomposition/plot_pcr_vs_pls.py b/examples/cross_decomposition/plot_pcr_vs_pls.py
@@ -33,6 +33,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 # %%
 # The data
 # --------

diff --git a/examples/datasets/plot_digits_last_image.py b/examples/datasets/plot_digits_last_image.py
@@ -14,8 +14,7 @@
 
 """
 
-# Code source: Gaël Varoquaux
-# Modified for documentation by Jaques Grobler
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 import matplotlib.pyplot as plt

diff --git a/examples/datasets/plot_iris_dataset.py b/examples/datasets/plot_iris_dataset.py
@@ -15,8 +15,7 @@
 
 """
 
-# Code source: Gaël Varoquaux
-# Modified for documentation by Jaques Grobler
+# Authors: The scikit-learn developers
 # SPDX-License-Identifier: BSD-3-Clause
 
 # %%

diff --git a/examples/datasets/plot_random_dataset.py b/examples/datasets/plot_random_dataset.py
@@ -14,6 +14,9 @@
 
 """
 
+# Authors: The scikit-learn developers
+# SPDX-License-Identifier: BSD-3-Clause
+
 import matplotlib.pyplot as plt
 
 from sklearn.datasets import make_blobs, make_classification, make_gaussian_quantiles
-Original file line number
+Diff line change
@@ Expand Up / @@ -12,6 +12,9 @@ @@
     """
+    # Authors: The scikit-learn developers
+    # SPDX-License-Identifier: BSD-3-Clause
     # %%
     from time import time
@@ Expand Down @@