10000 MAINT consistent use of `print(__doc__)` in examples (#21307) · glemaitre/scikit-learn@fef06b7 · GitHub
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MAINT consistent use of print(__doc__) in examples (scikit-learn#21307)
Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>
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‎examples/applications/plot_cyclical_feature_engineering.py

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`extrapolation="periodic"` option.
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"""
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# %%
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# Data exploration on the Bike Sharing Demand dataset
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# ---------------------------------------------------

‎examples/applications/plot_digits_denoising.py

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"Learning to find pre-images."
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Advances in neural information processing systems 16 (2004): 449-456.
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<https://papers.nips.cc/paper/2003/file/ac1ad983e08ad3304a97e147f522747e-Paper.pdf>`_
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"""
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print(__doc__)
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"""
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# Authors: Guillaume Lemaitre <guillaume.lemaitre@inria.fr>
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# Licence: BSD 3 clause

‎examples/applications/plot_face_recognition.py

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================== ============ ======= ========== =======
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"""
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from time import time
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import logging
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import matplotlib.pyplot as plt
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from sklearn.svm import SVC
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print(__doc__)
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# Display progress logs on stdout
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logging.basicConfig(level=logging.INFO, format="%(asctime)s %(message)s")
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‎examples/applications/plot_model_complexity_influence.py

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"""
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print(__doc__)
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# Authors: Eustache Diemert <eustache@diemert.fr>
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# Maria Telenczuk <https://github.com/maikia>
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# Guillaume Lemaitre <g.lemaitre58@gmail.com>

‎examples/applications/plot_out_of_core_classification.py

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HashingVectorizer that will project each example into the same feature space.
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This is especially useful in the case of text classification where new
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features (words) may appear in each batch.
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"""
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# Authors: Eustache Diemert <eustache@diemert.fr>

‎examples/applications/plot_outlier_detection_wine.py

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example, none of these could be applied that easily.
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"""
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print(__doc__)
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# Author: Virgile Fritsch <virgile.fritsch@inria.fr>
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# License: BSD 3 clause

‎examples/applications/plot_species_distribution_modeling.py

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<http://rob.schapire.net/papers/ecolmod.pdf>`_
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S. J. Phillips, R. P. Anderson, R. E. Schapire - Ecological Modelling,
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190:231-259, 2006.
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"""
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# Authors: Peter Prettenhofer <peter.prettenhofer@gmail.com>
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except ImportError:
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basemap = False
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print(__doc__)
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def construct_grids(batch):
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"""Construct the map grid from the batch object

‎examples/applications/plot_stock_market.py

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is to position the labels minimizing overlap. For this we use an
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heuristic based on the direction of the nearest neighbor along each
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axis.
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"""
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# Author: Gael Varoquaux gael.varoquaux@normalesup.org
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from sklearn import cluster, covariance, manifold
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print(__doc__)
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# #############################################################################
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# Retrieve the data from Internet

‎examples/applications/plot_tomography_l1_reconstruction.py

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reconstructed image, contrary to the L1 penalization. Note in particular
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the circular artifact separating the pixels in the corners, that have
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contributed to fewer projections than the central disk.
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"""
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print(__doc__)
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"""
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# Author: Emmanuelle Gouillart <emmanuelle.gouillart@nsup.org>
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# License: BSD 3 clause

‎examples/applications/svm_gui.py

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"""
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print(__doc__)
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# Author: Peter Prettenhoer <peter.prettenhofer@gmail.com>
2018
#
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# License: BSD 3 clause

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