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API Reference

This is the class and function reference of scikit-learn. Please refer to the :ref:`full user guide <user_guide>` for further details, as the raw specifications of classes and functions may not be enough to give full guidelines on their uses. For reference on concepts repeated across the API, see :ref:`glossary`.

.. toctree::
  :maxdepth: 2
  :hidden:


  sklearn
  sklearn.base
  sklearn.calibration
  sklearn.cluster
  sklearn.compose
  sklearn.covariance
  sklearn.cross_decomposition
  sklearn.datasets
  sklearn.decomposition
  sklearn.discriminant_analysis
  sklearn.dummy
  sklearn.ensemble
  sklearn.exceptions
  sklearn.experimental
  sklearn.feature_extraction
  sklearn.feature_selection
  sklearn.gaussian_process
  sklearn.impute
  sklearn.inspection
  sklearn.isotonic
  sklearn.kernel_approximation
  sklearn.kernel_ridge
  sklearn.linear_model
  sklearn.manifold
  sklearn.metrics
  sklearn.mixture
  sklearn.model_selection
  sklearn.multiclass
  sklearn.multioutput
  sklearn.naive_bayes
  sklearn.neighbors
  sklearn.neural_network
  sklearn.pipeline
  sklearn.preprocessing
  sklearn.random_projection
  sklearn.semi_supervised
  sklearn.svm
  sklearn.tree
  sklearn.utils
  deprecated
Object Description
:obj:`~sklearn.config_context` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn

  .. autoshortsummary:: sklearn.config_context

  .. div:: caption

    :mod:`sklearn`
:obj:`~sklearn.get_config` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn

  .. autoshortsummary:: sklearn.get_config

  .. div:: caption

    :mod:`sklearn`
:obj:`~sklearn.set_config` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn

  .. autoshortsummary:: sklearn.set_config

  .. div:: caption

    :mod:`sklearn`
:obj:`~sklearn.show_versions` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn

  .. autoshortsummary:: sklearn.show_versions

  .. div:: caption

    :mod:`sklearn`
:obj:`~sklearn.base.BaseEstimator` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.BaseEstimator

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.BiclusterMixin` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.BiclusterMixin

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.ClassNamePrefixFeaturesOutMixin` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.ClassNamePrefixFeaturesOutMixin

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.ClassifierMixin` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.ClassifierMixin

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.ClusterMixin` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.ClusterMixin

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.DensityMixin` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.DensityMixin

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.MetaEstimatorMixin` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.MetaEstimatorMixin

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.OneToOneFeatureMixin` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.OneToOneFeatureMixin

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.OutlierMixin` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.OutlierMixin

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.RegressorMixin` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.RegressorMixin

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.TransformerMixin` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.TransformerMixin

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.clone` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.clone

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.is_classifier` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.is_classifier

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.base.is_regressor` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.base

  .. autoshortsummary:: sklearn.base.is_regressor

  .. div:: caption

    :mod:`sklearn.base`
:obj:`~sklearn.calibration.CalibratedClassifierCV` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.calibration

  .. autoshortsummary:: sklearn.calibration.CalibratedClassifierCV

  .. div:: caption

    :mod:`sklearn.calibration`
:obj:`~sklearn.calibration.calibration_curve` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.calibration

  .. autoshortsummary:: sklearn.calibration.calibration_curve

  .. div:: caption

    :mod:`sklearn.calibration`
:obj:`~sklearn.calibration.CalibrationDisplay` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.calibration

  .. autoshortsummary:: sklearn.calibration.CalibrationDisplay

  .. div:: caption

    :mod:`sklearn.calibration`
:obj:`~sklearn.cluster.AffinityPropagation` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.AffinityPropagation

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.AgglomerativeClustering` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.AgglomerativeClustering

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.Birch` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.Birch

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.BisectingKMeans` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.BisectingKMeans

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.DBSCAN` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.DBSCAN

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.FeatureAgglomeration` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.FeatureAgglomeration

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.HDBSCAN` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.HDBSCAN

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.KMeans` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.KMeans

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.MeanShift` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.MeanShift

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.MiniBatchKMeans` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.MiniBatchKMeans

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.OPTICS` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.OPTICS

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.SpectralBiclustering` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.SpectralBiclustering

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.SpectralClustering` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.SpectralClustering

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.SpectralCoclustering` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.SpectralCoclustering

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.affinity_propagation` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.affinity_propagation

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.cluster_optics_dbscan` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.cluster_optics_dbscan

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.cluster_optics_xi` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.cluster_optics_xi

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.compute_optics_graph` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.compute_optics_graph

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.dbscan` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.dbscan

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.estimate_bandwidth` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.estimate_bandwidth

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.k_means` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.k_means

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.kmeans_plusplus` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.kmeans_plusplus

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.mean_shift` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.mean_shift

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.spectral_clustering` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.spectral_clustering

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.cluster.ward_tree` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cluster

  .. autoshortsummary:: sklearn.cluster.ward_tree

  .. div:: caption

    :mod:`sklearn.cluster`
:obj:`~sklearn.compose.ColumnTransformer` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.compose

  .. autoshortsummary:: sklearn.compose.ColumnTransformer

  .. div:: caption

    :mod:`sklearn.compose`
:obj:`~sklearn.compose.TransformedTargetRegressor` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.compose

  .. autoshortsummary:: sklearn.compose.TransformedTargetRegressor

  .. div:: caption

    :mod:`sklearn.compose`
:obj:`~sklearn.compose.make_column_selector` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.compose

  .. autoshortsummary:: sklearn.compose.make_column_selector

  .. div:: caption

    :mod:`sklearn.compose`
:obj:`~sklearn.compose.make_column_transformer` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.compose

  .. autoshortsummary:: sklearn.compose.make_column_transformer

  .. div:: caption

    :mod:`sklearn.compose`
:obj:`~sklearn.covariance.EllipticEnvelope` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.EllipticEnvelope

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.EmpiricalCovariance` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.EmpiricalCovariance

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.GraphicalLasso` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.GraphicalLasso

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.GraphicalLassoCV` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.GraphicalLassoCV

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.LedoitWolf` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.LedoitWolf

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.MinCovDet` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.MinCovDet

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.OAS` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.OAS

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.ShrunkCovariance` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.ShrunkCovariance

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.empirical_covariance` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.empirical_covariance

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.graphical_lasso` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.graphical_lasso

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.ledoit_wolf` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.ledoit_wolf

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.ledoit_wolf_shrinkage` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.ledoit_wolf_shrinkage

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.oas` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.oas

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.covariance.shrunk_covariance` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.covariance

  .. autoshortsummary:: sklearn.covariance.shrunk_covariance

  .. div:: caption

    :mod:`sklearn.covariance`
:obj:`~sklearn.cross_decomposition.CCA` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cross_decomposition

  .. autoshortsummary:: sklearn.cross_decomposition.CCA

  .. div:: caption

    :mod:`sklearn.cross_decomposition`
:obj:`~sklearn.cross_decomposition.PLSCanonical` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cross_decomposition

  .. autoshortsummary:: sklearn.cross_decomposition.PLSCanonical

  .. div:: caption

    :mod:`sklearn.cross_decomposition`
:obj:`~sklearn.cross_decomposition.PLSRegression` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cross_decomposition

  .. autoshortsummary:: sklearn.cross_decomposition.PLSRegression

  .. div:: caption

    :mod:`sklearn.cross_decomposition`
:obj:`~sklearn.cross_decomposition.PLSSVD` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.cross_decomposition

  .. autoshortsummary:: sklearn.cross_decomposition.PLSSVD

  .. div:: caption

    :mod:`sklearn.cross_decomposition`
:obj:`~sklearn.datasets.clear_data_home` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.clear_data_home

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.dump_svmlight_file` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.dump_svmlight_file

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.fetch_20newsgroups` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.fetch_20newsgroups

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.fetch_20newsgroups_vectorized` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.fetch_20newsgroups_vectorized

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.fetch_california_housing` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.fetch_california_housing

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.fetch_covtype` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.fetch_covtype

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.fetch_kddcup99` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.fetch_kddcup99

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.fetch_lfw_pairs` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.fetch_lfw_pairs

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.fetch_lfw_people` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.fetch_lfw_people

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.fetch_olivetti_faces` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.fetch_olivetti_faces

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.fetch_openml` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.fetch_openml

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.fetch_rcv1` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.fetch_rcv1

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.fetch_species_distributions` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.fetch_species_distributions

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.get_data_home` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.get_data_home

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.load_breast_cancer` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.load_breast_cancer

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.load_diabetes` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.load_diabetes

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.load_digits` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.load_digits

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.load_files` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.load_files

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.load_iris` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.load_iris

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.load_linnerud` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.load_linnerud

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.load_sample_image` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.load_sample_image

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.load_sample_images` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.load_sample_images

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.load_svmlight_file` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.load_svmlight_file

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.load_svmlight_files` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.load_svmlight_files

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.load_wine` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.load_wine

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.make_biclusters` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.make_biclusters

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.make_blobs` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.make_blobs

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.make_checkerboard` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.make_checkerboard

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.make_circles` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.make_circles

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.make_classification` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.make_classification

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.make_friedman1` 
.. div:: sk-apisearch-desc

  .. currentmodule:: sklearn.datasets

  .. autoshortsummary:: sklearn.datasets.make_friedman1

  .. div:: caption

    :mod:`sklearn.datasets`
:obj:`~sklearn.datasets.make_friedman2` 
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