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• dev
  • .buildinfo
  • _downloads
    • 07fcc19ba03226cd3d83d4e40ec44385
      • auto_examples_python.zip
    • 6f1e7a639e0699d6164445b55e6c116d
      • auto_examples_jupyter.zip
    • scikit-learn-docs.zip
  • _images
    • sphx_glr_plot_agglomerative_clustering_001.png
    • sphx_glr_plot_agglomerative_clustering_002.png
    • sphx_glr_plot_agglomerative_clustering_003.png
    • sphx_glr_plot_agglomerative_clustering_004.png
    • sphx_glr_plot_agglomerative_clustering_thumb.png
    • sphx_glr_plot_anomaly_comparison_001.png
    • sphx_glr_plot_anomaly_comparison_thumb.png
    • sphx_glr_plot_caching_nearest_neighbors_001.png
    • sphx_glr_plot_caching_nearest_neighbors_thumb.png
    • sphx_glr_plot_cluster_comparison_001.png
    • sphx_glr_plot_cluster_comparison_thumb.png
    • sphx_glr_plot_coin_segmentation_001.png
    • sphx_glr_plot_coin_segmentation_002.png
    • sphx_glr_plot_coin_segmentation_003.png
    • sphx_glr_plot_coin_segmentation_thumb.png
    • sphx_glr_plot_compare_calibration_001.png
    • sphx_glr_plot_compare_calibration_thumb.png
    • sphx_glr_plot_dict_face_patches_001.png
    • sphx_glr_plot_dict_face_patches_thumb.png
    • sphx_glr_plot_digits_pipe_001.png
    • sphx_glr_plot_digits_pipe_thumb.png
    • sphx_glr_plot_document_classification_20newsgroups_005.png
    • sphx_glr_plot_document_classification_20newsgroups_006.png
    • sphx_glr_plot_document_clustering_001.png
    • sphx_glr_plot_document_clustering_thumb.png
    • sphx_glr_plot_gmm_init_001.png
    • sphx_glr_plot_gmm_init_thumb.png
    • sphx_glr_plot_gradient_boosting_categorical_001.png
    • sphx_glr_plot_gradient_boosting_categorical_002.png
    • sphx_glr_plot_gradient_boosting_categorical_thumb.png
    • sphx_glr_plot_gradient_boosting_early_stopping_002.png
    • sphx_glr_plot_hashing_vs_dict_vectorizer_001.png
    • sphx_glr_plot_hashing_vs_dict_vectorizer_002.png
    • sphx_glr_plot_hashing_vs_dict_vectorizer_thumb.png
    • sphx_glr_plot_image_denoising_002.png
    • sphx_glr_plot_image_denoising_003.png
    • sphx_glr_plot_image_denoising_005.png
    • sphx_glr_plot_kernel_approximation_001.png
    • sphx_glr_plot_kernel_approximation_thumb.png
    • sphx_glr_plot_kernel_ridge_regression_001.png
    • sphx_glr_plot_kernel_ridge_regression_002.png
    • sphx_glr_plot_kernel_ridge_regression_thumb.png
    • sphx_glr_plot_learning_curve_002.png
    • sphx_glr_plot_learning_curve_003.png
    • sphx_glr_plot_linear_model_coefficient_interpretation_001.png
    • sphx_glr_plot_linear_model_coefficient_interpretation_thumb.png
    • sphx_glr_plot_linkage_comparison_001.png
    • sphx_glr_plot_linkage_comparison_thumb.png
    • sphx_glr_plot_lle_digits_005.png
    • sphx_glr_plot_lle_digits_006.png
    • sphx_glr_plot_lle_digits_007.png
    • sphx_glr_plot_lle_digits_008.png
    • sphx_glr_plot_lle_digits_009.png
    • sphx_glr_plot_lle_digits_010.png
    • sphx_glr_plot_lle_digits_011.png
    • sphx_glr_plot_lle_digits_012.png
    • sphx_glr_plot_lle_digits_013.png
    • sphx_glr_plot_lle_digits_014.png
    • sphx_glr_plot_manifold_sphere_001.png
    • sphx_glr_plot_manifold_sphere_thumb.png
    • sphx_glr_plot_model_complexity_influence_001.png
    • sphx_glr_plot_model_complexity_influence_002.png
    • sphx_glr_plot_model_complexity_influence_003.png
    • sphx_glr_plot_model_complexity_influence_thumb.png
    • sphx_glr_plot_multiclass_overview_001.png
    • sphx_glr_plot_multiclass_overview_002.png
    • sphx_glr_plot_multiclass_overview_thumb.png
    • sphx_glr_plot_out_of_core_classification_002.png
    • sphx_glr_plot_out_of_core_classification_003.png
    • sphx_glr_plot_out_of_core_classification_004.png
    • sphx_glr_plot_prediction_latency_001.png
    • sphx_glr_plot_prediction_latency_002.png
    • sphx_glr_plot_prediction_latency_003.png
    • sphx_glr_plot_prediction_latency_004.png
    • sphx_glr_plot_prediction_latency_thumb.png
    • sphx_glr_plot_release_highlights_0_24_0_001.png
    • sphx_glr_plot_release_highlights_0_24_0_thumb.png
    • sphx_glr_plot_scalable_poly_kernels_001.png
    • sphx_glr_plot_scalable_poly_kernels_thumb.png
    • sphx_glr_plot_sgd_early_stopping_002.png
    • sphx_glr_plot_sparse_logistic_regression_20newsgroups_001.png
    • sphx_glr_plot_sparse_logistic_regression_20newsgroups_thumb.png
    • sphx_glr_plot_stack_predictors_001.png
    • sphx_glr_plot_stack_predictors_thumb.png
    • sphx_glr_plot_successive_halving_heatmap_001.png
    • sphx_glr_plot_successive_halving_heatmap_thumb.png
    • sphx_glr_plot_svm_scale_c_001.png
    • sphx_glr_plot_svm_scale_c_thumb.png
    • sphx_glr_plot_ward_structured_vs_unstructured_001.png
    • sphx_glr_plot_ward_structured_vs_unstructured_thumb.png
  • _sources
    • auto_examples
      • applications
        • plot_cyclical_feature_engineering.rst.txt
        • plot_digits_denoising.rst.txt
        • plot_face_recognition.rst.txt
        • plot_model_complexity_influence.rst.txt
        • plot_out_of_core_classification.rst.txt
        • plot_outlier_detection_wine.rst.txt
        • plot_prediction_latency.rst.txt
        • plot_species_distribution_modeling.rst.txt
        • plot_stock_market.rst.txt
        • plot_tomography_l1_reconstruction.rst.txt
        • plot_topics_extraction_with_nmf_lda.rst.txt
        • sg_execution_times.rst.txt
      • bicluster
        • plot_bicluster_newsgroups.rst.txt
        • plot_spectral_biclustering.rst.txt
        • plot_spectral_coclustering.rst.txt
        • sg_execution_times.rst.txt
      • calibration
        • plot_calibration.rst.txt
        • plot_calibration_curve.rst.txt
        • plot_calibration_multiclass.rst.txt
        • plot_compare_calibration.rst.txt
        • sg_execution_times.rst.txt
      • classification
        • plot_classification_probability.rst.txt
        • plot_classifier_comparison.rst.txt
        • plot_digits_classification.rst.txt
        • plot_lda.rst.txt
        • plot_lda_qda.rst.txt
        • sg_execution_times.rst.txt
      • cluster
        • plot_adjusted_for_chance_measures.rst.txt
        • plot_affinity_propagation.rst.txt
        • plot_agglomerative_clustering.rst.txt
        • plot_agglomerative_clustering_metrics.rst.txt
        • plot_agglomerative_dendrogram.rst.txt
        • plot_birch_vs_minibatchkmeans.rst.txt
        • plot_bisect_kmeans.rst.txt
        • plot_cluster_comparison.rst.txt
        • plot_cluster_iris.rst.txt
        • plot_coin_segmentation.rst.txt
        • plot_coin_ward_segmentation.rst.txt
        • plot_color_quantization.rst.txt
        • plot_dbscan.rst.txt
        • plot_dict_face_patches.rst.txt
        • plot_digits_agglomeration.rst.txt
        • plot_digits_linkage.rst.txt
        • plot_face_compress.rst.txt
        • plot_feature_agglomeration_vs_univariate_selection.rst.txt
        • plot_hdbscan.rst.txt
        • plot_inductive_clustering.rst.txt
        • plot_kmeans_assumptions.rst.txt
        • plot_kmeans_digits.rst.txt
        • plot_kmeans_plusplus.rst.txt
        • plot_kmeans_silhouette_analysis.rst.txt
        • plot_kmeans_stability_low_dim_dense.rst.txt
        • plot_linkage_comparison.rst.txt
        • plot_mean_shift.rst.txt
        • plot_mini_batch_kmeans.rst.txt
        • plot_optics.rst.txt
        • plot_segmentation_toy.rst.txt
        • plot_ward_structured_vs_unstructured.rst.txt
        • sg_execution_times.rst.txt
      • compose
        • plot_column_transformer.rst.txt
        • plot_column_transformer_mixed_types.rst.txt
        • plot_compare_reduction.rst.txt
        • plot_digits_pipe.rst.txt
        • plot_feature_union.rst.txt
        • plot_transformed_target.rst.txt
        • sg_execution_times.rst.txt
      • covariance
        • plot_covariance_estimation.rst.txt
        • plot_lw_vs_oas.rst.txt
        • plot_mahalanobis_distances.rst.txt
        • plot_robust_vs_empirical_covariance.rst.txt
        • plot_sparse_cov.rst.txt
        • sg_execution_times.rst.txt
      • cross_decomposition
        • plot_compare_cross_decomposition.rst.txt
        • plot_pcr_vs_pls.rst.txt
        • sg_execution_times.rst.txt
      • datasets
        • plot_digits_last_image.rst.txt
        • plot_iris_dataset.rst.txt
        • plot_random_dataset.rst.txt
        • plot_random_multilabel_dataset.rst.txt
        • sg_execution_times.rst.txt
      • decomposition
        • plot_faces_decomposition.rst.txt
        • plot_ica_blind_source_separation.rst.txt
        • plot_ica_vs_pca.rst.txt
        • plot_image_denoising.rst.txt
        • plot_incremental_pca.rst.txt
        • plot_pca_3d.rst.txt
        • plot_pca_iris.rst.txt
        • plot_pca_vs_fa_model_selection.rst.txt
        • plot_pca_vs_lda.rst.txt
        • plot_sparse_coding.rst.txt
        • plot_varimax_fa.rst.txt
        • sg_execution_times.rst.txt
      • ensemble
        • plot_adaboost_multiclass.rst.txt
        • plot_adaboost_regression.rst.txt
        • plot_adaboost_twoclass.rst.txt
        • plot_bias_variance.rst.txt
        • plot_ensemble_oob.rst.txt
        • plot_feature_transformation.rst.txt
        • plot_forest_hist_grad_boosting_comparison.rst.txt
        • plot_forest_importances.rst.txt
        • plot_forest_importances_faces.rst.txt
        • plot_forest_iris.rst.txt
        • plot_gradient_boosting_categorical.rst.txt
        • plot_gradient_boosting_early_stopping.rst.txt
        • plot_gradient_boosting_oob.rst.txt
        • plot_gradient_boosting_quantile.rst.txt
        • plot_gradient_boosting_regression.rst.txt
        • plot_gradient_boosting_regularization.rst.txt
        • plot_isolation_forest.rst.txt
        • plot_monotonic_constraints.rst.txt
        • plot_random_forest_embedding.rst.txt
        • plot_random_forest_regression_multioutput.rst.txt
        • plot_stack_predictors.rst.txt
        • plot_voting_decision_regions.rst.txt
        • plot_voting_probas.rst.txt
        • plot_voting_regressor.rst.txt
        • sg_execution_times.rst.txt
      • exercises
        • plot_cv_diabetes.rst.txt
        • plot_cv_digits.rst.txt
        • plot_digits_classification_exercise.rst.txt
        • plot_iris_exercise.rst.txt
        • sg_execution_times.rst.txt
      • feature_selection
        • plot_f_test_vs_mi.rst.txt
        • plot_feature_selection.rst.txt
        • plot_rfe_digits.rst.txt
        • plot_rfe_with_cross_validation.rst.txt
        • plot_select_from_model_diabetes.rst.txt
        • sg_execution_times.rst.txt
      • gaussian_process
        • plot_compare_gpr_krr.rst.txt
        • plot_gpc.rst.txt
        • plot_gpc_iris.rst.txt
        • plot_gpc_isoprobability.rst.txt
        • plot_gpc_xor.rst.txt
        • plot_gpr_co2.rst.txt
        • plot_gpr_noisy.rst.txt
        • plot_gpr_noisy_targets.rst.txt
        • plot_gpr_on_structured_data.rst.txt
        • plot_gpr_prior_posterior.rst.txt
        • sg_execution_times.rst.txt
      • impute
        • plot_iterative_imputer_variants_comparison.rst.txt
        • plot_missing_values.rst.txt
        • sg_execution_times.rst.txt
      • inspection
        • plot_causal_interpretation.rst.txt
        • plot_linear_model_coefficient_interpretation.rst.txt
        • plot_partial_dependence.rst.txt
        • plot_permutation_importance.rst.txt
        • plot_permutation_importance_multicollinear.rst.txt
        • sg_execution_times.rst.txt
      • kernel_approximation
        • plot_scalable_poly_kernels.rst.txt
        • sg_execution_times.rst.txt
      • linear_model
        • plot_bayesian_ridge_curvefit.rst.txt
        • plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.rst.txt
        • plot_huber_vs_ridge.rst.txt
        • plot_iris_logistic.rst.txt
        • plot_lasso_and_elasticnet.rst.txt
        • plot_lasso_coordinate_descent_path.rst.txt
        • plot_lasso_dense_vs_sparse_data.rst.txt
        • plot_lasso_lars.rst.txt
        • plot_lasso_model_selection.rst.txt
        • plot_logistic.rst.txt
        • plot_logistic_l1_l2_sparsity.rst.txt
        • plot_multi_task_lasso_support.rst.txt
        • plot_nnls.rst.txt
        • plot_ols.rst.txt
        • plot_ols_ridge_variance.rst.txt
        • plot_omp.rst.txt
        • plot_poisson_regression_non_normal_loss.rst.txt
        • plot_polynomial_interpolation.rst.txt
        • plot_quantile_regression.rst.txt
        • plot_ransac.rst.txt
        • plot_ridge_coeffs.rst.txt
        • plot_ridge_path.rst.txt
        • plot_robust_fit.rst.txt
        • plot_sgd_comparison.rst.txt
        • plot_sgd_early_stopping.rst.txt
        • plot_sgd_iris.rst.txt
        • plot_sgd_loss_functions.rst.txt
        • plot_sgd_penalties.rst.txt
        • plot_sgd_weighted_samples.rst.txt
        • plot_sgdocsvm_vs_ocsvm.rst.txt
        • plot_sparse_logistic_regression_20newsgroups.rst.txt
        • plot_sparse_logistic_regression_mnist.rst.txt
        • plot_theilsen.rst.txt
        • plot_tweedie_regression_insurance_claims.rst.txt
        • sg_execution_times.rst.txt
      • manifold
        • plot_compare_methods.rst.txt
        • plot_lle_digits.rst.txt
        • plot_manifold_sphere.rst.txt
        • plot_mds.rst.txt
        • plot_swissroll.rst.txt
        • plot_t_sne_perplexity.rst.txt
        • sg_execution_times.rst.txt
      • miscellaneous
        • plot_anomaly_comparison.rst.txt
        • plot_display_object_visualization.rst.txt
        • plot_estimator_representation.rst.txt
        • plot_isotonic_regression.rst.txt
        • plot_johnson_lindenstrauss_bound.rst.txt
        • plot_kernel_approximation.rst.txt
        • plot_kernel_ridge_regression.rst.txt
        • plot_metadata_routing.rst.txt
        • plot_multilabel.rst.txt
        • plot_multioutput_face_completion.rst.txt
        • plot_outlier_detection_bench.rst.txt
        • plot_partial_dependence_visualization_api.rst.txt
        • plot_pipeline_display.rst.txt
        • plot_roc_curve_visualization_api.rst.txt
        • plot_set_output.rst.txt
        • sg_execution_times.rst.txt
      • mixture
        • plot_concentration_prior.rst.txt
        • plot_gmm.rst.txt
        • plot_gmm_covariances.rst.txt
        • plot_gmm_init.rst.txt
        • plot_gmm_pdf.rst.txt
        • plot_gmm_selection.rst.txt
        • plot_gmm_sin.rst.txt
        • sg_execution_times.rst.txt
      • model_selection
        • plot_confusion_matrix.rst.txt
        • plot_cv_indices.rst.txt
        • plot_cv_predict.rst.txt
        • plot_det.rst.txt
        • plot_grid_search_digits.rst.txt
        • plot_grid_search_refit_callable.rst.txt
        • plot_grid_search_stats.rst.txt
        • plot_grid_search_text_feature_extraction.rst.txt
        • plot_learning_curve.rst.txt
        • plot_likelihood_ratios.rst.txt
        • plot_multi_metric_evaluation.rst.txt
        • plot_nested_cross_validation_iris.rst.txt
        • plot_permutation_tests_for_classification.rst.txt
        • plot_precision_recall.rst.txt
        • plot_randomized_search.rst.txt
        • plot_roc.rst.txt
        • plot_roc_crossval.rst.txt
        • plot_successive_halving_heatmap.rst.txt
        • plot_successive_halving_iterations.rst.txt
        • plot_train_error_vs_test_error.rst.txt
        • plot_underfitting_overfitting.rst.txt
        • plot_validation_curve.rst.txt
        • sg_execution_times.rst.txt
      • multiclass
        • plot_multiclass_overview.rst.txt
        • sg_execution_times.rst.txt
      • multioutput
        • plot_classifier_chain_yeast.rst.txt
        • sg_execution_times.rst.txt
      • neighbors
        • plot_caching_nearest_neighbors.rst.txt
        • plot_classification.rst.txt
        • plot_digits_kde_sampling.rst.txt
        • plot_kde_1d.rst.txt
        • plot_lof_novelty_detection.rst.txt
        • plot_lof_outlier_detection.rst.txt
        • plot_nca_classification.rst.txt
        • plot_nca_dim_reduction.rst.txt
        • plot_nca_illustration.rst.txt
        • plot_nearest_centroid.rst.txt
        • plot_regression.rst.txt
        • plot_species_kde.rst.txt
        • sg_execution_times.rst.txt
      • neural_networks
        • plot_mlp_alpha.rst.txt
        • plot_mlp_training_curves.rst.txt
        • plot_mnist_filters.rst.txt
        • plot_rbm_logistic_classification.rst.txt
        • sg_execution_times.rst.txt
      • preprocessing
        • plot_all_scaling.rst.txt
        • plot_discretization.rst.txt
        • plot_discretization_classification.rst.txt
        • plot_discretization_strategies.rst.txt
        • plot_map_data_to_normal.rst.txt
        • plot_scaling_importance.rst.txt
        • plot_target_encoder.rst.txt
        • plot_target_encoder_cross_val.rst.txt
        • sg_execution_times.rst.txt
      • release_highlights
        • plot_release_highlights_0_22_0.rst.txt
        • plot_release_highlights_0_23_0.rst.txt
        • plot_release_highlights_0_24_0.rst.txt
        • plot_release_highlights_1_0_0.rst.txt
        • plot_release_highlights_1_1_0.rst.txt
        • plot_release_highlights_1_2_0.rst.txt
        • plot_release_highlights_1_3_0.rst.txt
        • sg_execution_times.rst.txt
      • semi_supervised
        • plot_label_propagation_digits.rst.txt
        • plot_label_propagation_digits_active_learning.rst.txt
        • plot_label_propagation_structure.rst.txt
        • plot_self_training_varying_threshold.rst.txt
        • plot_semi_supervised_newsgroups.rst.txt
        • plot_semi_supervised_versus_svm_iris.rst.txt
        • sg_execution_times.rst.txt
      • svm
        • plot_custom_kernel.rst.txt
        • plot_iris_svc.rst.txt
        • plot_linearsvc_support_vectors.rst.txt
        • plot_oneclass.rst.txt
        • plot_rbf_parameters.rst.txt
        • plot_separating_hyperplane.rst.txt
        • plot_separating_hyperplane_unbalanced.rst.txt
        • plot_svm_anova.rst.txt
        • plot_svm_kernels.rst.txt
        • plot_svm_margin.rst.txt
        • plot_svm_nonlinear.rst.txt
        • plot_svm_regression.rst.txt
        • plot_svm_scale_c.rst.txt
        • plot_svm_tie_breaking.rst.txt
        • plot_weighted_samples.rst.txt
        • sg_execution_times.rst.txt
      • text
        • plot_document_classification_20newsgroups.rst.txt
        • plot_document_clustering.rst.txt
        • plot_hashing_vs_dict_vectorizer.rst.txt
        • sg_execution_times.rst.txt
      • tree
        • plot_cost_complexity_pruning.rst.txt
        • plot_iris_dtc.rst.txt
        • plot_tree_regression_multioutput.rst.txt
        • plot_unveil_tree_structure.rst.txt
        • sg_execution_times.rst.txt
    • whats_new
      • v1.4.rst.txt
  • auto_examples
    • applications
      • plot_cyclical_feature_engineering.html
      • plot_digits_denoising.html
      • plot_face_recognition.html
      • plot_model_complexity_influence.html
      • plot_out_of_core_classification.html
      • plot_outlier_detection_wine.html
      • plot_prediction_latency.html
      • plot_species_distribution_modeling.html
      • plot_stock_market.html
      • plot_tomography_l1_reconstruction.html
      • plot_topics_extraction_with_nmf_lda.html
      • sg_execution_times.html
    • bicluster
      • plot_bicluster_newsgroups.html
      • plot_spectral_biclustering.html
      • plot_spectral_coclustering.html
      • sg_execution_times.html
    • calibration
      • plot_calibration.html
      • plot_calibration_curve.html
      • plot_calibration_multiclass.html
      • plot_compare_calibration.html
      • sg_execution_times.html
    • classification
      • plot_classification_probability.html
      • plot_classifier_comparison.html
      • plot_digits_classification.html
      • plot_lda.html
      • plot_lda_qda.html
      • sg_execution_times.html
    • cluster
      • plot_adjusted_for_chance_measures.html
      • plot_affinity_propagation.html
      • plot_agglomerative_clustering.html
      • plot_agglomerative_clustering_metrics.html
      • plot_agglomerative_dendrogram.html
      • plot_birch_vs_minibatchkmeans.html
      • plot_bisect_kmeans.html
      • plot_cluster_comparison.html
      • plot_cluster_iris.html
      • plot_coin_segmentation.html
      • plot_coin_ward_segmentation.html
      • plot_color_quantization.html
      • plot_dbscan.html
      • plot_dict_face_patches.html
      • plot_digits_agglomeration.html
      • plot_digits_linkage.html
      • plot_face_compress.html
      • plot_feature_agglomeration_vs_univariate_selection.html
      • plot_hdbscan.html
      • plot_inductive_clustering.html
      • plot_kmeans_assumptions.html
      • plot_kmeans_digits.html
      • plot_kmeans_plusplus.html
      • plot_kmeans_silhouette_analysis.html
      • plot_kmeans_stability_low_dim_dense.html
      • plot_linkage_comparison.html
      • plot_mean_shift.html
      • plot_mini_batch_kmeans.html
      • plot_optics.html
      • plot_segmentation_toy.html
      • plot_ward_structured_vs_unstructured.html
      • sg_execution_times.html
    • compose
      • plot_column_transformer.html
      • plot_column_transformer_mixed_types.html
      • plot_compare_reduction.html
      • plot_digits_pipe.html
      • plot_feature_union.html
      • plot_transformed_target.html
      • sg_execution_times.html
    • covariance
      • plot_covariance_estimation.html
      • plot_lw_vs_oas.html
      • plot_mahalanobis_distances.html
      • plot_robust_vs_empirical_covariance.html
      • plot_sparse_cov.html
      • sg_execution_times.html
    • cross_decomposition
      • plot_compare_cross_decomposition.html
      • plot_pcr_vs_pls.html
      • sg_execution_times.html
    • datasets
      • plot_digits_last_image.html
      • plot_iris_dataset.html
      • plot_random_dataset.html
      • plot_random_multilabel_dataset.html
      • sg_execution_times.html
    • decomposition
      • plot_faces_decomposition.html
      • plot_ica_blind_source_separation.html
      • plot_ica_vs_pca.html
      • plot_image_denoising.html
      • plot_incremental_pca.html
      • plot_pca_3d.html
      • plot_pca_iris.html
      • plot_pca_vs_fa_model_selection.html
      • plot_pca_vs_lda.html
      • plot_sparse_coding.html
      • plot_varimax_fa.html
      • sg_execution_times.html
    • ensemble
      • plot_adaboost_multiclass.html
      • plot_adaboost_regression.html
      • plot_adaboost_twoclass.html
      • plot_bias_variance.html
      • plot_ensemble_oob.html
      • plot_feature_transformation.html
      • plot_forest_hist_grad_boosting_comparison.html
      • plot_forest_importances.html
      • plot_forest_importances_faces.html
      • plot_forest_iris.html
      • plot_gradient_boosting_categorical.html
      • plot_gradient_boosting_early_stopping.html
      • plot_gradient_boosting_oob.html
      • plot_gradient_boosting_quantile.html
      • plot_gradient_boosting_regression.html
      • plot_gradient_boosting_regularization.html
      • plot_isolation_forest.html
      • plot_monotonic_constraints.html
      • plot_random_forest_embedding.html
      • plot_random_forest_regression_multioutput.html
      • plot_stack_predictors.html
      • plot_voting_decision_regions.html
      • plot_voting_probas.html
      • plot_voting_regressor.html
      • sg_execution_times.html
    • exercises
      • plot_cv_diabetes.html
      • plot_cv_digits.html
      • plot_digits_classification_exercise.html
      • plot_iris_exercise.html
      • sg_execution_times.html
    • feature_selection
      • plot_f_test_vs_mi.html
      • plot_feature_selection.html
      • plot_rfe_digits.html
      • plot_rfe_with_cross_validation.html
      • plot_select_from_model_diabetes.html
      • sg_execution_times.html
    • gaussian_process
      • plot_compare_gpr_krr.html
      • plot_gpc.html
      • plot_gpc_iris.html
      • plot_gpc_isoprobability.html
      • plot_gpc_xor.html
      • plot_gpr_co2.html
      • plot_gpr_noisy.html
      • plot_gpr_noisy_targets.html
      • plot_gpr_on_structured_data.html
      • plot_gpr_prior_posterior.html
      • sg_execution_times.html
    • impute
      • plot_iterative_imputer_variants_comparison.html
      • plot_missing_values.html
      • sg_execution_times.html
    • inspection
      • plot_causal_interpretation.html
      • plot_linear_model_coefficient_interpretation.html
      • plot_partial_dependence.html
      • plot_permutation_importance.html
      • plot_permutation_importance_multicollinear.html
      • sg_execution_times.html
    • kernel_approximation
      • plot_scalable_poly_kernels.html
      • sg_execution_times.html
    • linear_model
      • plot_bayesian_ridge_curvefit.html
      • plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.html
      • plot_huber_vs_ridge.html
      • plot_iris_logistic.html
      • plot_lasso_and_elasticnet.html
      • plot_lasso_coordinate_descent_path.html
      • plot_lasso_dense_vs_sparse_data.html
      • plot_lasso_lars.html
      • plot_lasso_model_selection.html
      • plot_logistic.html
      • plot_logistic_l1_l2_sparsity.html
      • plot_multi_task_lasso_support.html
      • plot_nnls.html
      • plot_ols.html
      • plot_ols_ridge_variance.html
      • plot_omp.html
      • plot_poisson_regression_non_normal_loss.html
      • plot_polynomial_interpolation.html
      • plot_quantile_regression.html
      • plot_ransac.html
      • plot_ridge_coeffs.html
      • plot_ridge_path.html
      • plot_robust_fit.html
      • plot_sgd_comparison.html
      • plot_sgd_early_stopping.html
      • plot_sgd_iris.html
      • plot_sgd_loss_functions.html
      • plot_sgd_penalties.html
      • plot_sgd_weighted_samples.html
      • plot_sgdocsvm_vs_ocsvm.html
      • plot_sparse_logistic_regression_20newsgroups.html
      • plot_sparse_logistic_regression_mnist.html
      • plot_theilsen.html
      • plot_tweedie_regression_insurance_claims.html
      • sg_execution_times.html
    • manifold
      • plot_compare_methods.html
      • plot_lle_digits.html
      • plot_manifold_sphere.html
      • plot_mds.html
      • plot_swissroll.html
      • plot_t_sne_perplexity.html
      • sg_execution_times.html
    • miscellaneous
      • plot_anomaly_comparison.html
      • plot_display_object_visualization.html
      • plot_estimator_representation.html
      • plot_isotonic_regression.html
      • plot_johnson_lindenstrauss_bound.html
      • plot_kernel_approximation.html
      • plot_kernel_ridge_regression.html
      • plot_metadata_routing.html
      • plot_multilabel.html
      • plot_multioutput_face_completion.html
      • plot_outlier_detection_bench.html
      • plot_partial_dependence_visualization_api.html
      • plot_pipeline_display.html
      • plot_roc_curve_visualization_api.html
      • plot_set_output.html
      • sg_execution_times.html
    • mixture
      • plot_concentration_prior.html
      • plot_gmm.html
      • plot_gmm_covariances.html
      • plot_gmm_init.html
      • plot_gmm_pdf.html
      • plot_gmm_selection.html
      • plot_gmm_sin.html
      • sg_execution_times.html
    • model_selection
      • plot_confusion_matrix.html
      • plot_cv_indices.html
      • plot_cv_predict.html
      • plot_det.html
      • plot_grid_search_digits.html
      • plot_grid_search_refit_callable.html
      • plot_grid_search_stats.html
      • plot_grid_search_text_feature_extraction.html
      • plot_learning_curve.html
      • plot_likelihood_ratios.html
      • plot_multi_metric_evaluation.html
      • plot_nested_cross_validation_iris.html
      • plot_permutation_tests_for_classification.html
      • plot_precision_recall.html
      • plot_randomized_search.html
      • plot_roc.html
      • plot_roc_crossval.html
      • plot_successive_halving_heatmap.html
      • plot_successive_halving_iterations.html
      • plot_train_error_vs_test_error.html
      • plot_underfitting_overfitting.html
      • plot_validation_curve.html
      • sg_execution_times.html
    • multiclass
      • plot_multiclass_overview.html
      • sg_execution_times.html
    • multioutput
      • plot_classifier_chain_yeast.html
      • sg_execution_times.html
    • neighbors
      • plot_caching_nearest_neighbors.html
      • plot_classification.html
      • plot_digits_kde_sampling.html
      • plot_kde_1d.html
      • plot_lof_novelty_detection.html
      • plot_lof_outlier_detection.html
      • plot_nca_classification.html
      • plot_nca_dim_reduction.html
      • plot_nca_illustration.html
      • plot_nearest_centroid.html
      • plot_regression.html
      • plot_species_kde.html
      • sg_execution_times.html
    • neural_networks
      • plot_mlp_alpha.html
      • plot_mlp_training_curves.html
      • plot_mnist_filters.html
      • plot_rbm_logistic_classification.html
      • sg_execution_times.html
    • preprocessing
      • plot_all_scaling.html
      • plot_discretization.html
      • plot_discretization_classification.html
      • plot_discretization_strategies.html
      • plot_map_data_to_normal.html
      • plot_scaling_importance.html
      • plot_target_encoder.html
      • plot_target_encoder_cross_val.html
      • sg_execution_times.html
    • release_highlights
      • plot_release_highlights_0_22_0.html
      • plot_release_highlights_0_23_0.html
      • plot_release_highlights_0_24_0.html
      • plot_release_highlights_1_0_0.html
      • plot_release_highlights_1_1_0.html
      • plot_release_highlights_1_2_0.html
      • plot_release_highlights_1_3_0.html
      • sg_execution_times.html
    • semi_supervised
      • plot_label_propagation_digits.html
      • plot_label_propagation_digits_active_learning.html
      • plot_label_propagation_structure.html
      • plot_self_training_varying_threshold.html
      • plot_semi_supervised_newsgroups.html
      • plot_semi_supervised_versus_svm_iris.html
      • sg_execution_times.html
    • svm
      • plot_custom_kernel.html
      • plot_iris_svc.html
      • plot_linearsvc_support_vectors.html
      • plot_oneclass.html
      • plot_rbf_parameters.html
      • plot_separating_hyperplane.html
      • plot_separating_hyperplane_unbalanced.html
      • plot_svm_anova.html
      • plot_svm_kernels.html
      • plot_svm_margin.html
      • plot_svm_nonlinear.html
      • plot_svm_regression.html
      • plot_svm_scale_c.html
      • plot_svm_tie_breaking.html
      • plot_weighted_samples.html
      • sg_execution_times.html
    • text
      • plot_document_classification_20newsgroups.html
      • plot_document_clustering.html
      • plot_hashing_vs_dict_vectorizer.html
      • sg_execution_times.html
    • tree
      • plot_cost_complexity_pruning.html
      • plot_iris_dtc.html
      • plot_tree_regression_multioutput.html
      • plot_unveil_tree_structure.html
      • sg_execution_times.html
  • lite/api/contents
    • all.json
    • auto_examples
      • all.json
      • applications
        • all.json
      • bicluster
        • all.json
      • calibration
        • all.json
      • classification
        • all.json
      • cluster
        • all.json
      • compose
        • all.json
      • covariance
        • all.json
      • cross_decomposition
        • all.json
      • datasets
        • all.json
      • decomposition
        • all.json
      • developing_estimators
        • all.json
      • ensemble
        • all.json
      • exercises
        • all.json
      • feature_selection
        • all.json
      • gaussian_process
        • all.json
      • impute
        • all.json
      • inspection
        • all.json
      • kernel_approximation
        • all.json
      • linear_model
        • all.json
      • manifold
        • all.json
      • miscellaneous
        • all.json
      • mixture
        • all.json
      • model_selection
        • all.json
      • multiclass
        • all.json
      • multioutput
        • all.json
      • neighbors
        • all.json
      • neural_networks
        • all.json
      • preprocessing
        • all.json
      • release_highlights
        • all.json
      • semi_supervised
        • all.json
      • svm
        • all.json
      • text
        • all.json
      • tree
        • all.json
  • modules/generated
    • dbscan-function.html
    • fastica-function.html
    • oas-function.html
    • sklearn.base.BaseEstimator.html
    • sklearn.base.BiclusterMixin.html
    • sklearn.base.ClassNamePrefixFeaturesOutMixin.html
    • sklearn.base.ClassifierMixin.html
    • sklearn.base.ClusterMixin.html
    • sklearn.base.DensityMixin.html
    • sklearn.base.MetaEstimatorMixin.html
    • sklearn.base.OneToOneFeatureMixin.html
    • sklearn.base.OutlierMixin.html
    • sklearn.base.RegressorMixin.html
    • sklearn.base.TransformerMixin.html
    • sklearn.base.clone.html
    • sklearn.base.is_classifier.html
    • sklearn.base.is_regressor.html
    • sklearn.calibration.CalibratedClassifierCV.html
    • sklearn.calibration.CalibrationDisplay.html
    • sklearn.calibration.calibration_curve.html
    • sklearn.cluster.AffinityPropagation.html
    • sklearn.cluster.AgglomerativeClustering.html
    • sklearn.cluster.Birch.html
    • sklearn.cluster.BisectingKMeans.html
    • sklearn.cluster.DBSCAN.html
    • sklearn.cluster.FeatureAgglomeration.html
    • sklearn.cluster.HDBSCAN.html
    • sklearn.cluster.KMeans.html
    • sklearn.cluster.MeanShift.html
    • sklearn.cluster.MiniBatchKMeans.html
    • sklearn.cluster.OPTICS.html
    • sklearn.cluster.SpectralBiclustering.html
    • sklearn.cluster.SpectralClustering.html
    • sklearn.cluster.SpectralCoclustering.html
    • sklearn.cluster.affinity_propagation.html
    • sklearn.cluster.cluster_optics_dbscan.html
    • sklearn.cluster.cluster_optics_xi.html
    • sklearn.cluster.compute_optics_graph.html
    • sklearn.cluster.estimate_bandwidth.html
    • sklearn.cluster.k_means.html
    • sklearn.cluster.kmeans_plusplus.html
    • sklearn.cluster.mean_shift.html
    • sklearn.cluster.spectral_clustering.html
    • sklearn.cluster.ward_tree.html
    • sklearn.compose.ColumnTransformer.html
    • sklearn.compose.TransformedTargetRegressor.html
    • sklearn.compose.make_column_selector.html
    • sklearn.compose.make_column_transformer.html
    • sklearn.config_context.html
    • sklearn.covariance.EllipticEnvelope.html
    • sklearn.covariance.EmpiricalCovariance.html
    • sklearn.covariance.GraphicalLasso.html
    • sklearn.covariance.GraphicalLassoCV.html
    • sklearn.covariance.LedoitWolf.html
    • sklearn.covariance.MinCovDet.html
    • sklearn.covariance.OAS.html
    • sklearn.covariance.ShrunkCovariance.html
    • sklearn.covariance.empirical_covariance.html
    • sklearn.covariance.graphical_lasso.html
    • sklearn.covariance.ledoit_wolf.html
    • sklearn.covariance.ledoit_wolf_shrinkage.html
    • sklearn.covariance.shrunk_covariance.html
    • sklearn.cross_decomposition.CCA.html
    • sklearn.cross_decomposition.PLSCanonical.html
    • sklearn.cross_decomposition.PLSRegression.html
    • sklearn.cross_decomposition.PLSSVD.html
    • sklearn.datasets.clear_data_home.html
    • sklearn.datasets.dump_svmlight_file.html
    • sklearn.datasets.fetch_20newsgroups.html
    • sklearn.datasets.fetch_20newsgroups_vectorized.html
    • sklearn.datasets.fetch_california_housing.html
    • sklearn.datasets.fetch_covtype.html
    • sklearn.datasets.fetch_kddcup99.html
    • sklearn.datasets.fetch_lfw_pairs.html
    • sklearn.datasets.fetch_lfw_people.html
    • sklearn.datasets.fetch_olivetti_faces.html
    • sklearn.datasets.fetch_openml.html
    • sklearn.datasets.fetch_rcv1.html
    • sklearn.datasets.fetch_species_distributions.html
    • sklearn.datasets.get_data_home.html
    • sklearn.datasets.load_breast_cancer.html
    • sklearn.datasets.load_diabetes.html
    • sklearn.datasets.load_digits.html
    • sklearn.datasets.load_files.html
    • sklearn.datasets.load_iris.html
    • sklearn.datasets.load_linnerud.html
    • sklearn.datasets.load_sample_image.html
    • sklearn.datasets.load_sample_images.html
    • sklearn.datasets.load_svmlight_file.html
    • sklearn.datasets.load_svmlight_files.html
    • sklearn.datasets.load_wine.html
    • sklearn.datasets.make_biclusters.html
    • sklearn.datasets.make_blobs.html
    • sklearn.datasets.make_checkerboard.html
    • sklearn.datasets.make_circles.html
    • sklearn.datasets.make_classification.html
    • sklearn.datasets.make_friedman1.html
    • sklearn.datasets.make_friedman2.html
    • sklearn.datasets.make_friedman3.html
    • sklearn.datasets.make_gaussian_quantiles.html
    • sklearn.datasets.make_hastie_10_2.html
    • sklearn.datasets.make_low_rank_matrix.html
    • sklearn.datasets.make_moons.html
    • sklearn.datasets.make_multilabel_classification.html
    • sklearn.datasets.make_regression.html
    • sklearn.datasets.make_s_curve.html
    • sklearn.datasets.make_sparse_coded_signal.html
    • sklearn.datasets.make_sparse_spd_matrix.html
    • sklearn.datasets.make_sparse_uncorrelated.html
    • sklearn.datasets.make_spd_matrix.html
    • sklearn.datasets.make_swiss_roll.html
    • sklearn.decomposition.DictionaryLearning.html
    • sklearn.decomposition.FactorAnalysis.html
    • sklearn.decomposition.FastICA.html
    • sklearn.decomposition.IncrementalPCA.html
    • sklearn.decomposition.KernelPCA.html
    • sklearn.decomposition.LatentDirichletAllocation.html
    • sklearn.decomposition.MiniBatchDictionaryLearning.html
    • sklearn.decomposition.MiniBatchNMF.html
    • sklearn.decomposition.MiniBatchSparsePCA.html
    • sklearn.decomposition.NMF.html
    • sklearn.decomposition.PCA.html
    • sklearn.decomposition.SparseCoder.html
    • sklearn.decomposition.SparsePCA.html
    • sklearn.decomposition.TruncatedSVD.html
    • sklearn.decomposition.dict_learning.html
    • sklearn.decomposition.dict_learning_online.html
    • sklearn.decomposition.non_negative_factorization.html
    • sklearn.decomposition.sparse_encode.html
    • sklearn.discriminant_analysis.LinearDiscriminantAnalysis.html
    • sklearn.discriminant_analysis.QuadraticDiscriminantAnalysis.html
    • sklearn.dummy.DummyClassifier.html
    • sklearn.dummy.DummyRegressor.html
    • sklearn.ensemble.AdaBoostClassifier.html
    • sklearn.ensemble.AdaBoostRegressor.html
    • sklearn.ensemble.BaggingClassifier.html
    • sklearn.ensemble.BaggingRegressor.html
    • sklearn.ensemble.ExtraTreesClassifier.html
    • sklearn.ensemble.ExtraTreesRegressor.html
    • sklearn.ensemble.GradientBoostingClassifier.html
    • sklearn.ensemble.GradientBoostingRegressor.html
    • sklearn.ensemble.HistGradientBoostingClassifier.html
    • sklearn.ensemble.HistGradientBoostingRegressor.html
    • sklearn.ensemble.IsolationForest.html
    • sklearn.ensemble.RandomForestClassifier.html
    • sklearn.ensemble.RandomForestRegressor.html
    • sklearn.ensemble.RandomTreesEmbedding.html
    • sklearn.ensemble.StackingClassifier.html
    • sklearn.ensemble.StackingRegressor.html
    • sklearn.ensemble.VotingClassifier.html
    • sklearn.ensemble.VotingRegressor.html
    • sklearn.exceptions.ConvergenceWarning.html
    • sklearn.exceptions.DataConversionWarning.html
    • sklearn.exceptions.DataDimensionalityWarning.html
    • sklearn.exceptions.EfficiencyWarning.html
    • sklearn.exceptions.FitFailedWarning.html
    • sklearn.exceptions.InconsistentVersionWarning.html
    • sklearn.exceptions.NotFittedError.html
    • sklearn.exceptions.UndefinedMetricWarning.html
    • sklearn.feature_extraction.DictVectorizer.html
    • sklearn.feature_extraction.FeatureHasher.html
    • sklearn.feature_extraction.image.PatchExtractor.html
    • sklearn.feature_extraction.image.extract_patches_2d.html
    • sklearn.feature_extraction.image.grid_to_graph.html
    • sklearn.feature_extraction.image.img_to_graph.html
    • sklearn.feature_extraction.image.reconstruct_from_patches_2d.html
    • sklearn.feature_extraction.text.CountVectorizer.html
    • sklearn.feature_extraction.text.HashingVectorizer.html
    • sklearn.feature_extraction.text.TfidfTransformer.html
    • sklearn.feature_extraction.text.TfidfVectorizer.html
    • sklearn.feature_selection.GenericUnivariateSelect.html
    • sklearn.feature_selection.RFE.html
    • sklearn.feature_selection.RFECV.html
    • sklearn.feature_selection.SelectFdr.html
    • sklearn.feature_selection.SelectFpr.html
    • sklearn.feature_selection.SelectFromModel.html
    • sklearn.feature_selection.SelectFwe.html
    • sklearn.feature_selection.SelectKBest.html
    • sklearn.feature_selection.SelectPercentile.html
    • sklearn.feature_selection.SelectorMixin.html
    • sklearn.feature_selection.SequentialFeatureSelector.html
    • sklearn.feature_selection.VarianceThreshold.html
    • sklearn.feature_selection.chi2.html
    • sklearn.feature_selection.f_classif.html
    • sklearn.feature_selection.f_regression.html
    • sklearn.feature_selection.mutual_info_classif.html
    • sklearn.feature_selection.mutual_info_regression.html
    • sklearn.feature_selection.r_regression.html
    • sklearn.gaussian_process.GaussianProcessClassifier.html
    • sklearn.gaussian_process.GaussianProcessRegressor.html
    • sklearn.gaussian_process.kernels.CompoundKernel.html
    • sklearn.gaussian_process.kernels.ConstantKernel.html
    • sklearn.gaussian_process.kernels.DotProduct.html
    • sklearn.gaussian_process.kernels.ExpSineSquared.html
    • sklearn.gaussian_process.kernels.Exponentiation.html
    • sklearn.gaussian_process.kernels.Hyperparameter.html
    • sklearn.gaussian_process.kernels.Kernel.html
    • sklearn.gaussian_process.kernels.Matern.html
    • sklearn.gaussian_process.kernels.PairwiseKernel.html
    • sklearn.gaussian_process.kernels.Product.html
    • sklearn.gaussian_process.kernels.RBF.html
    • sklearn.gaussian_process.kernels.RationalQuadratic.html
    • sklearn.gaussian_process.kernels.Sum.html
    • sklearn.gaussian_process.kernels.WhiteKernel.html
    • sklearn.get_config.html
    • sklearn.impute.IterativeImputer.html
    • sklearn.impute.KNNImputer.html
    • sklearn.impute.MissingIndicator.html
    • sklearn.impute.SimpleImputer.html
    • sklearn.inspection.DecisionBoundaryDisplay.html
    • sklearn.inspection.PartialDependenceDisplay.html
    • sklearn.inspection.partial_dependence.html
    • sklearn.inspection.permutation_importance.html
    • sklearn.isotonic.IsotonicRegression.html
    • sklearn.isotonic.check_increasing.html
    • sklearn.isotonic.isotonic_regression.html
    • sklearn.kernel_approximation.AdditiveChi2Sampler.html
    • sklearn.kernel_approximation.Nystroem.html
    • sklearn.kernel_approximation.PolynomialCountSketch.html
    • sklearn.kernel_approximation.RBFSampler.html
    • sklearn.kernel_approximation.SkewedChi2Sampler.html
    • sklearn.kernel_ridge.KernelRidge.html
    • sklearn.linear_model.ARDRegression.html
    • sklearn.linear_model.BayesianRidge.html
    • sklearn.linear_model.ElasticNet.html
    • sklearn.linear_model.ElasticNetCV.html
    • sklearn.linear_model.GammaRegressor.html
    • sklearn.linear_model.HuberRegressor.html
    • sklearn.linear_model.Lars.html
    • sklearn.linear_model.LarsCV.html
    • sklearn.linear_model.Lasso.html
    • sklearn.linear_model.LassoCV.html
    • sklearn.linear_model.LassoLars.html
    • sklearn.linear_model.LassoLarsCV.html
    • sklearn.linear_model.LassoLarsIC.html
    • sklearn.linear_model.LinearRegression.html
    • sklearn.linear_model.LogisticRegression.html
    • sklearn.linear_model.LogisticRegressionCV.html
    • sklearn.linear_model.MultiTaskElasticNet.html
    • sklearn.linear_model.MultiTaskElasticNetCV.html
    • sklearn.linear_model.MultiTaskLasso.html
    • sklearn.linear_model.MultiTaskLassoCV.html
    • sklearn.linear_model.OrthogonalMatchingPursuit.html
    • sklearn.linear_model.OrthogonalMatchingPursuitCV.html
    • sklearn.linear_model.PassiveAggressiveClassifier.html
    • sklearn.linear_model.PassiveAggressiveRegressor.html
    • sklearn.linear_model.Perceptron.html
    • sklearn.linear_model.PoissonRegressor.html
    • sklearn.linear_model.QuantileRegressor.html
    • sklearn.linear_model.RANSACRegressor.html
    • sklearn.linear_model.Ridge.html
    • sklearn.linear_model.RidgeCV.html
    • sklearn.linear_model.RidgeClassifier.html
    • sklearn.linear_model.RidgeClassifierCV.html
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