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    • auto_examples_jupyter.zip
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    • iris.png
    • sphx_glr_column_transformer_thumb.png
    • sphx_glr_grid_search_text_feature_extraction_thumb.png
    • sphx_glr_plot_adaboost_hastie_10_2_thumb.png
    • sphx_glr_plot_adaboost_multiclass_thumb.png
    • sphx_glr_plot_adaboost_regression_thumb.png
    • sphx_glr_plot_adaboost_twoclass_001_carousel.png
    • sphx_glr_plot_adaboost_twoclass_thumb.png
    • sphx_glr_plot_adjusted_for_chance_measures_thumb.png
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    • sphx_glr_plot_agglomerative_clustering_001.png
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    • sphx_glr_plot_agglomerative_clustering_002.png
    • sphx_glr_plot_agglomerative_clustering_0021.png
    • sphx_glr_plot_agglomerative_clustering_003.png
    • sphx_glr_plot_agglomerative_clustering_0031.png
    • sphx_glr_plot_agglomerative_clustering_004.png
    • sphx_glr_plot_agglomerative_clustering_0041.png
    • sphx_glr_plot_agglomerative_clustering_metrics_thumb.png
    • sphx_glr_plot_agglomerative_clustering_thumb.png
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    • sphx_glr_plot_ard_001.png
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    • sphx_glr_plot_ard_thumb.png
    • sphx_glr_plot_bayesian_ridge_001.png
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    • sphx_glr_plot_bayesian_ridge_thumb.png
    • sphx_glr_plot_beta_divergence_thumb.png
    • sphx_glr_plot_bias_variance_thumb.png
    • sphx_glr_plot_bicluster_newsgroups_thumb.png
    • sphx_glr_plot_birch_vs_minibatchkmeans_thumb.png
    • sphx_glr_plot_calibration_curve_thumb.png
    • sphx_glr_plot_calibration_multiclass_thumb.png
    • sphx_glr_plot_calibration_thumb.png
    • sphx_glr_plot_classification_probability_thumb.png
    • sphx_glr_plot_classification_thumb.png
    • sphx_glr_plot_classifier_chain_yeast_thumb.png
    • sphx_glr_plot_classifier_comparison_001_carousel.png
    • sphx_glr_plot_classifier_comparison_thumb.png
    • sphx_glr_plot_cluster_comparison_001.png
    • sphx_glr_plot_cluster_comparison_0011.png
    • sphx_glr_plot_cluster_comparison_thumb.png
    • sphx_glr_plot_cluster_iris_thumb.png
    • sphx_glr_plot_coin_segmentation_001.png
    • sphx_glr_plot_coin_segmentation_0011.png
    • sphx_glr_plot_coin_segmentation_002.png
    • sphx_glr_plot_coin_segmentation_0021.png
    • sphx_glr_plot_coin_segmentation_thumb.png
    • sphx_glr_plot_coin_ward_segmentation_thumb.png
    • sphx_glr_plot_color_quantization_thumb.png
    • sphx_glr_plot_compare_calibration_thumb.png
    • sphx_glr_plot_compare_cross_decomposition_thumb.png
    • sphx_glr_plot_compare_gpr_krr_thumb.png
    • sphx_glr_plot_compare_methods_001.png
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    • sphx_glr_plot_compare_methods_001_carousel.png
    • sphx_glr_plot_compare_methods_thumb.png
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    • sphx_glr_plot_compare_reduction_001.png
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    • sphx_glr_plot_custom_kernel_thumb.png
    • sphx_glr_plot_cv_diabetes_thumb.png
    • sphx_glr_plot_cv_digits_thumb.png
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    • sphx_glr_plot_dbscan_thumb.png
    • sphx_glr_plot_dict_face_patches_001.png
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    • sphx_glr_plot_digits_agglomeration_thumb.png
    • sphx_glr_plot_digits_classification_exercise_thumb.png
    • sphx_glr_plot_digits_classification_thumb.png
    • sphx_glr_plot_digits_kde_sampling_thumb.png
    • sphx_glr_plot_digits_last_image_thumb.png
    • sphx_glr_plot_digits_linkage_thumb.png
    • sphx_glr_plot_digits_pipe_thumb.png
    • sphx_glr_plot_document_classification_20newsgroups_001.png
    • sphx_glr_plot_document_classification_20newsgroups_thumb.png
    • sphx_glr_plot_document_clustering_thumb.png
    • sphx_glr_plot_ensemble_oob_thumb.png
    • sphx_glr_plot_f_test_vs_mi_thumb.png
    • sphx_glr_plot_face_compress_thumb.png
    • sphx_glr_plot_face_recognition_002.png
    • sphx_glr_plot_face_recognition_thumb.png
    • sphx_glr_plot_faces_decomposition_002.png
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    • sphx_glr_plot_forest_importances_faces_thumb.png
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    • sphx_glr_plot_gpr_co2_001.png
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    • sphx_glr_plot_iris_thumb1.png
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    • sphx_glr_plot_johnson_lindenstrauss_bound_008.png
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    • sphx_glr_plot_kde_1d_thumb.png
    • sphx_glr_plot_kernel_approximation_001.png
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    • sphx_glr_plot_kernel_pca_thumb.png
    • sphx_glr_plot_kernel_pca_thumb1.png
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    • sphx_glr_plot_kmeans_assumptions_thumb.png
    • sphx_glr_plot_kmeans_digits_thumb.png
    • sphx_glr_plot_kmeans_silhouette_analysis_thumb.png
    • sphx_glr_plot_kmeans_stability_low_dim_dense_thumb.png
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    • sphx_glr_plot_label_propagation_digits_thumb.png
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    • sphx_glr_plot_label_propagation_versus_svm_iris_thumb.png
    • sphx_glr_plot_lasso_and_elasticnet_thumb.png
    • sphx_glr_plot_lasso_coordinate_descent_path_thumb.png
    • sphx_glr_plot_lasso_dense_vs_sparse_data_thumb.png
    • sphx_glr_plot_lasso_lars_thumb.png
    • sphx_glr_plot_lasso_model_selection_001.png
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    • sphx_glr_plot_lasso_model_selection_0031.png
    • sphx_glr_plot_lasso_model_selection_thumb.png
    • sphx_glr_plot_lda_qda_thumb.png
    • sphx_glr_plot_lda_thumb.png
    • sphx_glr_plot_learning_curve_thumb.png
    • sphx_glr_plot_linkage_comparison_001.png
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    • sphx_glr_plot_lle_digits_005.png
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    • sphx_glr_plot_lle_digits_0131.png
    • sphx_glr_plot_lle_digits_thumb.png
    • sphx_glr_plot_lof_thumb.png
    • sphx_glr_plot_logistic_l1_l2_sparsity_thumb.png
    • sphx_glr_plot_logistic_multinomial_thumb.png
    • sphx_glr_plot_logistic_path_thumb.png
    • sphx_glr_plot_logistic_thumb.png
    • sphx_glr_plot_lw_vs_oas_thumb.png
    • sphx_glr_plot_mahalanobis_distances_thumb.png
    • sphx_glr_plot_manifold_sphere_001.png
    • sphx_glr_plot_manifold_sphere_thumb.png
    • sphx_glr_plot_mds_thumb.png
    • sphx_glr_plot_mean_shift_thumb.png
    • sphx_glr_plot_mini_batch_kmeans_001.png
    • sphx_glr_plot_mini_batch_kmeans_0011.png
    • sphx_glr_plot_mini_batch_kmeans_thumb.png
    • sphx_glr_plot_missing_values_thumb.png
    • sphx_glr_plot_mlp_alpha_thumb.png
    • sphx_glr_plot_mlp_training_curves_thumb.png
    • sphx_glr_plot_mnist_filters_thumb.png
    • sphx_glr_plot_model_complexity_influence_001.png
    • sphx_glr_plot_model_complexity_influence_0011.png
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    • sphx_glr_plot_model_complexity_influence_003.png
    • sphx_glr_plot_model_complexity_influence_0031.png
    • sphx_glr_plot_model_complexity_influence_thumb.png
    • sphx_glr_plot_multi_metric_evaluation_thumb.png
    • sphx_glr_plot_multi_task_lasso_support_thumb.png
    • sphx_glr_plot_multilabel_thumb.png
    • sphx_glr_plot_multioutput_face_completion_thumb.png
    • sphx_glr_plot_nearest_centroid_thumb.png
    • sphx_glr_plot_nested_cross_validation_iris_thumb.png
    • sphx_glr_plot_ols_3d_thumb.png
    • sphx_glr_plot_ols_ridge_variance_thumb.png
    • sphx_glr_plot_ols_thumb.png
    • sphx_glr_plot_omp_thumb.png
    • sphx_glr_plot_omp_thumb1.png
    • sphx_glr_plot_oneclass_thumb.png
    • sphx_glr_plot_out_of_core_classification_001.png
    • sphx_glr_plot_out_of_core_classification_0011.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_0031.png
    • sphx_glr_plot_out_of_core_classification_004.png
    • sphx_glr_plot_out_of_core_classification_0041.png
    • sphx_glr_plot_out_of_core_classification_thumb.png
    • sphx_glr_plot_outlier_detection_003_carousel.png
    • sphx_glr_plot_outlier_detection_housing_thumb.png
    • sphx_glr_plot_outlier_detection_thumb.png
    • sphx_glr_plot_partial_dependence_thumb.png
    • sphx_glr_plot_pca_3d_thumb.png
    • sphx_glr_plot_pca_iris_thumb.png
    • sphx_glr_plot_pca_vs_fa_model_selection_thumb.png
    • sphx_glr_plot_pca_vs_lda_thumb.png
    • sphx_glr_plot_permutation_test_for_classification_thumb.png
    • sphx_glr_plot_polynomial_interpolation_thumb.png
    • sphx_glr_plot_power_transformer_thumb.png
    • sphx_glr_plot_precision_recall_thumb.png
    • sphx_glr_plot_prediction_latency_001.png
    • sphx_glr_plot_prediction_latency_0011.png
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    • sphx_glr_plot_prediction_latency_0031.png
    • sphx_glr_plot_prediction_latency_004.png
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    • sphx_glr_plot_random_dataset_thumb.png
    • sphx_glr_plot_random_forest_embedding_thumb.png
    • sphx_glr_plot_random_forest_regression_multioutput_thumb.png
    • sphx_glr_plot_random_multilabel_dataset_thumb.png
    • sphx_glr_plot_randomized_search_thumb.png
    • sphx_glr_plot_ransac_thumb.png
    • sphx_glr_plot_rbf_parameters_thumb.png
    • sphx_glr_plot_rbm_logistic_classification_thumb.png
    • sphx_glr_plot_regression_thumb.png
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    • sphx_glr_plot_robust_vs_empirical_covariance_thumb.png
    • sphx_glr_plot_roc_crossval_thumb.png
    • sphx_glr_plot_roc_thumb.png
    • sphx_glr_plot_scaling_importance_thumb.png
    • sphx_glr_plot_segmentation_toy_thumb.png
    • sphx_glr_plot_select_from_model_boston_thumb.png
    • sphx_glr_plot_separating_hyperplane_thumb.png
    • sphx_glr_plot_separating_hyperplane_unbalanced_thumb.png
    • sphx_glr_plot_sgd_comparison_thumb.png
    • sphx_glr_plot_sgd_iris_thumb.png
    • sphx_glr_plot_sgd_loss_functions_thumb.png
    • sphx_glr_plot_sgd_penalties_thumb.png
    • sphx_glr_plot_sgd_separating_hyperplane_thumb.png
    • sphx_glr_plot_sgd_weighted_samples_thumb.png
    • sphx_glr_plot_sparse_coding_001.png
    • sphx_glr_plot_sparse_coding_thumb.png
    • sphx_glr_plot_sparse_cov_thumb.png
    • sphx_glr_plot_sparse_logistic_regression_20newsgroups_001.png
    • sphx_glr_plot_sparse_logistic_regression_20newsgroups_thumb.png
    • sphx_glr_plot_sparse_logistic_regression_mnist_thumb.png
    • sphx_glr_plot_species_distribution_modeling_thumb.png
    • sphx_glr_plot_species_kde_thumb.png
    • sphx_glr_plot_spectral_biclustering_thumb.png
    • sphx_glr_plot_spectral_coclustering_thumb.png
    • sphx_glr_plot_stock_market_thumb.png
    • sphx_glr_plot_svm_anova_thumb.png
    • sphx_glr_plot_svm_kernels_thumb.png
    • sphx_glr_plot_svm_margin_thumb.png
    • sphx_glr_plot_svm_nonlinear_thumb.png
    • sphx_glr_plot_svm_regression_thumb.png
    • sphx_glr_plot_svm_scale_c_thumb.png
    • sphx_glr_plot_swissroll_001.png
    • sphx_glr_plot_swissroll_thumb.png
    • sphx_glr_plot_t_sne_perplexity_thumb.png
    • sphx_glr_plot_theilsen_001.png
    • sphx_glr_plot_theilsen_0011.png
    • sphx_glr_plot_theilsen_002.png
    • sphx_glr_plot_theilsen_thumb.png
    • sphx_glr_plot_tomography_l1_reconstruction_001.png
    • sphx_glr_plot_tomography_l1_reconstruction_thumb.png
    • sphx_glr_plot_topics_extraction_with_nmf_lda_thumb.png
    • sphx_glr_plot_train_error_vs_test_error_thumb.png
    • sphx_glr_plot_transformed_target_thumb.png
    • sphx_glr_plot_tree_regression_multioutput_thumb.png
    • sphx_glr_plot_tree_regression_thumb.png
    • sphx_glr_plot_underfitting_overfitting_thumb.png
    • sphx_glr_plot_unveil_tree_structure_thumb.png
    • sphx_glr_plot_validation_curve_thumb.png
    • sphx_glr_plot_voting_decision_regions_thumb.png
    • sphx_glr_plot_voting_probas_thumb.png
    • sphx_glr_plot_ward_structured_vs_unstructured_thumb.png
    • sphx_glr_plot_weighted_samples_thumb.png
    • sphx_glr_svm_gui_thumb.png
    • sphx_glr_wikipedia_principal_eigenvector_thumb.png
  • _sources
    • auto_examples
      • applications
        • plot_face_recognition.rst.txt
        • plot_model_complexity_influence.rst.txt
        • plot_out_of_core_classification.rst.txt
        • plot_outlier_detection_housing.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
        • svm_gui.rst.txt
        • wikipedia_principal_eigenvector.rst.txt
      • bicluster
        • plot_bicluster_newsgroups.rst.txt
        • plot_spectral_biclustering.rst.txt
        • plot_spectral_coclustering.rst.txt
      • calibration
        • plot_calibration.rst.txt
        • plot_calibration_curve.rst.txt
        • plot_calibration_multiclass.rst.txt
        • plot_compare_calibration.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
      • 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_birch_vs_minibatchkmeans.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_kmeans_assumptions.rst.txt
        • plot_kmeans_digits.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_segmentation_toy.rst.txt
        • plot_ward_structured_vs_unstructured.rst.txt
      • column_transformer.rst.txt
      • covariance
        • plot_covariance_estimation.rst.txt
        • plot_lw_vs_oas.rst.txt
        • plot_mahalanobis_distances.rst.txt
        • plot_outlier_detection.rst.txt
        • plot_robust_vs_empirical_covariance.rst.txt
        • plot_sparse_cov.rst.txt
      • cross_decomposition
        • plot_compare_cross_decomposition.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
      • decomposition
        • plot_beta_divergence.rst.txt
        • 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_kernel_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
      • ensemble
        • plot_adaboost_hastie_10_2.rst.txt
        • 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_importances.rst.txt
        • plot_forest_importances_faces.rst.txt
        • plot_forest_iris.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_partial_dependence.rst.txt
        • plot_random_forest_embedding.rst.txt
        • plot_random_forest_regression_multioutput.rst.txt
        • plot_voting_decision_regions.rst.txt
        • plot_voting_probas.rst.txt
      • exercises
        • plot_cv_diabetes.rst.txt
        • plot_cv_digits.rst.txt
        • plot_digits_classification_exercise.rst.txt
        • plot_iris_exercise.rst.txt
      • feature_selection
        • plot_f_test_vs_mi.rst.txt
        • plot_feature_selection.rst.txt
        • plot_feature_selection_pipeline.rst.txt
        • plot_permutation_test_for_classification.rst.txt
        • plot_rfe_digits.rst.txt
        • plot_rfe_with_cross_validation.rst.txt
        • plot_select_from_model_boston.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_prior_posterior.rst.txt
      • index.rst.txt
      • linear_model
        • plot_ard.rst.txt
        • plot_bayesian_ridge.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_logistic_multinomial.rst.txt
        • plot_logistic_path.rst.txt
        • plot_multi_task_lasso_support.rst.txt
        • plot_ols.rst.txt
        • plot_ols_3d.rst.txt
        • plot_ols_ridge_variance.rst.txt
        • plot_omp.rst.txt
        • plot_polynomial_interpolation.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_iris.rst.txt
        • plot_sgd_loss_functions.rst.txt
        • plot_sgd_penalties.rst.txt
        • plot_sgd_separating_hyperplane.rst.txt
        • plot_sgd_weighted_samples.rst.txt
        • plot_sparse_logistic_regression_20newsgroups.rst.txt
        • plot_sparse_logistic_regression_mnist.rst.txt
        • plot_theilsen.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
      • mixture
        • plot_concentration_prior.rst.txt
        • plot_gmm.rst.txt
        • plot_gmm_covariances.rst.txt
        • plot_gmm_pdf.rst.txt
        • plot_gmm_selection.rst.txt
        • plot_gmm_sin.rst.txt
      • model_selection
        • grid_search_text_feature_extraction.rst.txt
        • plot_confusion_matrix.rst.txt
        • plot_cv_predict.rst.txt
        • plot_grid_search_digits.rst.txt
        • plot_learning_curve.rst.txt
        • plot_multi_metric_evaluation.rst.txt
        • plot_nested_cross_validation_iris.rst.txt
        • plot_precision_recall.rst.txt
        • plot_randomized_search.rst.txt
        • plot_roc.rst.txt
        • plot_roc_crossval.rst.txt
        • plot_train_error_vs_test_error.rst.txt
        • plot_underfitting_overfitting.rst.txt
        • plot_validation_curve.rst.txt
      • multioutput
        • plot_classifier_chain_yeast.rst.txt
      • neighbors
        • plot_classification.rst.txt
        • plot_digits_kde_sampling.rst.txt
        • plot_kde_1d.rst.txt
        • plot_lof.rst.txt
        • plot_nearest_centroid.rst.txt
        • plot_regression.rst.txt
        • plot_species_kde.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
      • plot_anomaly_comparison.rst.txt
      • plot_compare_reduction.rst.txt
      • plot_digits_pipe.rst.txt
      • plot_feature_stacker.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_missing_values.rst.txt
      • plot_multilabel.rst.txt
      • plot_multioutput_face_completion.rst.txt
      • preprocessing
        • plot_all_scaling.rst.txt
        • plot_function_transformer.rst.txt
        • plot_power_transformer.rst.txt
        • plot_scaling_importance.rst.txt
        • plot_transformed_target.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_label_propagation_versus_svm_iris.rst.txt
      • svm
        • plot_custom_kernel.rst.txt
        • plot_iris.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_weighted_samples.rst.txt
      • text
        • plot_document_classification_20newsgroups.rst.txt
        • plot_document_clustering.rst.txt
        • plot_hashing_vs_dict_vectorizer.rst.txt
      • tree
        • plot_iris.rst.txt
        • plot_tree_regression.rst.txt
        • plot_tree_regression_multioutput.rst.txt
        • plot_unveil_tree_structure.rst.txt
    • whats_new
      • v0.20.rst.txt
  • _static
    • gallery.css
  • auto_examples
    • applications
      • plot_face_recognition.html
      • plot_model_complexity_influence.html
      • plot_out_of_core_classification.html
      • plot_outlier_detection_housing.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
      • svm_gui.html
      • wikipedia_principal_eigenvector.html
    • bicluster
      • plot_bicluster_newsgroups.html
      • plot_spectral_biclustering.html
      • plot_spectral_coclustering.html
    • calibration
      • plot_calibration.html
      • plot_calibration_curve.html
      • plot_calibration_multiclass.html
      • plot_compare_calibration.html
    • classification
      • plot_classification_probability.html
      • plot_classifier_comparison.html
      • plot_digits_classification.html
      • plot_lda.html
      • plot_lda_qda.html
    • cluster
      • plot_adjusted_for_chance_measures.html
      • plot_affinity_propagation.html
      • plot_agglomerative_clustering.html
      • plot_agglomerative_clustering_metrics.html
      • plot_birch_vs_minibatchkmeans.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_kmeans_assumptions.html
      • plot_kmeans_digits.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_segmentation_toy.html
      • plot_ward_structured_vs_unstructured.html
    • column_transformer.html
    • covariance
      • plot_covariance_estimation.html
      • plot_lw_vs_oas.html
      • plot_mahalanobis_distances.html
      • plot_outlier_detection.html
      • plot_robust_vs_empirical_covariance.html
      • plot_sparse_cov.html
    • cross_decomposition
      • plot_compare_cross_decomposition.html
    • datasets
      • plot_digits_last_image.html
      • plot_iris_dataset.html
      • plot_random_dataset.html
      • plot_random_multilabel_dataset.html
    • decomposition
      • plot_beta_divergence.html
      • plot_faces_decomposition.html
      • plot_ica_blind_source_separation.html
      • plot_ica_vs_pca.html
      • plot_image_denoising.html
      • plot_incremental_pca.html
      • plot_kernel_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
    • ensemble
      • plot_adaboost_hastie_10_2.html
      • 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_importances.html
      • plot_forest_importances_faces.html
      • plot_forest_iris.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_partial_dependence.html
      • plot_random_forest_embedding.html
      • plot_random_forest_regression_multioutput.html
      • plot_voting_decision_regions.html
      • plot_voting_probas.html
    • exercises
      • plot_cv_diabetes.html
      • plot_cv_digits.html
      • plot_digits_classification_exercise.html
      • plot_iris_exercise.html
    • feature_selection
      • plot_f_test_vs_mi.html
      • plot_feature_selection.html
      • plot_feature_selection_pipeline.html
      • plot_permutation_test_for_classification.html
      • plot_rfe_digits.html
      • plot_rfe_with_cross_validation.html
      • plot_select_from_model_boston.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_prior_posterior.html
    • index.html
    • linear_model
      • plot_ard.html
      • plot_bayesian_ridge.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_logistic_multinomial.html
      • plot_logistic_path.html
      • plot_multi_task_lasso_support.html
      • plot_ols.html
      • plot_ols_3d.html
      • plot_ols_ridge_variance.html
      • plot_omp.html
      • plot_polynomial_interpolation.html
      • plot_ransac.html
      • plot_ridge_coeffs.html
      • plot_ridge_path.html
      • plot_robust_fit.html
      • plot_sgd_comparison.html
      • plot_sgd_iris.html
      • plot_sgd_loss_functions.html
      • plot_sgd_penalties.html
      • plot_sgd_separating_hyperplane.html
      • plot_sgd_weighted_samples.html
      • plot_sparse_logistic_regression_20newsgroups.html
      • plot_sparse_logistic_regression_mnist.html
      • plot_theilsen.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
    • mixture
      • plot_concentration_prior.html
      • plot_gmm.html
      • plot_gmm_covariances.html
      • plot_gmm_pdf.html
      • plot_gmm_selection.html
      • plot_gmm_sin.html
    • model_selection
      • grid_search_text_feature_extraction.html
      • plot_confusion_matrix.html
      • plot_cv_predict.html
      • plot_grid_search_digits.html
      • plot_learning_curve.html
      • plot_multi_metric_evaluation.html
      • plot_nested_cross_validation_iris.html
      • plot_precision_recall.html
      • plot_randomized_search.html
      • plot_roc.html
      • plot_roc_crossval.html
      • plot_train_error_vs_test_error.html
      • plot_underfitting_overfitting.html
      • plot_validation_curve.html
    • multioutput
      • plot_classifier_chain_yeast.html
    • neighbors
      • plot_classification.html
      • plot_digits_kde_sampling.html
      • plot_kde_1d.html
      • plot_lof.html
      • plot_nearest_centroid.html
      • plot_regression.html
      • plot_species_kde.html
    • neural_networks
      • plot_mlp_alpha.html
      • plot_mlp_training_curves.html
      • plot_mnist_filters.html
      • plot_rbm_logistic_classification.html
    • plot_anomaly_comparison.html
    • plot_compare_reduction.html
    • plot_digits_pipe.html
    • plot_feature_stacker.html
    • plot_isotonic_regression.html
    • plot_johnson_lindenstrauss_bound.html
    • plot_kernel_approximation.html
    • plot_kernel_ridge_regression.html
    • plot_missing_values.html
    • plot_multilabel.html
    • plot_multioutput_face_completion.html
    • preprocessing
      • plot_all_scaling.html
      • plot_function_transformer.html
      • plot_power_transformer.html
      • plot_scaling_importance.html
      • plot_transformed_target.html
    • semi_supervised
      • plot_label_propagation_digits.html
      • plot_label_propagation_digits_active_learning.html
      • plot_label_propagation_structure.html
      • plot_label_propagation_versus_svm_iris.html
    • svm
      • plot_custom_kernel.html
      • plot_iris.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_weighted_samples.html
    • text
      • plot_document_classification_20newsgroups.html
      • plot_document_clustering.html
      • plot_hashing_vs_dict_vectorizer.html
    • tree
      • plot_iris.html
      • plot_tree_regression.html
      • plot_tree_regression_multioutput.html
      • plot_unveil_tree_structure.html
  • modules/generated
    • sklearn.base.BaseEstimator.html
    • sklearn.base.BiclusterMixin.html
    • sklearn.base.ClassifierMixin.html
    • sklearn.base.ClusterMixin.html
    • sklearn.base.DensityMixin.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.calibration_curve.html
    • sklearn.cluster.AffinityPropagation.html
    • sklearn.cluster.AgglomerativeClustering.html
    • sklearn.cluster.Birch.html
    • sklearn.cluster.DBSCAN.html
    • sklearn.cluster.FeatureAgglomeration.html
    • sklearn.cluster.KMeans.html
    • sklearn.cluster.MeanShift.html
    • sklearn.cluster.MiniBatchKMeans.html
    • sklearn.cluster.SpectralClustering.html
    • sklearn.cluster.affinity_propagation.html
    • sklearn.cluster.bicluster.SpectralBiclustering.html
    • sklearn.cluster.bicluster.SpectralCoclustering.html
    • sklearn.cluster.dbscan.html
    • sklearn.cluster.estimate_bandwidth.html
    • sklearn.cluster.k_means.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_transformer.html
    • sklearn.config_context.html
    • sklearn.covariance.EllipticEnvelope.html
    • sklearn.covariance.EmpiricalCovariance.html
    • sklearn.covariance.GraphLasso.html
    • sklearn.covariance.GraphLassoCV.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.graph_lasso.html
    • sklearn.covariance.graphical_lasso.html
    • sklearn.covariance.ledoit_wolf.html
    • sklearn.covariance.oas.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.cross_validation.KFold.html
    • sklearn.cross_validation.LabelKFold.html
    • sklearn.cross_validation.LabelShuffleSplit.html
    • sklearn.cross_validation.LeaveOneLabelOut.html
    • sklearn.cross_validation.LeaveOneOut.html
    • sklearn.cross_validation.LeavePLabelOut.html
    • sklearn.cross_validation.LeavePOut.html
    • sklearn.cross_validation.PredefinedSplit.html
    • sklearn.cross_validation.ShuffleSplit.html
    • sklearn.cross_validation.StratifiedKFold.html
    • sklearn.cross_validation.StratifiedShuffleSplit.html
    • sklearn.cross_validation.check_cv.html
    • sklearn.cross_validation.cross_val_predict.html
    • sklearn.cross_validation.cross_val_score.html
    • sklearn.cross_validation.permutation_test_score.html
    • sklearn.cross_validation.train_test_split.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_mldata.html
    • sklearn.datasets.fetch_olivetti_faces.html
    • sklearn.datasets.fetch_rcv1.html
    • sklearn.datasets.fetch_species_distributions.html
    • sklearn.datasets.get_data_home.html
    • sklearn.datasets.load_boston.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_mlcomp.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
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