Mercurial > repos > bgruening > sklearn_clf_metrics
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planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 49522db5f2dc8a571af49e3f38e80c22571068f4
| author | bgruening |
|---|---|
| date | Tue, 09 Jul 2019 19:36:00 -0400 |
| parents | 9bf11bbeccc3 |
| children |
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{ "SK_NAMES": [ "sklearn._ASSUME_FINITE", "sklearn._isotonic._inplace_contiguous_isotonic_regression", "sklearn._isotonic._make_unique", "sklearn.base.BaseEstimator", "sklearn.base.BiclusterMixin", "sklearn.base.ClassifierMixin", "sklearn.base.ClusterMixin", "sklearn.base.DensityMixin", "sklearn.base.MetaEstimatorMixin", "sklearn.base.RegressorMixin", "sklearn.base.TransformerMixin", "sklearn.base._first_and_last_element", "sklearn.base._pprint", "sklearn.base.clone", "sklearn.base.is_classifier", "sklearn.base.is_regressor", "sklearn.clone", "sklearn.cluster.AffinityPropagation", "sklearn.cluster.AgglomerativeClustering", "sklearn.cluster.Birch", "sklearn.cluster.DBSCAN", "sklearn.cluster.FeatureAgglomeration", "sklearn.cluster.KMeans", "sklearn.cluster.MeanShift", "sklearn.cluster.MiniBatchKMeans", "sklearn.cluster.SpectralBiclustering", "sklearn.cluster.SpectralClustering", "sklearn.cluster.SpectralCoclustering", "sklearn.cluster._dbscan_inner.dbscan_inner", "sklearn.cluster._feature_agglomeration.AgglomerationTransform", "sklearn.cluster._hierarchical.WeightedEdge", "sklearn.cluster._hierarchical._get_parents", "sklearn.cluster._hierarchical._hc_get_descendent", "sklearn.cluster._hierarchical.average_merge", "sklearn.cluster._hierarchical.compute_ward_dist", "sklearn.cluster._hierarchical.hc_get_heads", "sklearn.cluster._hierarchical.max_merge", "sklearn.cluster._k_means._assign_labels_array", "sklearn.cluster._k_means._assign_labels_csr", "sklearn.cluster._k_means._centers_dense", "sklearn.cluster._k_means._centers_sparse", "sklearn.cluster._k_means._mini_batch_update_csr", "sklearn.cluster._k_means_elkan.k_means_elkan", "sklearn.cluster.affinity_propagation", "sklearn.cluster.affinity_propagation_.AffinityPropagation", "sklearn.cluster.affinity_propagation_.affinity_propagation", "sklearn.cluster.bicluster.BaseSpectral", "sklearn.cluster.bicluster.SpectralBiclustering", "sklearn.cluster.bicluster.SpectralCoclustering", "sklearn.cluster.bicluster._bistochastic_normalize", "sklearn.cluster.bicluster._log_normalize", "sklearn.cluster.bicluster._scale_normalize", "sklearn.cluster.birch.Birch", "sklearn.cluster.birch._CFNode", "sklearn.cluster.birch._CFSubcluster", "sklearn.cluster.birch._iterate_sparse_X", "sklearn.cluster.birch._split_node", "sklearn.cluster.dbscan", "sklearn.cluster.dbscan_.DBSCAN", "sklearn.cluster.dbscan_.dbscan", "sklearn.cluster.estimate_bandwidth", "sklearn.cluster.get_bin_seeds", "sklearn.cluster.hierarchical.AgglomerativeClustering", "sklearn.cluster.hierarchical.FeatureAgglomeration", "sklearn.cluster.hierarchical._TREE_BUILDERS", "sklearn.cluster.hierarchical._average_linkage", "sklearn.cluster.hierarchical._complete_linkage", "sklearn.cluster.hierarchical._fix_connectivity", "sklearn.cluster.hierarchical._hc_cut", "sklearn.cluster.hierarchical.linkage_tree", "sklearn.cluster.hierarchical.ward_tree", "sklearn.cluster.k_means", "sklearn.cluster.k_means_.FLOAT_DTYPES", 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"sklearn.linear_model.RandomizedLasso", "sklearn.linear_model.RandomizedLogisticRegression", "sklearn.linear_model.Ridge", "sklearn.linear_model.RidgeCV", "sklearn.linear_model.RidgeClassifier", "sklearn.linear_model.RidgeClassifierCV", "sklearn.linear_model.SGDClassifier", "sklearn.linear_model.SGDRegressor", "sklearn.linear_model.SquaredLoss", "sklearn.linear_model.TheilSenRegressor", "sklearn.linear_model.base.FLOAT_DTYPES", "sklearn.linear_model.base.LinearClassifierMixin", "sklearn.linear_model.base.LinearModel", "sklearn.linear_model.base.LinearRegression", "sklearn.linear_model.base.SPARSE_INTERCEPT_DECAY", "sklearn.linear_model.base.SparseCoefMixin", "sklearn.linear_model.base._pre_fit", "sklearn.linear_model.base._preprocess_data", "sklearn.linear_model.base._rescale_data", "sklearn.linear_model.base.center_data", "sklearn.linear_model.base.make_dataset", "sklearn.linear_model.base.sparse_center_data", "sklearn.linear_model.bayes.ARDRegression", "sklearn.linear_model.bayes.BayesianRidge", "sklearn.linear_model.cd_fast.enet_coordinate_descent", "sklearn.linear_model.cd_fast.enet_coordinate_descent_gram", "sklearn.linear_model.cd_fast.enet_coordinate_descent_multi_task", "sklearn.linear_model.cd_fast.sparse_enet_coordinate_descent", "sklearn.linear_model.coordinate_descent.ElasticNet", "sklearn.linear_model.coordinate_descent.ElasticNetCV", "sklearn.linear_model.coordinate_descent.Lasso", "sklearn.linear_model.coordinate_descent.LassoCV", "sklearn.linear_model.coordinate_descent.LinearModelCV", "sklearn.linear_model.coordinate_descent.MultiTaskElasticNet", "sklearn.linear_model.coordinate_descent.MultiTaskElasticNetCV", "sklearn.linear_model.coordinate_descent.MultiTaskLasso", "sklearn.linear_model.coordinate_descent.MultiTaskLassoCV", "sklearn.linear_model.coordinate_descent._alpha_grid", "sklearn.linear_model.coordinate_descent._path_residuals", "sklearn.linear_model.coordinate_descent.enet_path", "sklearn.linear_model.coordinate_descent.lasso_path", "sklearn.linear_model.enet_path", "sklearn.linear_model.huber.HuberRegressor", "sklearn.linear_model.huber._huber_loss_and_gradient", "sklearn.linear_model.lars_path", "sklearn.linear_model.lasso_path", "sklearn.linear_model.lasso_stability_path", "sklearn.linear_model.least_angle.Lars", "sklearn.linear_model.least_angle.LarsCV", "sklearn.linear_model.least_angle.LassoLars", "sklearn.linear_model.least_angle.LassoLarsCV", "sklearn.linear_model.least_angle.LassoLarsIC", "sklearn.linear_model.least_angle._check_copy_and_writeable", "sklearn.linear_model.least_angle._lars_path_residues", "sklearn.linear_model.least_angle.lars_path", "sklearn.linear_model.least_angle.solve_triangular_args", "sklearn.linear_model.least_angle.string_types", "sklearn.linear_model.logistic.LogisticRegression", "sklearn.linear_model.logistic.LogisticRegressionCV", "sklearn.linear_model.logistic.SCORERS", "sklearn.linear_model.logistic._check_solver_option", "sklearn.linear_model.logistic._intercept_dot", "sklearn.linear_model.logistic._log_reg_scoring_path", "sklearn.linear_model.logistic._logistic_grad_hess", "sklearn.linear_model.logistic._logistic_loss", "sklearn.linear_model.logistic._logistic_loss_and_grad", "sklearn.linear_model.logistic._multinomial_grad_hess", "sklearn.linear_model.logistic._multinomial_loss", "sklearn.linear_model.logistic._multinomial_loss_grad", "sklearn.linear_model.logistic.expit", "sklearn.linear_model.logistic.logistic_regression_path", "sklearn.linear_model.logistic_regression_path", "sklearn.linear_model.omp.OrthogonalMatchingPursuit", "sklearn.linear_model.omp.OrthogonalMatchingPursuitCV", "sklearn.linear_model.omp._cholesky_omp", "sklearn.linear_model.omp._gram_omp", "sklearn.linear_model.omp._omp_path_residues", "sklearn.linear_model.omp.orthogonal_mp", "sklearn.linear_model.omp.orthogonal_mp_gram", "sklearn.linear_model.omp.premature", "sklearn.linear_model.omp.solve_triangular_args", "sklearn.linear_model.orthogonal_mp", "sklearn.linear_model.orthogonal_mp_gram", "sklearn.linear_model.passive_aggressive.DEFAULT_EPSILON", "sklearn.linear_model.passive_aggressive.PassiveAggressiveClassifier", "sklearn.linear_model.passive_aggressive.PassiveAggressiveRegressor", "sklearn.linear_model.perceptron.Perceptron", "sklearn.linear_model.randomized_l1.BaseRandomizedLinearModel", "sklearn.linear_model.randomized_l1.RandomizedLasso", "sklearn.linear_model.randomized_l1.RandomizedLogisticRegression", "sklearn.linear_model.randomized_l1._lasso_stability_path", "sklearn.linear_model.randomized_l1._randomized_lasso", "sklearn.linear_model.randomized_l1._randomized_logistic", "sklearn.linear_model.randomized_l1._resample_model", "sklearn.linear_model.randomized_l1.lasso_stability_path", "sklearn.linear_model.ransac.RANSACRegressor", "sklearn.linear_model.ransac._EPSILON", "sklearn.linear_model.ransac._dynamic_max_trials", "sklearn.linear_model.ridge.Ridge", "sklearn.linear_model.ridge.RidgeCV", "sklearn.linear_model.ridge.RidgeClassifier", "sklearn.linear_model.ridge.RidgeClassifierCV", "sklearn.linear_model.ridge._BaseRidge", "sklearn.linear_model.ridge._BaseRidgeCV", "sklearn.linear_model.ridge._RidgeGCV", "sklearn.linear_model.ridge._solve_cholesky", "sklearn.linear_model.ridge._solve_cholesky_kernel", "sklearn.linear_model.ridge._solve_lsqr", "sklearn.linear_model.ridge._solve_sparse_cg", "sklearn.linear_model.ridge._solve_svd", "sklearn.linear_model.ridge.ridge_regression", "sklearn.linear_model.ridge_regression", "sklearn.linear_model.sag.get_auto_step_size", "sklearn.linear_model.sag.sag", "sklearn.linear_model.sag.sag_solver", "sklearn.linear_model.sag_fast.MultinomialLogLoss", "sklearn.linear_model.sag_fast._multinomial_grad_loss_all_samples", "sklearn.linear_model.sag_fast.sag", "sklearn.linear_model.sgd_fast.Classification", "sklearn.linear_model.sgd_fast.EpsilonInsensitive", "sklearn.linear_model.sgd_fast.Hinge", "sklearn.linear_model.sgd_fast.Huber", "sklearn.linear_model.sgd_fast.Log", "sklearn.linear_model.sgd_fast.LossFunction", "sklearn.linear_model.sgd_fast.ModifiedHuber", "sklearn.linear_model.sgd_fast.Regression", "sklearn.linear_model.sgd_fast.SquaredEpsilonInsensitive", "sklearn.linear_model.sgd_fast.SquaredHinge", "sklearn.linear_model.sgd_fast.SquaredLoss", "sklearn.linear_model.sgd_fast._plain_sgd", "sklearn.linear_model.sgd_fast.average_sgd", "sklearn.linear_model.sgd_fast.plain_sgd", "sklearn.linear_model.stochastic_gradient.BaseSGD", "sklearn.linear_model.stochastic_gradient.BaseSGDClassifier", "sklearn.linear_model.stochastic_gradient.BaseSGDRegressor", "sklearn.linear_model.stochastic_gradient.DEFAULT_EPSILON", "sklearn.linear_model.stochastic_gradient.LEARNING_RATE_TYPES", "sklearn.linear_model.stochastic_gradient.PENALTY_TYPES", "sklearn.linear_model.stochastic_gradient.SGDClassifier", "sklearn.linear_model.stochastic_gradient.SGDRegressor", "sklearn.linear_model.stochastic_gradient._prepare_fit_binary", "sklearn.linear_model.stochastic_gradient.fit_binary", "sklearn.linear_model.theil_sen.TheilSenRegressor", "sklearn.linear_model.theil_sen._EPSILON", "sklearn.linear_model.theil_sen._breakdown_point", "sklearn.linear_model.theil_sen._lstsq", "sklearn.linear_model.theil_sen._modified_weiszfeld_step", "sklearn.linear_model.theil_sen._spatial_median", "sklearn.linear_model.theil_sen.binom", "sklearn.manifold.Isomap", "sklearn.manifold.LocallyLinearEmbedding", "sklearn.manifold.MDS", "sklearn.manifold.SpectralEmbedding", "sklearn.manifold.TSNE", "sklearn.manifold._barnes_hut_tsne.gradient", "sklearn.manifold._utils._binary_search_perplexity", "sklearn.manifold.isomap.Isomap", "sklearn.manifold.locally_linear.FLOAT_DTYPES", "sklearn.manifold.locally_linear.LocallyLinearEmbedding", "sklearn.manifold.locally_linear.barycenter_kneighbors_graph", "sklearn.manifold.locally_linear.barycenter_weights", "sklearn.manifold.locally_linear.locally_linear_embedding", "sklearn.manifold.locally_linear.null_space", "sklearn.manifold.locally_linear_embedding", "sklearn.manifold.mds.MDS", "sklearn.manifold.mds._smacof_single", "sklearn.manifold.mds.smacof", "sklearn.manifold.smacof", "sklearn.manifold.spectral_embedding", "sklearn.manifold.spectral_embedding_.SpectralEmbedding", "sklearn.manifold.spectral_embedding_._graph_connected_component", "sklearn.manifold.spectral_embedding_._graph_is_connected", "sklearn.manifold.spectral_embedding_._set_diag", "sklearn.manifold.spectral_embedding_.spectral_embedding", "sklearn.manifold.t_sne.MACHINE_EPSILON", "sklearn.manifold.t_sne.TSNE", "sklearn.manifold.t_sne._gradient_descent", "sklearn.manifold.t_sne._joint_probabilities", "sklearn.manifold.t_sne._joint_probabilities_nn", "sklearn.manifold.t_sne._kl_divergence", "sklearn.manifold.t_sne._kl_divergence_bh", "sklearn.manifold.t_sne.string_types", "sklearn.manifold.t_sne.trustworthiness", "sklearn.metrics.SCORERS", "sklearn.metrics.accuracy_score", "sklearn.metrics.adjusted_mutual_info_score", "sklearn.metrics.adjusted_rand_score", "sklearn.metrics.auc", "sklearn.metrics.average_precision_score", "sklearn.metrics.base._average_binary_score", "sklearn.metrics.brier_score_loss", "sklearn.metrics.calinski_harabaz_score", "sklearn.metrics.classification._check_binary_probabilistic_predictions", "sklearn.metrics.classification._check_targets", "sklearn.metrics.classification._prf_divide", "sklearn.metrics.classification._weighted_sum", "sklearn.metrics.classification.accuracy_score", "sklearn.metrics.classification.brier_score_loss", "sklearn.metrics.classification.classification_report", "sklearn.metrics.classification.cohen_kappa_score", "sklearn.metrics.classification.confusion_matrix", "sklearn.metrics.classification.f1_score", "sklearn.metrics.classification.fbeta_score", "sklearn.metrics.classification.hamming_loss", "sklearn.metrics.classification.hinge_loss", "sklearn.metrics.classification.jaccard_similarity_score", "sklearn.metrics.classification.log_loss", "sklearn.metrics.classification.matthews_corrcoef", "sklearn.metrics.classification.precision_recall_fscore_support", "sklearn.metrics.classification.precision_score", "sklearn.metrics.classification.recall_score", "sklearn.metrics.classification.zero_one_loss", "sklearn.metrics.classification_report", "sklearn.metrics.cluster.adjusted_mutual_info_score", "sklearn.metrics.cluster.adjusted_rand_score", "sklearn.metrics.cluster.bicluster._check_rows_and_columns", "sklearn.metrics.cluster.bicluster._jaccard", "sklearn.metrics.cluster.bicluster._pairwise_similarity", "sklearn.metrics.cluster.bicluster.consensus_score", "sklearn.metrics.cluster.calinski_harabaz_score", "sklearn.metrics.cluster.completeness_score", "sklearn.metrics.cluster.consensus_score", "sklearn.metrics.cluster.contingency_matrix", "sklearn.metrics.cluster.entropy", "sklearn.metrics.cluster.expected_mutual_info_fast.expected_mutual_information", "sklearn.metrics.cluster.expected_mutual_info_fast.gammaln", "sklearn.metrics.cluster.expected_mutual_information", "sklearn.metrics.cluster.fowlkes_mallows_score", "sklearn.metrics.cluster.homogeneity_completeness_v_measure", "sklearn.metrics.cluster.homogeneity_score", "sklearn.metrics.cluster.mutual_info_score", "sklearn.metrics.cluster.normalized_mutual_info_score", "sklearn.metrics.cluster.silhouette_samples", "sklearn.metrics.cluster.silhouette_score", "sklearn.metrics.cluster.supervised.adjusted_mutual_info_score", "sklearn.metrics.cluster.supervised.adjusted_rand_score", "sklearn.metrics.cluster.supervised.check_clusterings", "sklearn.metrics.cluster.supervised.comb2", "sklearn.metrics.cluster.supervised.completeness_score", "sklearn.metrics.cluster.supervised.contingency_matrix", "sklearn.metrics.cluster.supervised.entropy", "sklearn.metrics.cluster.supervised.fowlkes_mallows_score", "sklearn.metrics.cluster.supervised.homogeneity_completeness_v_measure", "sklearn.metrics.cluster.supervised.homogeneity_score", "sklearn.metrics.cluster.supervised.mutual_info_score", "sklearn.metrics.cluster.supervised.normalized_mutual_info_score", "sklearn.metrics.cluster.supervised.v_measure_score", "sklearn.metrics.cluster.unsupervised.calinski_harabaz_score", "sklearn.metrics.cluster.unsupervised.check_number_of_labels", "sklearn.metrics.cluster.unsupervised.silhouette_samples", "sklearn.metrics.cluster.unsupervised.silhouette_score", "sklearn.metrics.cluster.v_measure_score", "sklearn.metrics.cohen_kappa_score", "sklearn.metrics.completeness_score", "sklearn.metrics.confusion_matrix", "sklearn.metrics.consensus_score", "sklearn.metrics.coverage_error", "sklearn.metrics.euclidean_distances", "sklearn.metrics.explained_variance_score", "sklearn.metrics.f1_score", "sklearn.metrics.fbeta_score", "sklearn.metrics.fowlkes_mallows_score", "sklearn.metrics.get_scorer", "sklearn.metrics.hamming_loss", "sklearn.metrics.hinge_loss", "sklearn.metrics.homogeneity_completeness_v_measure", "sklearn.metrics.homogeneity_score", "sklearn.metrics.jaccard_similarity_score", "sklearn.metrics.label_ranking_average_precision_score", "sklearn.metrics.label_ranking_loss", "sklearn.metrics.log_loss", "sklearn.metrics.make_scorer", "sklearn.metrics.matthews_corrcoef", "sklearn.metrics.mean_absolute_error", "sklearn.metrics.mean_squared_error", "sklearn.metrics.mean_squared_log_error", "sklearn.metrics.median_absolute_error", "sklearn.metrics.mutual_info_score", "sklearn.metrics.normalized_mutual_info_score", "sklearn.metrics.pairwise.KERNEL_PARAMS", "sklearn.metrics.pairwise.PAIRED_DISTANCES", "sklearn.metrics.pairwise.PAIRWISE_BOOLEAN_FUNCTIONS", "sklearn.metrics.pairwise.PAIRWISE_DISTANCE_FUNCTIONS", "sklearn.metrics.pairwise.PAIRWISE_KERNEL_FUNCTIONS", "sklearn.metrics.pairwise._VALID_METRICS", "sklearn.metrics.pairwise._chi2_kernel_fast", "sklearn.metrics.pairwise._pairwise_callable", "sklearn.metrics.pairwise._parallel_pairwise", "sklearn.metrics.pairwise._return_float_dtype", "sklearn.metrics.pairwise._sparse_manhattan", "sklearn.metrics.pairwise.additive_chi2_kernel", "sklearn.metrics.pairwise.check_paired_arrays", "sklearn.metrics.pairwise.check_pairwise_arrays", "sklearn.metrics.pairwise.chi2_kernel", "sklearn.metrics.pairwise.cosine_distances", "sklearn.metrics.pairwise.cosine_similarity", "sklearn.metrics.pairwise.distance_metrics", "sklearn.metrics.pairwise.euclidean_distances", "sklearn.metrics.pairwise.kernel_metrics", "sklearn.metrics.pairwise.laplacian_kernel", "sklearn.metrics.pairwise.linear_kernel", "sklearn.metrics.pairwise.manhattan_distances", "sklearn.metrics.pairwise.paired_cosine_distances", "sklearn.metrics.pairwise.paired_distances", "sklearn.metrics.pairwise.paired_euclidean_distances", "sklearn.metrics.pairwise.paired_manhattan_distances", "sklearn.metrics.pairwise.pairwise_distances", "sklearn.metrics.pairwise.pairwise_distances_argmin", "sklearn.metrics.pairwise.pairwise_distances_argmin_min", "sklearn.metrics.pairwise.pairwise_kernels", "sklearn.metrics.pairwise.polynomial_kernel", "sklearn.metrics.pairwise.rbf_kernel", "sklearn.metrics.pairwise.sigmoid_kernel", "sklearn.metrics.pairwise_distances", "sklearn.metrics.pairwise_distances_argmin", "sklearn.metrics.pairwise_distances_argmin_min", "sklearn.metrics.pairwise_fast._chi2_kernel_fast", "sklearn.metrics.pairwise_fast._sparse_manhattan", "sklearn.metrics.pairwise_kernels", "sklearn.metrics.precision_recall_curve", "sklearn.metrics.precision_recall_fscore_support", "sklearn.metrics.precision_score", "sklearn.metrics.r2_score", "sklearn.metrics.ranking._binary_clf_curve", "sklearn.metrics.ranking.auc", "sklearn.metrics.ranking.average_precision_score", "sklearn.metrics.ranking.coverage_error", "sklearn.metrics.ranking.label_ranking_average_precision_score", "sklearn.metrics.ranking.label_ranking_loss", "sklearn.metrics.ranking.precision_recall_curve", "sklearn.metrics.ranking.roc_auc_score", "sklearn.metrics.ranking.roc_curve", "sklearn.metrics.recall_score", "sklearn.metrics.regression._check_reg_targets", "sklearn.metrics.regression.explained_variance_score", "sklearn.metrics.regression.mean_absolute_error", "sklearn.metrics.regression.mean_squared_error", "sklearn.metrics.regression.mean_squared_log_error", "sklearn.metrics.regression.median_absolute_error", "sklearn.metrics.regression.r2_score", "sklearn.metrics.regression.string_types", "sklearn.metrics.roc_auc_score", "sklearn.metrics.roc_curve", "sklearn.metrics.scorer.SCORERS", "sklearn.metrics.scorer._BaseScorer", "sklearn.metrics.scorer._PredictScorer", "sklearn.metrics.scorer._ProbaScorer", "sklearn.metrics.scorer._ThresholdScorer", "sklearn.metrics.scorer._check_multimetric_scoring", "sklearn.metrics.scorer._passthrough_scorer", "sklearn.metrics.scorer.accuracy_scorer", "sklearn.metrics.scorer.adjusted_mutual_info_scorer", "sklearn.metrics.scorer.adjusted_rand_scorer", "sklearn.metrics.scorer.average", "sklearn.metrics.scorer.average_precision_scorer", "sklearn.metrics.scorer.check_scoring", "sklearn.metrics.scorer.completeness_scorer", "sklearn.metrics.scorer.deprecation_msg", "sklearn.metrics.scorer.explained_variance_scorer", "sklearn.metrics.scorer.f1_scorer", "sklearn.metrics.scorer.fowlkes_mallows_scorer", "sklearn.metrics.scorer.get_scorer", "sklearn.metrics.scorer.homogeneity_scorer", "sklearn.metrics.scorer.log_loss_scorer", "sklearn.metrics.scorer.make_scorer", "sklearn.metrics.scorer.mean_absolute_error_scorer", "sklearn.metrics.scorer.mean_squared_error_scorer", "sklearn.metrics.scorer.median_absolute_error_scorer", "sklearn.metrics.scorer.mutual_info_scorer", "sklearn.metrics.scorer.name", "sklearn.metrics.scorer.neg_log_loss_scorer", "sklearn.metrics.scorer.neg_mean_absolute_error_scorer", "sklearn.metrics.scorer.neg_mean_squared_error_scorer", "sklearn.metrics.scorer.neg_mean_squared_log_error_scorer", "sklearn.metrics.scorer.neg_median_absolute_error_scorer", "sklearn.metrics.scorer.normalized_mutual_info_scorer", "sklearn.metrics.scorer.precision_scorer", "sklearn.metrics.scorer.qualified_name", "sklearn.metrics.scorer.r2_scorer", "sklearn.metrics.scorer.recall_scorer", "sklearn.metrics.scorer.roc_auc_scorer", "sklearn.metrics.scorer.v_measure_scorer", "sklearn.metrics.silhouette_samples", "sklearn.metrics.silhouette_score", "sklearn.metrics.v_measure_score", "sklearn.metrics.zero_one_loss", "sklearn.model_selection.BaseCrossValidator", "sklearn.model_selection.GridSearchCV", "sklearn.model_selection.GroupKFold", "sklearn.model_selection.GroupShuffleSplit", "sklearn.model_selection.KFold", "sklearn.model_selection.LeaveOneGroupOut", "sklearn.model_selection.LeaveOneOut", "sklearn.model_selection.LeavePGroupsOut", "sklearn.model_selection.LeavePOut", "sklearn.model_selection.ParameterGrid", "sklearn.model_selection.ParameterSampler", "sklearn.model_selection.PredefinedSplit", "sklearn.model_selection.RandomizedSearchCV", "sklearn.model_selection.RepeatedKFold", "sklearn.model_selection.RepeatedStratifiedKFold", "sklearn.model_selection.ShuffleSplit", "sklearn.model_selection.StratifiedKFold", "sklearn.model_selection.StratifiedShuffleSplit", "sklearn.model_selection.TimeSeriesSplit", "sklearn.model_selection._search.BaseSearchCV", "sklearn.model_selection._search.GridSearchCV", "sklearn.model_selection._search.ParameterGrid", "sklearn.model_selection._search.ParameterSampler", "sklearn.model_selection._search.RandomizedSearchCV", "sklearn.model_selection._search._CVScoreTuple", "sklearn.model_selection._search._check_param_grid", "sklearn.model_selection._search.fit_grid_point", "sklearn.model_selection._search.sp_version", "sklearn.model_selection._split.BaseCrossValidator", "sklearn.model_selection._split.BaseShuffleSplit", "sklearn.model_selection._split.GroupKFold", "sklearn.model_selection._split.GroupShuffleSplit", "sklearn.model_selection._split.KFold", "sklearn.model_selection._split.LeaveOneGroupOut", "sklearn.model_selection._split.LeaveOneOut", "sklearn.model_selection._split.LeavePGroupsOut", "sklearn.model_selection._split.LeavePOut", "sklearn.model_selection._split.PredefinedSplit", "sklearn.model_selection._split.RepeatedKFold", "sklearn.model_selection._split.RepeatedStratifiedKFold", "sklearn.model_selection._split.ShuffleSplit", "sklearn.model_selection._split.StratifiedKFold", "sklearn.model_selection._split.StratifiedShuffleSplit", "sklearn.model_selection._split.TimeSeriesSplit", "sklearn.model_selection._split._BaseKFold", "sklearn.model_selection._split._CVIterableWrapper", "sklearn.model_selection._split._RepeatedSplits", "sklearn.model_selection._split._approximate_mode", "sklearn.model_selection._split._build_repr", "sklearn.model_selection._split._validate_shuffle_split", "sklearn.model_selection._split._validate_shuffle_split_init", "sklearn.model_selection._split.check_cv", "sklearn.model_selection._split.train_test_split", "sklearn.model_selection._validation._aggregate_score_dicts", "sklearn.model_selection._validation._check_is_permutation", "sklearn.model_selection._validation._fit_and_predict", "sklearn.model_selection._validation._fit_and_score", "sklearn.model_selection._validation._incremental_fit_estimator", "sklearn.model_selection._validation._index_param_value", "sklearn.model_selection._validation._multimetric_score", "sklearn.model_selection._validation._permutation_test_score", "sklearn.model_selection._validation._score", "sklearn.model_selection._validation._shuffle", "sklearn.model_selection._validation._translate_train_sizes", "sklearn.model_selection._validation.cross_val_predict", "sklearn.model_selection._validation.cross_val_score", "sklearn.model_selection._validation.cross_validate", "sklearn.model_selection._validation.learning_curve", "sklearn.model_selection._validation.permutation_test_score", "sklearn.model_selection._validation.validation_curve", "sklearn.model_selection.check_cv", "sklearn.model_selection.cross_val_predict", "sklearn.model_selection.cross_val_score", "sklearn.model_selection.cross_validate", "sklearn.model_selection.fit_grid_point", "sklearn.model_selection.learning_curve", "sklearn.model_selection.permutation_test_score", "sklearn.model_selection.train_test_split", "sklearn.model_selection.validation_curve", "sklearn.multiclass.OneVsOneClassifier", "sklearn.multiclass.OneVsRestClassifier", "sklearn.multiclass.OutputCodeClassifier", "sklearn.multiclass._ConstantPredictor", "sklearn.multiclass._check_estimator", "sklearn.multiclass._fit_binary", "sklearn.multiclass._fit_ovo_binary", "sklearn.multiclass._partial_fit_binary", "sklearn.multiclass._partial_fit_ovo_binary", "sklearn.multiclass._predict_binary", "sklearn.naive_bayes.BaseDiscreteNB", "sklearn.naive_bayes.BaseNB", "sklearn.naive_bayes.BernoulliNB", "sklearn.naive_bayes.GaussianNB", "sklearn.naive_bayes.MultinomialNB", "sklearn.naive_bayes._ALPHA_MIN", "sklearn.neighbors.BallTree", "sklearn.neighbors.DistanceMetric", "sklearn.neighbors.KDTree", "sklearn.neighbors.KNeighborsClassifier", "sklearn.neighbors.KNeighborsRegressor", "sklearn.neighbors.KernelDensity", "sklearn.neighbors.LSHForest", "sklearn.neighbors.LocalOutlierFactor", "sklearn.neighbors.NearestCentroid", "sklearn.neighbors.NearestNeighbors", "sklearn.neighbors.RadiusNeighborsClassifier", "sklearn.neighbors.RadiusNeighborsRegressor", "sklearn.neighbors.approximate.GaussianRandomProjectionHash", "sklearn.neighbors.approximate.HASH_DTYPE", "sklearn.neighbors.approximate.LSHForest", "sklearn.neighbors.approximate.MAX_HASH_SIZE", "sklearn.neighbors.approximate.ProjectionToHashMixin", "sklearn.neighbors.approximate._array_of_arrays", "sklearn.neighbors.approximate._find_longest_prefix_match", "sklearn.neighbors.approximate._find_matching_indices", "sklearn.neighbors.ball_tree.BallTree", "sklearn.neighbors.ball_tree.BinaryTree", "sklearn.neighbors.ball_tree.CLASS_DOC", "sklearn.neighbors.ball_tree.DOC_DICT", "sklearn.neighbors.ball_tree.NeighborsHeap", "sklearn.neighbors.ball_tree.NodeData", "sklearn.neighbors.ball_tree.NodeHeap", "sklearn.neighbors.ball_tree.NodeHeapData", "sklearn.neighbors.ball_tree.VALID_METRICS", "sklearn.neighbors.ball_tree.VALID_METRIC_IDS", "sklearn.neighbors.ball_tree.kernel_norm", "sklearn.neighbors.ball_tree.load_heap", "sklearn.neighbors.ball_tree.newObj", "sklearn.neighbors.ball_tree.nodeheap_sort", "sklearn.neighbors.ball_tree.offsets", "sklearn.neighbors.ball_tree.simultaneous_sort", "sklearn.neighbors.base.KNeighborsMixin", "sklearn.neighbors.base.NeighborsBase", "sklearn.neighbors.base.PAIRWISE_DISTANCE_FUNCTIONS", "sklearn.neighbors.base.RadiusNeighborsMixin", "sklearn.neighbors.base.SupervisedFloatMixin", "sklearn.neighbors.base.SupervisedIntegerMixin", "sklearn.neighbors.base.UnsupervisedMixin", "sklearn.neighbors.base.VALID_METRICS", "sklearn.neighbors.base.VALID_METRICS_SPARSE", "sklearn.neighbors.base._check_weights", "sklearn.neighbors.base._get_weights", "sklearn.neighbors.classification.KNeighborsClassifier", "sklearn.neighbors.classification.RadiusNeighborsClassifier", "sklearn.neighbors.dist_metrics.BrayCurtisDistance", "sklearn.neighbors.dist_metrics.CanberraDistance", "sklearn.neighbors.dist_metrics.ChebyshevDistance", "sklearn.neighbors.dist_metrics.DiceDistance", "sklearn.neighbors.dist_metrics.DistanceMetric", "sklearn.neighbors.dist_metrics.EuclideanDistance", "sklearn.neighbors.dist_metrics.HammingDistance", "sklearn.neighbors.dist_metrics.HaversineDistance", "sklearn.neighbors.dist_metrics.JaccardDistance", "sklearn.neighbors.dist_metrics.KulsinskiDistance", "sklearn.neighbors.dist_metrics.METRIC_MAPPING", "sklearn.neighbors.dist_metrics.MahalanobisDistance", "sklearn.neighbors.dist_metrics.ManhattanDistance", "sklearn.neighbors.dist_metrics.MatchingDistance", "sklearn.neighbors.dist_metrics.MinkowskiDistance", "sklearn.neighbors.dist_metrics.PyFuncDistance", "sklearn.neighbors.dist_metrics.RogersTanimotoDistance", "sklearn.neighbors.dist_metrics.RussellRaoDistance", "sklearn.neighbors.dist_metrics.SEuclideanDistance", "sklearn.neighbors.dist_metrics.SokalMichenerDistance", "sklearn.neighbors.dist_metrics.SokalSneathDistance", "sklearn.neighbors.dist_metrics.WMinkowskiDistance", "sklearn.neighbors.dist_metrics.get_valid_metric_ids", "sklearn.neighbors.dist_metrics.newObj", "sklearn.neighbors.graph._check_params", "sklearn.neighbors.graph._query_include_self", "sklearn.neighbors.graph.kneighbors_graph", "sklearn.neighbors.graph.radius_neighbors_graph", "sklearn.neighbors.kd_tree.BinaryTree", "sklearn.neighbors.kd_tree.CLASS_DOC", "sklearn.neighbors.kd_tree.DOC_DICT", "sklearn.neighbors.kd_tree.KDTree", "sklearn.neighbors.kd_tree.NeighborsHeap", "sklearn.neighbors.kd_tree.NodeData", "sklearn.neighbors.kd_tree.NodeHeap", "sklearn.neighbors.kd_tree.NodeHeapData", "sklearn.neighbors.kd_tree.VALID_METRICS", "sklearn.neighbors.kd_tree.VALID_METRIC_IDS", "sklearn.neighbors.kd_tree.kernel_norm", "sklearn.neighbors.kd_tree.load_heap", "sklearn.neighbors.kd_tree.newObj", "sklearn.neighbors.kd_tree.nodeheap_sort", "sklearn.neighbors.kd_tree.offsets", "sklearn.neighbors.kd_tree.simultaneous_sort", "sklearn.neighbors.kde.KernelDensity", "sklearn.neighbors.kde.TREE_DICT", "sklearn.neighbors.kde.VALID_KERNELS", "sklearn.neighbors.kde.gammainc", "sklearn.neighbors.kneighbors_graph", "sklearn.neighbors.lof.LocalOutlierFactor", "sklearn.neighbors.nearest_centroid.NearestCentroid", "sklearn.neighbors.quad_tree.CELL_DTYPE", "sklearn.neighbors.quad_tree._QuadTree", "sklearn.neighbors.radius_neighbors_graph", "sklearn.neighbors.regression.KNeighborsRegressor", "sklearn.neighbors.regression.RadiusNeighborsRegressor", "sklearn.neighbors.unsupervised.NearestNeighbors", "sklearn.pipeline.FeatureUnion", "sklearn.pipeline.Pipeline", "sklearn.pipeline._fit_one_transformer", "sklearn.pipeline._fit_transform_one", "sklearn.pipeline._name_estimators", "sklearn.pipeline._transform_one", "sklearn.pipeline.make_pipeline", "sklearn.pipeline.make_union", "sklearn.preprocessing.Binarizer", "sklearn.preprocessing.FunctionTransformer", "sklearn.preprocessing.Imputer", "sklearn.preprocessing.KernelCenterer", "sklearn.preprocessing.LabelBinarizer", "sklearn.preprocessing.LabelEncoder", "sklearn.preprocessing.MaxAbsScaler", "sklearn.preprocessing.MinMaxScaler", "sklearn.preprocessing.MultiLabelBinarizer", "sklearn.preprocessing.Normalizer", "sklearn.preprocessing.OneHotEncoder", "sklearn.preprocessing.PolynomialFeatures", "sklearn.preprocessing.QuantileTransformer", "sklearn.preprocessing.RobustScaler", "sklearn.preprocessing.StandardScaler", "sklearn.preprocessing._function_transformer.FunctionTransformer", "sklearn.preprocessing._function_transformer._identity", "sklearn.preprocessing._function_transformer.string_types", "sklearn.preprocessing.add_dummy_feature", "sklearn.preprocessing.binarize", "sklearn.preprocessing.data.BOUNDS_THRESHOLD", "sklearn.preprocessing.data.Binarizer", "sklearn.preprocessing.data.FLOAT_DTYPES", "sklearn.preprocessing.data.KernelCenterer", "sklearn.preprocessing.data.MaxAbsScaler", "sklearn.preprocessing.data.MinMaxScaler", "sklearn.preprocessing.data.Normalizer", "sklearn.preprocessing.data.OneHotEncoder", "sklearn.preprocessing.data.PolynomialFeatures", "sklearn.preprocessing.data.QuantileTransformer", "sklearn.preprocessing.data.RobustScaler", "sklearn.preprocessing.data.StandardScaler", "sklearn.preprocessing.data._handle_zeros_in_scale", "sklearn.preprocessing.data._transform_selected", "sklearn.preprocessing.data.add_dummy_feature", "sklearn.preprocessing.data.binarize", "sklearn.preprocessing.data.maxabs_scale", "sklearn.preprocessing.data.minmax_scale", "sklearn.preprocessing.data.normalize", "sklearn.preprocessing.data.quantile_transform", "sklearn.preprocessing.data.robust_scale", "sklearn.preprocessing.data.scale", "sklearn.preprocessing.data.string_types", "sklearn.preprocessing.imputation.FLOAT_DTYPES", "sklearn.preprocessing.imputation.Imputer", "sklearn.preprocessing.imputation._get_mask", "sklearn.preprocessing.imputation._most_frequent", "sklearn.preprocessing.label.LabelBinarizer", "sklearn.preprocessing.label.LabelEncoder", "sklearn.preprocessing.label.MultiLabelBinarizer", "sklearn.preprocessing.label._inverse_binarize_multiclass", "sklearn.preprocessing.label._inverse_binarize_thresholding", "sklearn.preprocessing.label.label_binarize", "sklearn.preprocessing.label_binarize", "sklearn.preprocessing.maxabs_scale", "sklearn.preprocessing.minmax_scale", "sklearn.preprocessing.normalize", "sklearn.preprocessing.quantile_transform", "sklearn.preprocessing.robust_scale", "sklearn.preprocessing.scale", "sklearn.random_projection.BaseRandomProjection", "sklearn.random_projection.GaussianRandomProjection", "sklearn.random_projection.SparseRandomProjection", "sklearn.random_projection._check_density", "sklearn.random_projection._check_input_size", "sklearn.random_projection.gaussian_random_matrix", "sklearn.random_projection.johnson_lindenstrauss_min_dim", "sklearn.random_projection.sparse_random_matrix", "sklearn.set_config", "sklearn.setup_module", "sklearn.svm.LinearSVC", "sklearn.svm.LinearSVR", "sklearn.svm.NuSVC", "sklearn.svm.NuSVR", "sklearn.svm.OneClassSVM", "sklearn.svm.SVC", "sklearn.svm.SVR", "sklearn.svm.base.BaseLibSVM", "sklearn.svm.base.BaseSVC", "sklearn.svm.base.LIBSVM_IMPL", "sklearn.svm.base._fit_liblinear", "sklearn.svm.base._get_liblinear_solver_type", "sklearn.svm.base._one_vs_one_coef", "sklearn.svm.bounds.l1_min_c", "sklearn.svm.classes.LinearSVC", "sklearn.svm.classes.LinearSVR", "sklearn.svm.classes.NuSVC", "sklearn.svm.classes.NuSVR", "sklearn.svm.classes.OneClassSVM", "sklearn.svm.classes.SVC", "sklearn.svm.classes.SVR", "sklearn.svm.l1_min_c", "sklearn.svm.liblinear.set_verbosity_wrap", "sklearn.svm.liblinear.train_wrap", "sklearn.svm.libsvm.LIBSVM_KERNEL_TYPES", "sklearn.svm.libsvm.cross_validation", "sklearn.svm.libsvm.decision_function", "sklearn.svm.libsvm.fit", "sklearn.svm.libsvm.predict", "sklearn.svm.libsvm.predict_proba", "sklearn.svm.libsvm.set_verbosity_wrap", "sklearn.svm.libsvm_sparse.libsvm_sparse_decision_function", "sklearn.svm.libsvm_sparse.libsvm_sparse_predict", "sklearn.svm.libsvm_sparse.libsvm_sparse_predict_proba", "sklearn.svm.libsvm_sparse.libsvm_sparse_train", "sklearn.svm.libsvm_sparse.set_verbosity_wrap", "sklearn.tree.DecisionTreeClassifier", "sklearn.tree.DecisionTreeRegressor", "sklearn.tree.ExtraTreeClassifier", "sklearn.tree.ExtraTreeRegressor", "sklearn.tree._criterion.ClassificationCriterion", "sklearn.tree._criterion.Criterion", "sklearn.tree._criterion.Entropy", "sklearn.tree._criterion.FriedmanMSE", "sklearn.tree._criterion.Gini", "sklearn.tree._criterion.MAE", "sklearn.tree._criterion.MSE", "sklearn.tree._criterion.RegressionCriterion", "sklearn.tree._splitter.BaseDenseSplitter", "sklearn.tree._splitter.BaseSparseSplitter", "sklearn.tree._splitter.BestSparseSplitter", "sklearn.tree._splitter.BestSplitter", "sklearn.tree._splitter.RandomSparseSplitter", "sklearn.tree._splitter.RandomSplitter", "sklearn.tree._splitter.Splitter", "sklearn.tree._tree.BestFirstTreeBuilder", "sklearn.tree._tree.DepthFirstTreeBuilder", "sklearn.tree._tree.NODE_DTYPE", "sklearn.tree._tree.TREE_LEAF", "sklearn.tree._tree.TREE_UNDEFINED", "sklearn.tree._tree.Tree", "sklearn.tree._tree.TreeBuilder", "sklearn.tree._utils.PriorityHeap", "sklearn.tree._utils.Stack", "sklearn.tree._utils.WeightedMedianCalculator", "sklearn.tree._utils.WeightedPQueue", "sklearn.tree._utils._realloc_test", "sklearn.tree.export.SENTINEL", "sklearn.tree.export.Sentinel", "sklearn.tree.export._color_brew", "sklearn.tree.export.export_graphviz", "sklearn.tree.export_graphviz", "sklearn.tree.tree.BaseDecisionTree", "sklearn.tree.tree.CRITERIA_CLF", "sklearn.tree.tree.CRITERIA_REG", "sklearn.tree.tree.DENSE_SPLITTERS", "sklearn.tree.tree.DecisionTreeClassifier", "sklearn.tree.tree.DecisionTreeRegressor", "sklearn.tree.tree.ExtraTreeClassifier", "sklearn.tree.tree.ExtraTreeRegressor", "sklearn.tree.tree.SPARSE_SPLITTERS", "sklearn.utils.Bunch", "sklearn.utils._get_n_jobs", "sklearn.utils._logistic_sigmoid._log_logistic_sigmoid", "sklearn.utils._random._sample_without_replacement_check_input", "sklearn.utils._random._sample_without_replacement_with_pool", "sklearn.utils._random._sample_without_replacement_with_reservoir_sampling", "sklearn.utils._random._sample_without_replacement_with_tracking_selection", "sklearn.utils._random.sample_without_replacement", "sklearn.utils.arrayfuncs.cholesky_delete", "sklearn.utils.arrayfuncs.min_pos", "sklearn.utils.as_float_array", "sklearn.utils.assert_all_finite", "sklearn.utils.axis0_safe_slice", "sklearn.utils.check_X_y", "sklearn.utils.check_array", "sklearn.utils.check_consistent_length", "sklearn.utils.check_random_state", "sklearn.utils.check_symmetric", "sklearn.utils.class_weight.compute_class_weight", "sklearn.utils.class_weight.compute_sample_weight", "sklearn.utils.column_or_1d", "sklearn.utils.compute_class_weight", "sklearn.utils.compute_sample_weight", "sklearn.utils.deprecated", "sklearn.utils.deprecation.DeprecationDict", "sklearn.utils.deprecation._is_deprecated", "sklearn.utils.deprecation.deprecated", "sklearn.utils.extmath._deterministic_vector_sign_flip", "sklearn.utils.extmath._impose_f_order", "sklearn.utils.extmath._incremental_mean_and_var", "sklearn.utils.extmath.cartesian", "sklearn.utils.extmath.density", "sklearn.utils.extmath.fast_dot", "sklearn.utils.extmath.fast_logdet", "sklearn.utils.extmath.log_logistic", "sklearn.utils.extmath.logsumexp", "sklearn.utils.extmath.make_nonnegative", "sklearn.utils.extmath.norm", "sklearn.utils.extmath.np_version", "sklearn.utils.extmath.pinvh", "sklearn.utils.extmath.randomized_range_finder", "sklearn.utils.extmath.randomized_svd", "sklearn.utils.extmath.row_norms", "sklearn.utils.extmath.safe_min", "sklearn.utils.extmath.safe_sparse_dot", "sklearn.utils.extmath.softmax", "sklearn.utils.extmath.squared_norm", "sklearn.utils.extmath.stable_cumsum", "sklearn.utils.extmath.svd_flip", "sklearn.utils.extmath.weighted_mode", "sklearn.utils.fast_dict.IntFloatDict", "sklearn.utils.fast_dict.argmin", "sklearn.utils.fixes._parse_version", "sklearn.utils.fixes.divide", "sklearn.utils.fixes.euler_gamma", "sklearn.utils.fixes.makedirs", "sklearn.utils.fixes.np_version", "sklearn.utils.fixes.parallel_helper", "sklearn.utils.fixes.sp_version", "sklearn.utils.fixes.sparse_min_max", "sklearn.utils.gen_batches", "sklearn.utils.gen_even_slices", "sklearn.utils.graph.connected_components", "sklearn.utils.graph.graph_laplacian", "sklearn.utils.graph.graph_shortest_path", "sklearn.utils.graph.single_source_shortest_path_length", "sklearn.utils.graph_shortest_path.graph_shortest_path", "sklearn.utils.indexable", "sklearn.utils.indices_to_mask", "sklearn.utils.linear_assignment_._HungarianState", "sklearn.utils.linear_assignment_._hungarian", "sklearn.utils.linear_assignment_._step1", "sklearn.utils.linear_assignment_._step3", "sklearn.utils.linear_assignment_._step4", "sklearn.utils.linear_assignment_._step5", "sklearn.utils.linear_assignment_._step6", "sklearn.utils.linear_assignment_.linear_assignment", "sklearn.utils.metaestimators._BaseComposition", "sklearn.utils.metaestimators._IffHasAttrDescriptor", "sklearn.utils.metaestimators._safe_split", "sklearn.utils.metaestimators.if_delegate_has_method", "sklearn.utils.multiclass._FN_UNIQUE_LABELS", "sklearn.utils.multiclass._check_partial_fit_first_call", "sklearn.utils.multiclass._is_integral_float", "sklearn.utils.multiclass._ovr_decision_function", "sklearn.utils.multiclass._unique_indicator", "sklearn.utils.multiclass._unique_multiclass", "sklearn.utils.multiclass.check_classification_targets", "sklearn.utils.multiclass.class_distribution", "sklearn.utils.multiclass.is_multilabel", "sklearn.utils.multiclass.string_types", "sklearn.utils.multiclass.type_of_target", "sklearn.utils.multiclass.unique_labels", "sklearn.utils.murmurhash.murmurhash3_32", "sklearn.utils.murmurhash.murmurhash3_bytes_array_s32", "sklearn.utils.murmurhash.murmurhash3_bytes_array_u32", "sklearn.utils.murmurhash.murmurhash3_bytes_s32", "sklearn.utils.murmurhash.murmurhash3_bytes_u32", "sklearn.utils.murmurhash.murmurhash3_int_s32", "sklearn.utils.murmurhash.murmurhash3_int_u32", "sklearn.utils.murmurhash3_32", "sklearn.utils.optimize._LineSearchError", "sklearn.utils.optimize._cg", "sklearn.utils.optimize._line_search_wolfe12", "sklearn.utils.optimize.newton_cg", "sklearn.utils.random.choice", "sklearn.utils.random.random_choice_csc", "sklearn.utils.resample", "sklearn.utils.safe_indexing", "sklearn.utils.safe_mask", "sklearn.utils.safe_sqr", "sklearn.utils.seq_dataset.ArrayDataset", "sklearn.utils.seq_dataset.CSRDataset", "sklearn.utils.seq_dataset.SequentialDataset", "sklearn.utils.shuffle", "sklearn.utils.sparsefuncs._csc_mean_var_axis0", "sklearn.utils.sparsefuncs._csr_mean_var_axis0", "sklearn.utils.sparsefuncs._get_elem_at_rank", "sklearn.utils.sparsefuncs._get_median", "sklearn.utils.sparsefuncs._incr_mean_var_axis0", "sklearn.utils.sparsefuncs._raise_error_wrong_axis", "sklearn.utils.sparsefuncs._raise_typeerror", "sklearn.utils.sparsefuncs.count_nonzero", "sklearn.utils.sparsefuncs.csc_median_axis_0", "sklearn.utils.sparsefuncs.incr_mean_variance_axis", "sklearn.utils.sparsefuncs.inplace_column_scale", "sklearn.utils.sparsefuncs.inplace_csr_column_scale", "sklearn.utils.sparsefuncs.inplace_csr_row_scale", "sklearn.utils.sparsefuncs.inplace_row_scale", "sklearn.utils.sparsefuncs.inplace_swap_column", "sklearn.utils.sparsefuncs.inplace_swap_row", "sklearn.utils.sparsefuncs.inplace_swap_row_csc", "sklearn.utils.sparsefuncs.inplace_swap_row_csr", "sklearn.utils.sparsefuncs.mean_variance_axis", "sklearn.utils.sparsefuncs.min_max_axis", "sklearn.utils.sparsefuncs_fast._csc_mean_variance_axis0", "sklearn.utils.sparsefuncs_fast._csr_mean_variance_axis0", "sklearn.utils.sparsefuncs_fast._csr_row_norms", "sklearn.utils.sparsefuncs_fast._incr_mean_variance_axis0", "sklearn.utils.sparsefuncs_fast._inplace_csr_row_normalize_l1", "sklearn.utils.sparsefuncs_fast._inplace_csr_row_normalize_l2", "sklearn.utils.sparsefuncs_fast.assign_rows_csr", "sklearn.utils.sparsefuncs_fast.csc_mean_variance_axis0", "sklearn.utils.sparsefuncs_fast.csr_mean_variance_axis0", "sklearn.utils.sparsefuncs_fast.csr_row_norms", "sklearn.utils.sparsefuncs_fast.incr_mean_variance_axis0", "sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l1", "sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l2", "sklearn.utils.stats._weighted_percentile", "sklearn.utils.stats.rankdata", "sklearn.utils.tosequence", "sklearn.utils.validation.FLOAT_DTYPES", "sklearn.utils.validation._assert_all_finite", "sklearn.utils.validation._ensure_sparse_format", "sklearn.utils.validation._is_arraylike", "sklearn.utils.validation._num_samples", "sklearn.utils.validation._shape_repr", "sklearn.utils.validation.as_float_array", "sklearn.utils.validation.assert_all_finite", "sklearn.utils.validation.check_X_y", "sklearn.utils.validation.check_array", "sklearn.utils.validation.check_consistent_length", "sklearn.utils.validation.check_is_fitted", "sklearn.utils.validation.check_memory", "sklearn.utils.validation.check_non_negative", "sklearn.utils.validation.check_random_state", "sklearn.utils.validation.check_symmetric", "sklearn.utils.validation.column_or_1d", "sklearn.utils.validation.has_fit_parameter", "sklearn.utils.validation.indexable", "sklearn.utils.weight_vector.WeightVector" ], "SKR_NAMES": [ "skrebate.MultiSURF", "skrebate.MultiSURFstar", "skrebate.ReliefF", "skrebate.SURF", "skrebate.SURFstar", "skrebate.TuRF", "skrebate.multisurf.MultiSURF", "skrebate.multisurfstar.MultiSURFstar", "skrebate.relieff.ReliefF", "skrebate.scoring_utils.MultiSURF_compute_scores", "skrebate.scoring_utils.MultiSURFstar_compute_scores", "skrebate.scoring_utils.ReliefF_compute_scores", "skrebate.scoring_utils.SURF_compute_scores", "skrebate.scoring_utils.SURFstar_compute_scores", "skrebate.scoring_utils.compute_score", "skrebate.scoring_utils.get_row_missing", "skrebate.scoring_utils.ramp_function", "skrebate.surf.SURF", "skrebate.surfstar.SURFstar", "skrebate.turf.TuRF" ], "XGB_NAMES": [ "xgboost.Booster", "xgboost.DMatrix", "xgboost.VERSION_FILE", "xgboost.XGBClassifier", "xgboost.XGBModel", "xgboost.XGBRegressor", "xgboost.callback._fmt_metric", "xgboost.callback._get_callback_context", "xgboost.callback.early_stop", "xgboost.callback.print_evaluation", "xgboost.callback.record_evaluation", "xgboost.callback.reset_learning_rate", "xgboost.compat.PANDAS_INSTALLED", "xgboost.compat.PY3", "xgboost.compat.SKLEARN_INSTALLED", "xgboost.compat.STRING_TYPES", "xgboost.compat.py_str", "xgboost.core.Booster", "xgboost.core.CallbackEnv", "xgboost.core.DMatrix", "xgboost.core.EarlyStopException", "xgboost.core.PANDAS_DTYPE_MAPPER", "xgboost.core.PANDAS_INSTALLED", "xgboost.core.PY3", "xgboost.core.STRING_TYPES", "xgboost.core.XGBoostError", "xgboost.core._check_call", "xgboost.core._load_lib", "xgboost.core._maybe_pandas_data", "xgboost.core._maybe_pandas_label", "xgboost.core.c_array", "xgboost.core.c_str", "xgboost.core.ctypes2buffer", "xgboost.core.ctypes2numpy", "xgboost.core.from_cstr_to_pystr", "xgboost.core.from_pystr_to_cstr", "xgboost.cv", "xgboost.f", "xgboost.libpath.XGBoostLibraryNotFound", "xgboost.libpath.find_lib_path", "xgboost.plot_importance", "xgboost.plot_tree", "xgboost.plotting._EDGEPAT", "xgboost.plotting._EDGEPAT2", "xgboost.plotting._LEAFPAT", "xgboost.plotting._NODEPAT", "xgboost.plotting._parse_edge", "xgboost.plotting._parse_node", "xgboost.plotting.plot_importance", "xgboost.plotting.plot_tree", "xgboost.plotting.to_graphviz", "xgboost.rabit.DTYPE_ENUM__", "xgboost.rabit.STRING_TYPES", "xgboost.rabit._init_rabit", "xgboost.rabit.allreduce", "xgboost.rabit.broadcast", "xgboost.rabit.finalize", "xgboost.rabit.get_processor_name", "xgboost.rabit.get_rank", "xgboost.rabit.get_world_size", "xgboost.rabit.init", "xgboost.rabit.tracker_print", "xgboost.rabit.version_number", "xgboost.sklearn.SKLEARN_INSTALLED", "xgboost.sklearn.XGBClassifier", "xgboost.sklearn.XGBModel", "xgboost.sklearn.XGBRegressor", "xgboost.sklearn._objective_decorator", "xgboost.to_graphviz", "xgboost.train", "xgboost.training.CVPack", "xgboost.training.SKLEARN_INSTALLED", "xgboost.training.STRING_TYPES", "xgboost.training._train_internal", "xgboost.training.aggcv", "xgboost.training.cv", "xgboost.training.mknfold", "xgboost.training.train" ], "NUMPY_NAMES": [ "numpy.core.multiarray._reconstruct", "numpy.ndarray", "numpy.dtype", "numpy.core.multiarray.scalar", "numpy.random.__RandomState_ctor", "numpy.ma.core._mareconstruct", "numpy.ma.core.MaskedArray" ], "IMBLEARN_NAMES":[ "imblearn.pipeline.Pipeline", "imblearn.over_sampling._random_over_sampler.RandomOverSampler", "imblearn.under_sampling._prototype_selection._edited_nearest_neighbours.EditedNearestNeighbours" ], "MLXTEND_NAMES":[ "mlxtend.classifier.stacking_cv_classification.StackingCVClassifier", "mlxtend.classifier.stacking_classification.StackingClassifier", "mlxtend.regressor.stacking_cv_regression.StackingCVRegressor", "mlxtend.regressor.stacking_regression.StackingRegressor" ] }