view pk_whitelist.json @ 25:68afcd163b3d draft

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", "sklearn.cluster.k_means_.KMeans",
    "sklearn.cluster.k_means_.MiniBatchKMeans", "sklearn.cluster.k_means_._init_centroids",
    "sklearn.cluster.k_means_._k_init", "sklearn.cluster.k_means_._kmeans_single_elkan",
    "sklearn.cluster.k_means_._kmeans_single_lloyd", "sklearn.cluster.k_means_._labels_inertia",
    "sklearn.cluster.k_means_._labels_inertia_precompute_dense", "sklearn.cluster.k_means_._mini_batch_convergence",
    "sklearn.cluster.k_means_._mini_batch_step", "sklearn.cluster.k_means_._tolerance",
    "sklearn.cluster.k_means_._validate_center_shape", "sklearn.cluster.k_means_.k_means",
    "sklearn.cluster.k_means_.string_types", "sklearn.cluster.linkage_tree",
    "sklearn.cluster.mean_shift", "sklearn.cluster.mean_shift_.MeanShift",
    "sklearn.cluster.mean_shift_._mean_shift_single_seed", "sklearn.cluster.mean_shift_.estimate_bandwidth",
    "sklearn.cluster.mean_shift_.get_bin_seeds", "sklearn.cluster.mean_shift_.mean_shift",
    "sklearn.cluster.spectral.SpectralClustering", "sklearn.cluster.spectral.discretize",
    "sklearn.cluster.spectral.spectral_clustering", "sklearn.cluster.spectral_clustering",
    "sklearn.cluster.ward_tree", "sklearn.config_context", "sklearn.compose.TransformedTargetRegressor",
    "sklearn.compose._target.TransformedTargetRegressor", "sklearn.compose.ColumnTransformer",
    "sklearn.compose._column_transformer.ColumnTransformer", "sklearn.compose.make_column_transformer",
    "sklearn.compose._column_transformer.make_column_transformer",
    "sklearn.covariance.EllipticEnvelope", "sklearn.covariance.EmpiricalCovariance",
    "sklearn.covariance.GraphLasso", "sklearn.covariance.GraphLassoCV",
    "sklearn.covariance.LedoitWolf", "sklearn.covariance.MinCovDet",
    "sklearn.covariance.OAS", "sklearn.covariance.ShrunkCovariance",
    "sklearn.covariance.empirical_covariance", "sklearn.covariance.empirical_covariance_.EmpiricalCovariance",
    "sklearn.covariance.empirical_covariance_.empirical_covariance", "sklearn.covariance.empirical_covariance_.log_likelihood",
    "sklearn.covariance.fast_mcd", "sklearn.covariance.graph_lasso",
    "sklearn.covariance.graph_lasso_.GraphLasso", "sklearn.covariance.graph_lasso_.GraphLassoCV",
    "sklearn.covariance.graph_lasso_._dual_gap", "sklearn.covariance.graph_lasso_._objective",
    "sklearn.covariance.graph_lasso_.alpha_max", "sklearn.covariance.graph_lasso_.graph_lasso",
    "sklearn.covariance.graph_lasso_.graph_lasso_path", "sklearn.covariance.ledoit_wolf",
    "sklearn.covariance.ledoit_wolf_shrinkage", "sklearn.covariance.log_likelihood",
    "sklearn.covariance.oas", "sklearn.covariance.outlier_detection.EllipticEnvelope",
    "sklearn.covariance.robust_covariance.MinCovDet", "sklearn.covariance.robust_covariance._c_step",
    "sklearn.covariance.robust_covariance.c_step", "sklearn.covariance.robust_covariance.fast_mcd",
    "sklearn.covariance.robust_covariance.select_candidates", "sklearn.covariance.shrunk_covariance",
    "sklearn.covariance.shrunk_covariance_.LedoitWolf", "sklearn.covariance.shrunk_covariance_.OAS",
    "sklearn.covariance.shrunk_covariance_.ShrunkCovariance", "sklearn.covariance.shrunk_covariance_.ledoit_wolf",
    "sklearn.covariance.shrunk_covariance_.ledoit_wolf_shrinkage", "sklearn.covariance.shrunk_covariance_.oas",
    "sklearn.covariance.shrunk_covariance_.shrunk_covariance", "sklearn.decomposition.DictionaryLearning",
    "sklearn.decomposition.FactorAnalysis", "sklearn.decomposition.FastICA",
    "sklearn.decomposition.IncrementalPCA", "sklearn.decomposition.KernelPCA",
    "sklearn.decomposition.LatentDirichletAllocation", "sklearn.decomposition.MiniBatchDictionaryLearning",
    "sklearn.decomposition.MiniBatchSparsePCA", "sklearn.decomposition.NMF",
    "sklearn.decomposition.PCA", "sklearn.decomposition.RandomizedPCA",
    "sklearn.decomposition.SparseCoder", "sklearn.decomposition.SparsePCA",
    "sklearn.decomposition.TruncatedSVD", "sklearn.decomposition._online_lda._dirichlet_expectation_1d",
    "sklearn.decomposition._online_lda._dirichlet_expectation_2d", "sklearn.decomposition._online_lda.mean_change",
    "sklearn.decomposition.base._BasePCA", "sklearn.decomposition.cdnmf_fast._update_cdnmf_fast",
    "sklearn.decomposition.dict_learning", "sklearn.decomposition.dict_learning_online",
    "sklearn.decomposition.factor_analysis.FactorAnalysis", "sklearn.decomposition.fastica",
    "sklearn.decomposition.fastica_.FLOAT_DTYPES", "sklearn.decomposition.fastica_.FastICA",
    "sklearn.decomposition.fastica_._cube", "sklearn.decomposition.fastica_._exp",
    "sklearn.decomposition.fastica_._gs_decorrelation", "sklearn.decomposition.fastica_._ica_def",
    "sklearn.decomposition.fastica_._ica_par", "sklearn.decomposition.fastica_._logcosh",
    "sklearn.decomposition.fastica_._sym_decorrelation", "sklearn.decomposition.fastica_.fastica",
    "sklearn.decomposition.fastica_.string_types", "sklearn.decomposition.incremental_pca.IncrementalPCA",
    "sklearn.decomposition.kernel_pca.KernelPCA", "sklearn.decomposition.nmf.EPSILON",
    "sklearn.decomposition.nmf.INTEGER_TYPES", "sklearn.decomposition.nmf.NMF",
    "sklearn.decomposition.nmf._beta_divergence", "sklearn.decomposition.nmf._beta_loss_to_float",
    "sklearn.decomposition.nmf._check_init", "sklearn.decomposition.nmf._check_string_param",
    "sklearn.decomposition.nmf._compute_regularization", "sklearn.decomposition.nmf._fit_coordinate_descent",
    "sklearn.decomposition.nmf._fit_multiplicative_update", "sklearn.decomposition.nmf._initialize_nmf",
    "sklearn.decomposition.nmf._multiplicative_update_h", "sklearn.decomposition.nmf._multiplicative_update_w",
    "sklearn.decomposition.nmf._special_sparse_dot", "sklearn.decomposition.nmf._update_coordinate_descent",
    "sklearn.decomposition.nmf.non_negative_factorization", "sklearn.decomposition.nmf.norm",
    "sklearn.decomposition.nmf.trace_dot", "sklearn.decomposition.non_negative_factorization",
    "sklearn.decomposition.online_lda.EPS", "sklearn.decomposition.online_lda.LatentDirichletAllocation",
    "sklearn.decomposition.online_lda._update_doc_distribution", "sklearn.decomposition.online_lda.gammaln",
    "sklearn.decomposition.pca.PCA", "sklearn.decomposition.pca.RandomizedPCA",
    "sklearn.decomposition.pca._assess_dimension_", "sklearn.decomposition.pca._infer_dimension_",
    "sklearn.decomposition.pca.gammaln", "sklearn.decomposition.sparse_encode",
    "sklearn.decomposition.sparse_pca.MiniBatchSparsePCA", "sklearn.decomposition.sparse_pca.SparsePCA",
    "sklearn.decomposition.truncated_svd.TruncatedSVD", "sklearn.discriminant_analysis.LinearDiscriminantAnalysis",
    "sklearn.discriminant_analysis.QuadraticDiscriminantAnalysis", "sklearn.discriminant_analysis._class_cov",
    "sklearn.discriminant_analysis._class_means", "sklearn.discriminant_analysis._cov",
    "sklearn.discriminant_analysis.string_types", "sklearn.ensemble.AdaBoostClassifier",
    "sklearn.ensemble.AdaBoostRegressor", "sklearn.ensemble.BaggingClassifier",
    "sklearn.ensemble.BaggingRegressor", "sklearn.ensemble.BaseEnsemble",
    "sklearn.ensemble.ExtraTreesClassifier", "sklearn.ensemble.ExtraTreesRegressor",
    "sklearn.ensemble.GradientBoostingClassifier", "sklearn.ensemble.GradientBoostingRegressor",
    "sklearn.ensemble.IsolationForest", "sklearn.ensemble.RandomForestClassifier",
    "sklearn.ensemble.RandomForestRegressor", "sklearn.ensemble.RandomTreesEmbedding",
    "sklearn.ensemble.VotingClassifier", "sklearn.ensemble._gradient_boosting._partial_dependence_tree",
    "sklearn.ensemble._gradient_boosting._predict_regression_tree_stages_sparse", "sklearn.ensemble._gradient_boosting._random_sample_mask",
    "sklearn.ensemble._gradient_boosting.predict_stage", "sklearn.ensemble._gradient_boosting.predict_stages",
    "sklearn.ensemble.bagging.BaggingClassifier", "sklearn.ensemble.bagging.BaggingRegressor",
    "sklearn.ensemble.bagging.BaseBagging", "sklearn.ensemble.bagging.MAX_INT",
    "sklearn.ensemble.bagging._generate_bagging_indices", "sklearn.ensemble.bagging._generate_indices",
    "sklearn.ensemble.bagging._parallel_build_estimators", "sklearn.ensemble.bagging._parallel_decision_function",
    "sklearn.ensemble.bagging._parallel_predict_log_proba", "sklearn.ensemble.bagging._parallel_predict_proba",
    "sklearn.ensemble.bagging._parallel_predict_regression", "sklearn.ensemble.base.BaseEnsemble",
    "sklearn.ensemble.base.MAX_RAND_SEED", "sklearn.ensemble.base._partition_estimators",
    "sklearn.ensemble.base._set_random_states", "sklearn.ensemble.forest.BaseForest",
    "sklearn.ensemble.forest.ExtraTreesClassifier", "sklearn.ensemble.forest.ExtraTreesRegressor",
    "sklearn.ensemble.forest.ForestClassifier", "sklearn.ensemble.forest.ForestRegressor",
    "sklearn.ensemble.forest.MAX_INT", "sklearn.ensemble.forest.RandomForestClassifier",
    "sklearn.ensemble.forest.RandomForestRegressor", "sklearn.ensemble.forest.RandomTreesEmbedding",
    "sklearn.ensemble.forest._generate_sample_indices", "sklearn.ensemble.forest._generate_unsampled_indices",
    "sklearn.ensemble.forest._parallel_build_trees", "sklearn.ensemble.forest.accumulate_prediction",
    "sklearn.ensemble.gradient_boosting.BaseGradientBoosting", "sklearn.ensemble.gradient_boosting.BinomialDeviance",
    "sklearn.ensemble.gradient_boosting.ClassificationLossFunction", "sklearn.ensemble.gradient_boosting.ExponentialLoss",
    "sklearn.ensemble.gradient_boosting.GradientBoostingClassifier", "sklearn.ensemble.gradient_boosting.GradientBoostingRegressor",
    "sklearn.ensemble.gradient_boosting.HuberLossFunction", "sklearn.ensemble.gradient_boosting.INIT_ESTIMATORS",
    "sklearn.ensemble.gradient_boosting.LOSS_FUNCTIONS", "sklearn.ensemble.gradient_boosting.LeastAbsoluteError",
    "sklearn.ensemble.gradient_boosting.LeastSquaresError", "sklearn.ensemble.gradient_boosting.LogOddsEstimator",
    "sklearn.ensemble.gradient_boosting.LossFunction", "sklearn.ensemble.gradient_boosting.MeanEstimator",
    "sklearn.ensemble.gradient_boosting.MultinomialDeviance", "sklearn.ensemble.gradient_boosting.PriorProbabilityEstimator",
    "sklearn.ensemble.gradient_boosting.QuantileEstimator", "sklearn.ensemble.gradient_boosting.QuantileLossFunction",
    "sklearn.ensemble.gradient_boosting.RegressionLossFunction", "sklearn.ensemble.gradient_boosting.ScaledLogOddsEstimator",
    "sklearn.ensemble.gradient_boosting.TREE_LEAF", "sklearn.ensemble.gradient_boosting.VerboseReporter",
    "sklearn.ensemble.gradient_boosting.ZeroEstimator", "sklearn.ensemble.gradient_boosting.expit",
    "sklearn.ensemble.iforest.INTEGER_TYPES", "sklearn.ensemble.iforest.IsolationForest",
    "sklearn.ensemble.iforest._average_path_length", "sklearn.ensemble.iforest.euler_gamma",
    "sklearn.ensemble.partial_dependence._grid_from_X", "sklearn.ensemble.partial_dependence.partial_dependence",
    "sklearn.ensemble.partial_dependence.plot_partial_dependence", "sklearn.ensemble.voting_classifier.VotingClassifier",
    "sklearn.ensemble.voting_classifier._parallel_fit_estimator", "sklearn.ensemble.weight_boosting.AdaBoostClassifier",
    "sklearn.ensemble.weight_boosting.AdaBoostRegressor", "sklearn.ensemble.weight_boosting.BaseWeightBoosting",
    "sklearn.ensemble.weight_boosting._samme_proba", "sklearn.ensemble.weight_boosting.inner1d",
    "sklearn.feature_extraction.DictVectorizer", "sklearn.feature_extraction.FeatureHasher",
    "sklearn.feature_extraction._hashing.transform", "sklearn.feature_extraction.dict_vectorizer.DictVectorizer",
    "sklearn.feature_extraction.dict_vectorizer._tosequence", "sklearn.feature_extraction.grid_to_graph",
    "sklearn.feature_extraction.hashing.FeatureHasher", "sklearn.feature_extraction.hashing._iteritems",
    "sklearn.feature_extraction.image.PatchExtractor", "sklearn.feature_extraction.image._compute_gradient_3d",
    "sklearn.feature_extraction.image._compute_n_patches", "sklearn.feature_extraction.image._make_edges_3d",
    "sklearn.feature_extraction.image._mask_edges_weights", "sklearn.feature_extraction.image._to_graph",
    "sklearn.feature_extraction.image.extract_patches", "sklearn.feature_extraction.image.extract_patches_2d",
    "sklearn.feature_extraction.image.grid_to_graph", "sklearn.feature_extraction.image.img_to_graph",
    "sklearn.feature_extraction.image.reconstruct_from_patches_2d", "sklearn.feature_extraction.img_to_graph",
    "sklearn.feature_extraction.stop_words.ENGLISH_STOP_WORDS", "sklearn.feature_extraction.text.CountVectorizer",
    "sklearn.feature_extraction.text.ENGLISH_STOP_WORDS", "sklearn.feature_extraction.text.HashingVectorizer",
    "sklearn.feature_extraction.text.TfidfTransformer", "sklearn.feature_extraction.text.TfidfVectorizer",
    "sklearn.feature_extraction.text.VectorizerMixin", "sklearn.feature_extraction.text._check_stop_list",
    "sklearn.feature_extraction.text._document_frequency", "sklearn.feature_extraction.text._make_int_array",
    "sklearn.feature_extraction.text.strip_accents_ascii", "sklearn.feature_extraction.text.strip_accents_unicode",
    "sklearn.feature_extraction.text.strip_tags", "sklearn.feature_selection.GenericUnivariateSelect",
    "sklearn.feature_selection.RFE", "sklearn.feature_selection.RFECV",
    "sklearn.feature_selection.SelectFdr", "sklearn.feature_selection.SelectFpr",
    "sklearn.feature_selection.SelectFromModel", "sklearn.feature_selection.SelectFwe",
    "sklearn.feature_selection.SelectKBest", "sklearn.feature_selection.SelectPercentile",
    "sklearn.feature_selection.VarianceThreshold", "sklearn.feature_selection.base.SelectorMixin",
    "sklearn.feature_selection.chi2", "sklearn.feature_selection.f_classif",
    "sklearn.feature_selection.f_oneway", "sklearn.feature_selection.f_regression",
    "sklearn.feature_selection.from_model.SelectFromModel", "sklearn.feature_selection.from_model._calculate_threshold",
    "sklearn.feature_selection.from_model._get_feature_importances", "sklearn.feature_selection.mutual_info_._compute_mi",
    "sklearn.feature_selection.mutual_info_._compute_mi_cc", "sklearn.feature_selection.mutual_info_._compute_mi_cd",
    "sklearn.feature_selection.mutual_info_._estimate_mi", "sklearn.feature_selection.mutual_info_._iterate_columns",
    "sklearn.feature_selection.mutual_info_.digamma", "sklearn.feature_selection.mutual_info_.mutual_info_classif",
    "sklearn.feature_selection.mutual_info_.mutual_info_regression", "sklearn.feature_selection.mutual_info_classif",
    "sklearn.feature_selection.mutual_info_regression", "sklearn.feature_selection.rfe.RFE",
    "sklearn.feature_selection.rfe.RFECV", "sklearn.feature_selection.rfe._rfe_single_fit",
    "sklearn.feature_selection.univariate_selection.GenericUnivariateSelect", "sklearn.feature_selection.univariate_selection.SelectFdr",
    "sklearn.feature_selection.univariate_selection.SelectFpr", "sklearn.feature_selection.univariate_selection.SelectFwe",
    "sklearn.feature_selection.univariate_selection.SelectKBest", "sklearn.feature_selection.univariate_selection.SelectPercentile",
    "sklearn.feature_selection.univariate_selection._BaseFilter", "sklearn.feature_selection.univariate_selection._chisquare",
    "sklearn.feature_selection.univariate_selection._clean_nans", "sklearn.feature_selection.univariate_selection.chi2",
    "sklearn.feature_selection.univariate_selection.f_classif", "sklearn.feature_selection.univariate_selection.f_oneway",
    "sklearn.feature_selection.univariate_selection.f_regression", "sklearn.feature_selection.variance_threshold.VarianceThreshold",
    "sklearn.gaussian_process.GaussianProcess", "sklearn.gaussian_process.GaussianProcessClassifier",
    "sklearn.gaussian_process.GaussianProcessRegressor", "sklearn.gaussian_process.correlation_models.absolute_exponential",
    "sklearn.gaussian_process.correlation_models.cubic", "sklearn.gaussian_process.correlation_models.generalized_exponential",
    "sklearn.gaussian_process.correlation_models.linear", "sklearn.gaussian_process.correlation_models.pure_nugget",
    "sklearn.gaussian_process.correlation_models.squared_exponential", "sklearn.gaussian_process.gaussian_process.GaussianProcess",
    "sklearn.gaussian_process.gaussian_process.MACHINE_EPSILON", "sklearn.gaussian_process.gaussian_process.l1_cross_distances",
    "sklearn.gaussian_process.gpc.COEFS", "sklearn.gaussian_process.gpc.GaussianProcessClassifier",
    "sklearn.gaussian_process.gpc.LAMBDAS", "sklearn.gaussian_process.gpc._BinaryGaussianProcessClassifierLaplace",
    "sklearn.gaussian_process.gpc.erf", "sklearn.gaussian_process.gpc.expit",
    "sklearn.gaussian_process.gpr.GaussianProcessRegressor", "sklearn.gaussian_process.kernels.CompoundKernel",
    "sklearn.gaussian_process.kernels.ConstantKernel", "sklearn.gaussian_process.kernels.DotProduct",
    "sklearn.gaussian_process.kernels.ExpSineSquared", "sklearn.gaussian_process.kernels.Exponentiation",
    "sklearn.gaussian_process.kernels.Hyperparameter", "sklearn.gaussian_process.kernels.Kernel",
    "sklearn.gaussian_process.kernels.KernelOperator", "sklearn.gaussian_process.kernels.Matern",
    "sklearn.gaussian_process.kernels.NormalizedKernelMixin", "sklearn.gaussian_process.kernels.PairwiseKernel",
    "sklearn.gaussian_process.kernels.Product", "sklearn.gaussian_process.kernels.RBF",
    "sklearn.gaussian_process.kernels.RationalQuadratic", "sklearn.gaussian_process.kernels.StationaryKernelMixin",
    "sklearn.gaussian_process.kernels.Sum", "sklearn.gaussian_process.kernels.WhiteKernel",
    "sklearn.gaussian_process.kernels._approx_fprime", "sklearn.gaussian_process.kernels._check_length_scale",
    "sklearn.gaussian_process.kernels.gamma", "sklearn.gaussian_process.kernels.kv",
    "sklearn.gaussian_process.regression_models.constant", "sklearn.gaussian_process.regression_models.linear",
    "sklearn.gaussian_process.regression_models.quadratic", "sklearn.get_config",
    "sklearn.isotonic.IsotonicRegression", "sklearn.isotonic.check_increasing",
    "sklearn.isotonic.isotonic_regression", "sklearn.kernel_approximation.AdditiveChi2Sampler",
    "sklearn.kernel_approximation.KERNEL_PARAMS", "sklearn.kernel_approximation.Nystroem",
    "sklearn.kernel_approximation.RBFSampler", "sklearn.kernel_approximation.SkewedChi2Sampler",
    "sklearn.kernel_ridge.KernelRidge", "sklearn.linear_model.ARDRegression",
    "sklearn.linear_model.BayesianRidge", "sklearn.linear_model.ElasticNet",
    "sklearn.linear_model.ElasticNetCV", "sklearn.linear_model.Hinge",
    "sklearn.linear_model.Huber", "sklearn.linear_model.HuberRegressor",
    "sklearn.linear_model.Lars", "sklearn.linear_model.LarsCV",
    "sklearn.linear_model.Lasso", "sklearn.linear_model.LassoCV",
    "sklearn.linear_model.LassoLars", "sklearn.linear_model.LassoLarsCV",
    "sklearn.linear_model.LassoLarsIC", "sklearn.linear_model.LinearRegression",
    "sklearn.linear_model.Log", "sklearn.linear_model.LogisticRegression",
    "sklearn.linear_model.LogisticRegressionCV", "sklearn.linear_model.ModifiedHuber",
    "sklearn.linear_model.MultiTaskElasticNet", "sklearn.linear_model.MultiTaskElasticNetCV",
    "sklearn.linear_model.MultiTaskLasso", "sklearn.linear_model.MultiTaskLassoCV",
    "sklearn.linear_model.OrthogonalMatchingPursuit", "sklearn.linear_model.OrthogonalMatchingPursuitCV",
    "sklearn.linear_model.PassiveAggressiveClassifier", "sklearn.linear_model.PassiveAggressiveRegressor",
    "sklearn.linear_model.Perceptron", "sklearn.linear_model.RANSACRegressor",
    "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"
  ]
}