comparison sk_whitelist.py @ 6:e972a913e61a draft

planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
author bgruening
date Thu, 23 Aug 2018 16:15:30 -0400
parents
children
comparison
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5:753ebd417b17 6:e972a913e61a
1 # class or function names from scikit-learn
2 SK_NAMES = (
3 'sklearn._ASSUME_FINITE', 'sklearn._isotonic._inplace_contiguous_isotonic_regression',
4 'sklearn._isotonic._make_unique', 'sklearn.base.BaseEstimator',
5 'sklearn.base.BiclusterMixin', 'sklearn.base.ClassifierMixin',
6 'sklearn.base.ClusterMixin', 'sklearn.base.DensityMixin',
7 'sklearn.base.MetaEstimatorMixin', 'sklearn.base.RegressorMixin',
8 'sklearn.base.TransformerMixin', 'sklearn.base._first_and_last_element',
9 'sklearn.base._pprint', 'sklearn.base.clone',
10 'sklearn.base.is_classifier', 'sklearn.base.is_regressor',
11 'sklearn.clone', 'sklearn.cluster.AffinityPropagation',
12 'sklearn.cluster.AgglomerativeClustering', 'sklearn.cluster.Birch',
13 'sklearn.cluster.DBSCAN', 'sklearn.cluster.FeatureAgglomeration',
14 'sklearn.cluster.KMeans', 'sklearn.cluster.MeanShift',
15 'sklearn.cluster.MiniBatchKMeans', 'sklearn.cluster.SpectralBiclustering',
16 'sklearn.cluster.SpectralClustering', 'sklearn.cluster.SpectralCoclustering',
17 'sklearn.cluster._dbscan_inner.dbscan_inner', 'sklearn.cluster._feature_agglomeration.AgglomerationTransform',
18 'sklearn.cluster._hierarchical.WeightedEdge', 'sklearn.cluster._hierarchical._get_parents',
19 'sklearn.cluster._hierarchical._hc_get_descendent', 'sklearn.cluster._hierarchical.average_merge',
20 'sklearn.cluster._hierarchical.compute_ward_dist', 'sklearn.cluster._hierarchical.hc_get_heads',
21 'sklearn.cluster._hierarchical.max_merge', 'sklearn.cluster._k_means._assign_labels_array',
22 'sklearn.cluster._k_means._assign_labels_csr', 'sklearn.cluster._k_means._centers_dense',
23 'sklearn.cluster._k_means._centers_sparse', 'sklearn.cluster._k_means._mini_batch_update_csr',
24 'sklearn.cluster._k_means_elkan.k_means_elkan', 'sklearn.cluster.affinity_propagation',
25 'sklearn.cluster.affinity_propagation_.AffinityPropagation', 'sklearn.cluster.affinity_propagation_.affinity_propagation',
26 'sklearn.cluster.bicluster.BaseSpectral', 'sklearn.cluster.bicluster.SpectralBiclustering',
27 'sklearn.cluster.bicluster.SpectralCoclustering', 'sklearn.cluster.bicluster._bistochastic_normalize',
28 'sklearn.cluster.bicluster._log_normalize', 'sklearn.cluster.bicluster._scale_normalize',
29 'sklearn.cluster.birch.Birch', 'sklearn.cluster.birch._CFNode',
30 'sklearn.cluster.birch._CFSubcluster', 'sklearn.cluster.birch._iterate_sparse_X',
31 'sklearn.cluster.birch._split_node', 'sklearn.cluster.dbscan',
32 'sklearn.cluster.dbscan_.DBSCAN', 'sklearn.cluster.dbscan_.dbscan',
33 'sklearn.cluster.estimate_bandwidth', 'sklearn.cluster.get_bin_seeds',
34 'sklearn.cluster.hierarchical.AgglomerativeClustering', 'sklearn.cluster.hierarchical.FeatureAgglomeration',
35 'sklearn.cluster.hierarchical._TREE_BUILDERS', 'sklearn.cluster.hierarchical._average_linkage',
36 'sklearn.cluster.hierarchical._complete_linkage', 'sklearn.cluster.hierarchical._fix_connectivity',
37 'sklearn.cluster.hierarchical._hc_cut', 'sklearn.cluster.hierarchical.linkage_tree',
38 'sklearn.cluster.hierarchical.ward_tree', 'sklearn.cluster.k_means',
39 'sklearn.cluster.k_means_.FLOAT_DTYPES', 'sklearn.cluster.k_means_.KMeans',
40 'sklearn.cluster.k_means_.MiniBatchKMeans', 'sklearn.cluster.k_means_._init_centroids',
41 'sklearn.cluster.k_means_._k_init', 'sklearn.cluster.k_means_._kmeans_single_elkan',
42 'sklearn.cluster.k_means_._kmeans_single_lloyd', 'sklearn.cluster.k_means_._labels_inertia',
43 'sklearn.cluster.k_means_._labels_inertia_precompute_dense', 'sklearn.cluster.k_means_._mini_batch_convergence',
44 'sklearn.cluster.k_means_._mini_batch_step', 'sklearn.cluster.k_means_._tolerance',
45 'sklearn.cluster.k_means_._validate_center_shape', 'sklearn.cluster.k_means_.k_means',
46 'sklearn.cluster.k_means_.string_types', 'sklearn.cluster.linkage_tree',
47 'sklearn.cluster.mean_shift', 'sklearn.cluster.mean_shift_.MeanShift',
48 'sklearn.cluster.mean_shift_._mean_shift_single_seed', 'sklearn.cluster.mean_shift_.estimate_bandwidth',
49 'sklearn.cluster.mean_shift_.get_bin_seeds', 'sklearn.cluster.mean_shift_.mean_shift',
50 'sklearn.cluster.spectral.SpectralClustering', 'sklearn.cluster.spectral.discretize',
51 'sklearn.cluster.spectral.spectral_clustering', 'sklearn.cluster.spectral_clustering',
52 'sklearn.cluster.ward_tree', 'sklearn.config_context',
53 'sklearn.covariance.EllipticEnvelope', 'sklearn.covariance.EmpiricalCovariance',
54 'sklearn.covariance.GraphLasso', 'sklearn.covariance.GraphLassoCV',
55 'sklearn.covariance.LedoitWolf', 'sklearn.covariance.MinCovDet',
56 'sklearn.covariance.OAS', 'sklearn.covariance.ShrunkCovariance',
57 'sklearn.covariance.empirical_covariance', 'sklearn.covariance.empirical_covariance_.EmpiricalCovariance',
58 'sklearn.covariance.empirical_covariance_.empirical_covariance', 'sklearn.covariance.empirical_covariance_.log_likelihood',
59 'sklearn.covariance.fast_mcd', 'sklearn.covariance.graph_lasso',
60 'sklearn.covariance.graph_lasso_.GraphLasso', 'sklearn.covariance.graph_lasso_.GraphLassoCV',
61 'sklearn.covariance.graph_lasso_._dual_gap', 'sklearn.covariance.graph_lasso_._objective',
62 'sklearn.covariance.graph_lasso_.alpha_max', 'sklearn.covariance.graph_lasso_.graph_lasso',
63 'sklearn.covariance.graph_lasso_.graph_lasso_path', 'sklearn.covariance.ledoit_wolf',
64 'sklearn.covariance.ledoit_wolf_shrinkage', 'sklearn.covariance.log_likelihood',
65 'sklearn.covariance.oas', 'sklearn.covariance.outlier_detection.EllipticEnvelope',
66 'sklearn.covariance.robust_covariance.MinCovDet', 'sklearn.covariance.robust_covariance._c_step',
67 'sklearn.covariance.robust_covariance.c_step', 'sklearn.covariance.robust_covariance.fast_mcd',
68 'sklearn.covariance.robust_covariance.select_candidates', 'sklearn.covariance.shrunk_covariance',
69 'sklearn.covariance.shrunk_covariance_.LedoitWolf', 'sklearn.covariance.shrunk_covariance_.OAS',
70 'sklearn.covariance.shrunk_covariance_.ShrunkCovariance', 'sklearn.covariance.shrunk_covariance_.ledoit_wolf',
71 'sklearn.covariance.shrunk_covariance_.ledoit_wolf_shrinkage', 'sklearn.covariance.shrunk_covariance_.oas',
72 'sklearn.covariance.shrunk_covariance_.shrunk_covariance', 'sklearn.decomposition.DictionaryLearning',
73 'sklearn.decomposition.FactorAnalysis', 'sklearn.decomposition.FastICA',
74 'sklearn.decomposition.IncrementalPCA', 'sklearn.decomposition.KernelPCA',
75 'sklearn.decomposition.LatentDirichletAllocation', 'sklearn.decomposition.MiniBatchDictionaryLearning',
76 'sklearn.decomposition.MiniBatchSparsePCA', 'sklearn.decomposition.NMF',
77 'sklearn.decomposition.PCA', 'sklearn.decomposition.RandomizedPCA',
78 'sklearn.decomposition.SparseCoder', 'sklearn.decomposition.SparsePCA',
79 'sklearn.decomposition.TruncatedSVD', 'sklearn.decomposition._online_lda._dirichlet_expectation_1d',
80 'sklearn.decomposition._online_lda._dirichlet_expectation_2d', 'sklearn.decomposition._online_lda.mean_change',
81 'sklearn.decomposition.base._BasePCA', 'sklearn.decomposition.cdnmf_fast._update_cdnmf_fast',
82 'sklearn.decomposition.dict_learning', 'sklearn.decomposition.dict_learning_online',
83 'sklearn.decomposition.factor_analysis.FactorAnalysis', 'sklearn.decomposition.fastica',
84 'sklearn.decomposition.fastica_.FLOAT_DTYPES', 'sklearn.decomposition.fastica_.FastICA',
85 'sklearn.decomposition.fastica_._cube', 'sklearn.decomposition.fastica_._exp',
86 'sklearn.decomposition.fastica_._gs_decorrelation', 'sklearn.decomposition.fastica_._ica_def',
87 'sklearn.decomposition.fastica_._ica_par', 'sklearn.decomposition.fastica_._logcosh',
88 'sklearn.decomposition.fastica_._sym_decorrelation', 'sklearn.decomposition.fastica_.fastica',
89 'sklearn.decomposition.fastica_.string_types', 'sklearn.decomposition.incremental_pca.IncrementalPCA',
90 'sklearn.decomposition.kernel_pca.KernelPCA', 'sklearn.decomposition.nmf.EPSILON',
91 'sklearn.decomposition.nmf.INTEGER_TYPES', 'sklearn.decomposition.nmf.NMF',
92 'sklearn.decomposition.nmf._beta_divergence', 'sklearn.decomposition.nmf._beta_loss_to_float',
93 'sklearn.decomposition.nmf._check_init', 'sklearn.decomposition.nmf._check_string_param',
94 'sklearn.decomposition.nmf._compute_regularization', 'sklearn.decomposition.nmf._fit_coordinate_descent',
95 'sklearn.decomposition.nmf._fit_multiplicative_update', 'sklearn.decomposition.nmf._initialize_nmf',
96 'sklearn.decomposition.nmf._multiplicative_update_h', 'sklearn.decomposition.nmf._multiplicative_update_w',
97 'sklearn.decomposition.nmf._special_sparse_dot', 'sklearn.decomposition.nmf._update_coordinate_descent',
98 'sklearn.decomposition.nmf.non_negative_factorization', 'sklearn.decomposition.nmf.norm',
99 'sklearn.decomposition.nmf.trace_dot', 'sklearn.decomposition.non_negative_factorization',
100 'sklearn.decomposition.online_lda.EPS', 'sklearn.decomposition.online_lda.LatentDirichletAllocation',
101 'sklearn.decomposition.online_lda._update_doc_distribution', 'sklearn.decomposition.online_lda.gammaln',
102 'sklearn.decomposition.pca.PCA', 'sklearn.decomposition.pca.RandomizedPCA',
103 'sklearn.decomposition.pca._assess_dimension_', 'sklearn.decomposition.pca._infer_dimension_',
104 'sklearn.decomposition.pca.gammaln', 'sklearn.decomposition.sparse_encode',
105 'sklearn.decomposition.sparse_pca.MiniBatchSparsePCA', 'sklearn.decomposition.sparse_pca.SparsePCA',
106 'sklearn.decomposition.truncated_svd.TruncatedSVD', 'sklearn.discriminant_analysis.LinearDiscriminantAnalysis',
107 'sklearn.discriminant_analysis.QuadraticDiscriminantAnalysis', 'sklearn.discriminant_analysis._class_cov',
108 'sklearn.discriminant_analysis._class_means', 'sklearn.discriminant_analysis._cov',
109 'sklearn.discriminant_analysis.string_types', 'sklearn.ensemble.AdaBoostClassifier',
110 'sklearn.ensemble.AdaBoostRegressor', 'sklearn.ensemble.BaggingClassifier',
111 'sklearn.ensemble.BaggingRegressor', 'sklearn.ensemble.BaseEnsemble',
112 'sklearn.ensemble.ExtraTreesClassifier', 'sklearn.ensemble.ExtraTreesRegressor',
113 'sklearn.ensemble.GradientBoostingClassifier', 'sklearn.ensemble.GradientBoostingRegressor',
114 'sklearn.ensemble.IsolationForest', 'sklearn.ensemble.RandomForestClassifier',
115 'sklearn.ensemble.RandomForestRegressor', 'sklearn.ensemble.RandomTreesEmbedding',
116 'sklearn.ensemble.VotingClassifier', 'sklearn.ensemble._gradient_boosting._partial_dependence_tree',
117 'sklearn.ensemble._gradient_boosting._predict_regression_tree_stages_sparse', 'sklearn.ensemble._gradient_boosting._random_sample_mask',
118 'sklearn.ensemble._gradient_boosting.predict_stage', 'sklearn.ensemble._gradient_boosting.predict_stages',
119 'sklearn.ensemble.bagging.BaggingClassifier', 'sklearn.ensemble.bagging.BaggingRegressor',
120 'sklearn.ensemble.bagging.BaseBagging', 'sklearn.ensemble.bagging.MAX_INT',
121 'sklearn.ensemble.bagging._generate_bagging_indices', 'sklearn.ensemble.bagging._generate_indices',
122 'sklearn.ensemble.bagging._parallel_build_estimators', 'sklearn.ensemble.bagging._parallel_decision_function',
123 'sklearn.ensemble.bagging._parallel_predict_log_proba', 'sklearn.ensemble.bagging._parallel_predict_proba',
124 'sklearn.ensemble.bagging._parallel_predict_regression', 'sklearn.ensemble.base.BaseEnsemble',
125 'sklearn.ensemble.base.MAX_RAND_SEED', 'sklearn.ensemble.base._partition_estimators',
126 'sklearn.ensemble.base._set_random_states', 'sklearn.ensemble.forest.BaseForest',
127 'sklearn.ensemble.forest.ExtraTreesClassifier', 'sklearn.ensemble.forest.ExtraTreesRegressor',
128 'sklearn.ensemble.forest.ForestClassifier', 'sklearn.ensemble.forest.ForestRegressor',
129 'sklearn.ensemble.forest.MAX_INT', 'sklearn.ensemble.forest.RandomForestClassifier',
130 'sklearn.ensemble.forest.RandomForestRegressor', 'sklearn.ensemble.forest.RandomTreesEmbedding',
131 'sklearn.ensemble.forest._generate_sample_indices', 'sklearn.ensemble.forest._generate_unsampled_indices',
132 'sklearn.ensemble.forest._parallel_build_trees', 'sklearn.ensemble.forest.accumulate_prediction',
133 'sklearn.ensemble.gradient_boosting.BaseGradientBoosting', 'sklearn.ensemble.gradient_boosting.BinomialDeviance',
134 'sklearn.ensemble.gradient_boosting.ClassificationLossFunction', 'sklearn.ensemble.gradient_boosting.ExponentialLoss',
135 'sklearn.ensemble.gradient_boosting.GradientBoostingClassifier', 'sklearn.ensemble.gradient_boosting.GradientBoostingRegressor',
136 'sklearn.ensemble.gradient_boosting.HuberLossFunction', 'sklearn.ensemble.gradient_boosting.INIT_ESTIMATORS',
137 'sklearn.ensemble.gradient_boosting.LOSS_FUNCTIONS', 'sklearn.ensemble.gradient_boosting.LeastAbsoluteError',
138 'sklearn.ensemble.gradient_boosting.LeastSquaresError', 'sklearn.ensemble.gradient_boosting.LogOddsEstimator',
139 'sklearn.ensemble.gradient_boosting.LossFunction', 'sklearn.ensemble.gradient_boosting.MeanEstimator',
140 'sklearn.ensemble.gradient_boosting.MultinomialDeviance', 'sklearn.ensemble.gradient_boosting.PriorProbabilityEstimator',
141 'sklearn.ensemble.gradient_boosting.QuantileEstimator', 'sklearn.ensemble.gradient_boosting.QuantileLossFunction',
142 'sklearn.ensemble.gradient_boosting.RegressionLossFunction', 'sklearn.ensemble.gradient_boosting.ScaledLogOddsEstimator',
143 'sklearn.ensemble.gradient_boosting.TREE_LEAF', 'sklearn.ensemble.gradient_boosting.VerboseReporter',
144 'sklearn.ensemble.gradient_boosting.ZeroEstimator', 'sklearn.ensemble.gradient_boosting.expit',
145 'sklearn.ensemble.iforest.INTEGER_TYPES', 'sklearn.ensemble.iforest.IsolationForest',
146 'sklearn.ensemble.iforest._average_path_length', 'sklearn.ensemble.iforest.euler_gamma',
147 'sklearn.ensemble.partial_dependence._grid_from_X', 'sklearn.ensemble.partial_dependence.partial_dependence',
148 'sklearn.ensemble.partial_dependence.plot_partial_dependence', 'sklearn.ensemble.voting_classifier.VotingClassifier',
149 'sklearn.ensemble.voting_classifier._parallel_fit_estimator', 'sklearn.ensemble.weight_boosting.AdaBoostClassifier',
150 'sklearn.ensemble.weight_boosting.AdaBoostRegressor', 'sklearn.ensemble.weight_boosting.BaseWeightBoosting',
151 'sklearn.ensemble.weight_boosting._samme_proba', 'sklearn.ensemble.weight_boosting.inner1d',
152 'sklearn.feature_extraction.DictVectorizer', 'sklearn.feature_extraction.FeatureHasher',
153 'sklearn.feature_extraction._hashing.transform', 'sklearn.feature_extraction.dict_vectorizer.DictVectorizer',
154 'sklearn.feature_extraction.dict_vectorizer._tosequence', 'sklearn.feature_extraction.grid_to_graph',
155 'sklearn.feature_extraction.hashing.FeatureHasher', 'sklearn.feature_extraction.hashing._iteritems',
156 'sklearn.feature_extraction.image.PatchExtractor', 'sklearn.feature_extraction.image._compute_gradient_3d',
157 'sklearn.feature_extraction.image._compute_n_patches', 'sklearn.feature_extraction.image._make_edges_3d',
158 'sklearn.feature_extraction.image._mask_edges_weights', 'sklearn.feature_extraction.image._to_graph',
159 'sklearn.feature_extraction.image.extract_patches', 'sklearn.feature_extraction.image.extract_patches_2d',
160 'sklearn.feature_extraction.image.grid_to_graph', 'sklearn.feature_extraction.image.img_to_graph',
161 'sklearn.feature_extraction.image.reconstruct_from_patches_2d', 'sklearn.feature_extraction.img_to_graph',
162 'sklearn.feature_extraction.stop_words.ENGLISH_STOP_WORDS', 'sklearn.feature_extraction.text.CountVectorizer',
163 'sklearn.feature_extraction.text.ENGLISH_STOP_WORDS', 'sklearn.feature_extraction.text.HashingVectorizer',
164 'sklearn.feature_extraction.text.TfidfTransformer', 'sklearn.feature_extraction.text.TfidfVectorizer',
165 'sklearn.feature_extraction.text.VectorizerMixin', 'sklearn.feature_extraction.text._check_stop_list',
166 'sklearn.feature_extraction.text._document_frequency', 'sklearn.feature_extraction.text._make_int_array',
167 'sklearn.feature_extraction.text.strip_accents_ascii', 'sklearn.feature_extraction.text.strip_accents_unicode',
168 'sklearn.feature_extraction.text.strip_tags', 'sklearn.feature_selection.GenericUnivariateSelect',
169 'sklearn.feature_selection.RFE', 'sklearn.feature_selection.RFECV',
170 'sklearn.feature_selection.SelectFdr', 'sklearn.feature_selection.SelectFpr',
171 'sklearn.feature_selection.SelectFromModel', 'sklearn.feature_selection.SelectFwe',
172 'sklearn.feature_selection.SelectKBest', 'sklearn.feature_selection.SelectPercentile',
173 'sklearn.feature_selection.VarianceThreshold', 'sklearn.feature_selection.base.SelectorMixin',
174 'sklearn.feature_selection.chi2', 'sklearn.feature_selection.f_classif',
175 'sklearn.feature_selection.f_oneway', 'sklearn.feature_selection.f_regression',
176 'sklearn.feature_selection.from_model.SelectFromModel', 'sklearn.feature_selection.from_model._calculate_threshold',
177 'sklearn.feature_selection.from_model._get_feature_importances', 'sklearn.feature_selection.mutual_info_._compute_mi',
178 'sklearn.feature_selection.mutual_info_._compute_mi_cc', 'sklearn.feature_selection.mutual_info_._compute_mi_cd',
179 'sklearn.feature_selection.mutual_info_._estimate_mi', 'sklearn.feature_selection.mutual_info_._iterate_columns',
180 'sklearn.feature_selection.mutual_info_.digamma', 'sklearn.feature_selection.mutual_info_.mutual_info_classif',
181 'sklearn.feature_selection.mutual_info_.mutual_info_regression', 'sklearn.feature_selection.mutual_info_classif',
182 'sklearn.feature_selection.mutual_info_regression', 'sklearn.feature_selection.rfe.RFE',
183 'sklearn.feature_selection.rfe.RFECV', 'sklearn.feature_selection.rfe._rfe_single_fit',
184 'sklearn.feature_selection.univariate_selection.GenericUnivariateSelect', 'sklearn.feature_selection.univariate_selection.SelectFdr',
185 'sklearn.feature_selection.univariate_selection.SelectFpr', 'sklearn.feature_selection.univariate_selection.SelectFwe',
186 'sklearn.feature_selection.univariate_selection.SelectKBest', 'sklearn.feature_selection.univariate_selection.SelectPercentile',
187 'sklearn.feature_selection.univariate_selection._BaseFilter', 'sklearn.feature_selection.univariate_selection._chisquare',
188 'sklearn.feature_selection.univariate_selection._clean_nans', 'sklearn.feature_selection.univariate_selection.chi2',
189 'sklearn.feature_selection.univariate_selection.f_classif', 'sklearn.feature_selection.univariate_selection.f_oneway',
190 'sklearn.feature_selection.univariate_selection.f_regression', 'sklearn.feature_selection.variance_threshold.VarianceThreshold',
191 'sklearn.gaussian_process.GaussianProcess', 'sklearn.gaussian_process.GaussianProcessClassifier',
192 'sklearn.gaussian_process.GaussianProcessRegressor', 'sklearn.gaussian_process.correlation_models.absolute_exponential',
193 'sklearn.gaussian_process.correlation_models.cubic', 'sklearn.gaussian_process.correlation_models.generalized_exponential',
194 'sklearn.gaussian_process.correlation_models.linear', 'sklearn.gaussian_process.correlation_models.pure_nugget',
195 'sklearn.gaussian_process.correlation_models.squared_exponential', 'sklearn.gaussian_process.gaussian_process.GaussianProcess',
196 'sklearn.gaussian_process.gaussian_process.MACHINE_EPSILON', 'sklearn.gaussian_process.gaussian_process.l1_cross_distances',
197 'sklearn.gaussian_process.gpc.COEFS', 'sklearn.gaussian_process.gpc.GaussianProcessClassifier',
198 'sklearn.gaussian_process.gpc.LAMBDAS', 'sklearn.gaussian_process.gpc._BinaryGaussianProcessClassifierLaplace',
199 'sklearn.gaussian_process.gpc.erf', 'sklearn.gaussian_process.gpc.expit',
200 'sklearn.gaussian_process.gpr.GaussianProcessRegressor', 'sklearn.gaussian_process.kernels.CompoundKernel',
201 'sklearn.gaussian_process.kernels.ConstantKernel', 'sklearn.gaussian_process.kernels.DotProduct',
202 'sklearn.gaussian_process.kernels.ExpSineSquared', 'sklearn.gaussian_process.kernels.Exponentiation',
203 'sklearn.gaussian_process.kernels.Hyperparameter', 'sklearn.gaussian_process.kernels.Kernel',
204 'sklearn.gaussian_process.kernels.KernelOperator', 'sklearn.gaussian_process.kernels.Matern',
205 'sklearn.gaussian_process.kernels.NormalizedKernelMixin', 'sklearn.gaussian_process.kernels.PairwiseKernel',
206 'sklearn.gaussian_process.kernels.Product', 'sklearn.gaussian_process.kernels.RBF',
207 'sklearn.gaussian_process.kernels.RationalQuadratic', 'sklearn.gaussian_process.kernels.StationaryKernelMixin',
208 'sklearn.gaussian_process.kernels.Sum', 'sklearn.gaussian_process.kernels.WhiteKernel',
209 'sklearn.gaussian_process.kernels._approx_fprime', 'sklearn.gaussian_process.kernels._check_length_scale',
210 'sklearn.gaussian_process.kernels.gamma', 'sklearn.gaussian_process.kernels.kv',
211 'sklearn.gaussian_process.regression_models.constant', 'sklearn.gaussian_process.regression_models.linear',
212 'sklearn.gaussian_process.regression_models.quadratic', 'sklearn.get_config',
213 'sklearn.isotonic.IsotonicRegression', 'sklearn.isotonic.check_increasing',
214 'sklearn.isotonic.isotonic_regression', 'sklearn.kernel_approximation.AdditiveChi2Sampler',
215 'sklearn.kernel_approximation.KERNEL_PARAMS', 'sklearn.kernel_approximation.Nystroem',
216 'sklearn.kernel_approximation.RBFSampler', 'sklearn.kernel_approximation.SkewedChi2Sampler',
217 'sklearn.kernel_ridge.KernelRidge', 'sklearn.linear_model.ARDRegression',
218 'sklearn.linear_model.BayesianRidge', 'sklearn.linear_model.ElasticNet',
219 'sklearn.linear_model.ElasticNetCV', 'sklearn.linear_model.Hinge',
220 'sklearn.linear_model.Huber', 'sklearn.linear_model.HuberRegressor',
221 'sklearn.linear_model.Lars', 'sklearn.linear_model.LarsCV',
222 'sklearn.linear_model.Lasso', 'sklearn.linear_model.LassoCV',
223 'sklearn.linear_model.LassoLars', 'sklearn.linear_model.LassoLarsCV',
224 'sklearn.linear_model.LassoLarsIC', 'sklearn.linear_model.LinearRegression',
225 'sklearn.linear_model.Log', 'sklearn.linear_model.LogisticRegression',
226 'sklearn.linear_model.LogisticRegressionCV', 'sklearn.linear_model.ModifiedHuber',
227 'sklearn.linear_model.MultiTaskElasticNet', 'sklearn.linear_model.MultiTaskElasticNetCV',
228 'sklearn.linear_model.MultiTaskLasso', 'sklearn.linear_model.MultiTaskLassoCV',
229 'sklearn.linear_model.OrthogonalMatchingPursuit', 'sklearn.linear_model.OrthogonalMatchingPursuitCV',
230 'sklearn.linear_model.PassiveAggressiveClassifier', 'sklearn.linear_model.PassiveAggressiveRegressor',
231 'sklearn.linear_model.Perceptron', 'sklearn.linear_model.RANSACRegressor',
232 'sklearn.linear_model.RandomizedLasso', 'sklearn.linear_model.RandomizedLogisticRegression',
233 'sklearn.linear_model.Ridge', 'sklearn.linear_model.RidgeCV',
234 'sklearn.linear_model.RidgeClassifier', 'sklearn.linear_model.RidgeClassifierCV',
235 'sklearn.linear_model.SGDClassifier', 'sklearn.linear_model.SGDRegressor',
236 'sklearn.linear_model.SquaredLoss', 'sklearn.linear_model.TheilSenRegressor',
237 'sklearn.linear_model.base.FLOAT_DTYPES', 'sklearn.linear_model.base.LinearClassifierMixin',
238 'sklearn.linear_model.base.LinearModel', 'sklearn.linear_model.base.LinearRegression',
239 'sklearn.linear_model.base.SPARSE_INTERCEPT_DECAY', 'sklearn.linear_model.base.SparseCoefMixin',
240 'sklearn.linear_model.base._pre_fit', 'sklearn.linear_model.base._preprocess_data',
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477 'sklearn.neighbors.NearestNeighbors', 'sklearn.neighbors.RadiusNeighborsClassifier',
478 'sklearn.neighbors.RadiusNeighborsRegressor', 'sklearn.neighbors.approximate.GaussianRandomProjectionHash',
479 'sklearn.neighbors.approximate.HASH_DTYPE', 'sklearn.neighbors.approximate.LSHForest',
480 'sklearn.neighbors.approximate.MAX_HASH_SIZE', 'sklearn.neighbors.approximate.ProjectionToHashMixin',
481 'sklearn.neighbors.approximate._array_of_arrays', 'sklearn.neighbors.approximate._find_longest_prefix_match',
482 'sklearn.neighbors.approximate._find_matching_indices', 'sklearn.neighbors.ball_tree.BallTree',
483 'sklearn.neighbors.ball_tree.BinaryTree', 'sklearn.neighbors.ball_tree.CLASS_DOC',
484 'sklearn.neighbors.ball_tree.DOC_DICT', 'sklearn.neighbors.ball_tree.NeighborsHeap',
485 'sklearn.neighbors.ball_tree.NodeData', 'sklearn.neighbors.ball_tree.NodeHeap',
486 'sklearn.neighbors.ball_tree.NodeHeapData', 'sklearn.neighbors.ball_tree.VALID_METRICS',
487 'sklearn.neighbors.ball_tree.VALID_METRIC_IDS', 'sklearn.neighbors.ball_tree.kernel_norm',
488 'sklearn.neighbors.ball_tree.load_heap', 'sklearn.neighbors.ball_tree.newObj',
489 'sklearn.neighbors.ball_tree.nodeheap_sort', 'sklearn.neighbors.ball_tree.offsets',
490 'sklearn.neighbors.ball_tree.simultaneous_sort', 'sklearn.neighbors.base.KNeighborsMixin',
491 'sklearn.neighbors.base.NeighborsBase', 'sklearn.neighbors.base.PAIRWISE_DISTANCE_FUNCTIONS',
492 'sklearn.neighbors.base.RadiusNeighborsMixin', 'sklearn.neighbors.base.SupervisedFloatMixin',
493 'sklearn.neighbors.base.SupervisedIntegerMixin', 'sklearn.neighbors.base.UnsupervisedMixin',
494 'sklearn.neighbors.base.VALID_METRICS', 'sklearn.neighbors.base.VALID_METRICS_SPARSE',
495 'sklearn.neighbors.base._check_weights', 'sklearn.neighbors.base._get_weights',
496 'sklearn.neighbors.classification.KNeighborsClassifier', 'sklearn.neighbors.classification.RadiusNeighborsClassifier',
497 'sklearn.neighbors.dist_metrics.BrayCurtisDistance', 'sklearn.neighbors.dist_metrics.CanberraDistance',
498 'sklearn.neighbors.dist_metrics.ChebyshevDistance', 'sklearn.neighbors.dist_metrics.DiceDistance',
499 'sklearn.neighbors.dist_metrics.DistanceMetric', 'sklearn.neighbors.dist_metrics.EuclideanDistance',
500 'sklearn.neighbors.dist_metrics.HammingDistance', 'sklearn.neighbors.dist_metrics.HaversineDistance',
501 'sklearn.neighbors.dist_metrics.JaccardDistance', 'sklearn.neighbors.dist_metrics.KulsinskiDistance',
502 'sklearn.neighbors.dist_metrics.METRIC_MAPPING', 'sklearn.neighbors.dist_metrics.MahalanobisDistance',
503 'sklearn.neighbors.dist_metrics.ManhattanDistance', 'sklearn.neighbors.dist_metrics.MatchingDistance',
504 'sklearn.neighbors.dist_metrics.MinkowskiDistance', 'sklearn.neighbors.dist_metrics.PyFuncDistance',
505 'sklearn.neighbors.dist_metrics.RogersTanimotoDistance', 'sklearn.neighbors.dist_metrics.RussellRaoDistance',
506 'sklearn.neighbors.dist_metrics.SEuclideanDistance', 'sklearn.neighbors.dist_metrics.SokalMichenerDistance',
507 'sklearn.neighbors.dist_metrics.SokalSneathDistance', 'sklearn.neighbors.dist_metrics.WMinkowskiDistance',
508 'sklearn.neighbors.dist_metrics.get_valid_metric_ids', 'sklearn.neighbors.dist_metrics.newObj',
509 'sklearn.neighbors.graph._check_params', 'sklearn.neighbors.graph._query_include_self',
510 'sklearn.neighbors.graph.kneighbors_graph', 'sklearn.neighbors.graph.radius_neighbors_graph',
511 'sklearn.neighbors.kd_tree.BinaryTree', 'sklearn.neighbors.kd_tree.CLASS_DOC',
512 'sklearn.neighbors.kd_tree.DOC_DICT', 'sklearn.neighbors.kd_tree.KDTree',
513 'sklearn.neighbors.kd_tree.NeighborsHeap', 'sklearn.neighbors.kd_tree.NodeData',
514 'sklearn.neighbors.kd_tree.NodeHeap', 'sklearn.neighbors.kd_tree.NodeHeapData',
515 'sklearn.neighbors.kd_tree.VALID_METRICS', 'sklearn.neighbors.kd_tree.VALID_METRIC_IDS',
516 'sklearn.neighbors.kd_tree.kernel_norm', 'sklearn.neighbors.kd_tree.load_heap',
517 'sklearn.neighbors.kd_tree.newObj', 'sklearn.neighbors.kd_tree.nodeheap_sort',
518 'sklearn.neighbors.kd_tree.offsets', 'sklearn.neighbors.kd_tree.simultaneous_sort',
519 'sklearn.neighbors.kde.KernelDensity', 'sklearn.neighbors.kde.TREE_DICT',
520 'sklearn.neighbors.kde.VALID_KERNELS', 'sklearn.neighbors.kde.gammainc',
521 'sklearn.neighbors.kneighbors_graph', 'sklearn.neighbors.lof.LocalOutlierFactor',
522 'sklearn.neighbors.nearest_centroid.NearestCentroid', 'sklearn.neighbors.quad_tree.CELL_DTYPE',
523 'sklearn.neighbors.quad_tree._QuadTree', 'sklearn.neighbors.radius_neighbors_graph',
524 'sklearn.neighbors.regression.KNeighborsRegressor', 'sklearn.neighbors.regression.RadiusNeighborsRegressor',
525 'sklearn.neighbors.unsupervised.NearestNeighbors', 'sklearn.pipeline.FeatureUnion',
526 'sklearn.pipeline.Pipeline', 'sklearn.pipeline._fit_one_transformer',
527 'sklearn.pipeline._fit_transform_one', 'sklearn.pipeline._name_estimators',
528 'sklearn.pipeline._transform_one', 'sklearn.pipeline.make_pipeline',
529 'sklearn.pipeline.make_union', 'sklearn.preprocessing.Binarizer',
530 'sklearn.preprocessing.FunctionTransformer', 'sklearn.preprocessing.Imputer',
531 'sklearn.preprocessing.KernelCenterer', 'sklearn.preprocessing.LabelBinarizer',
532 'sklearn.preprocessing.LabelEncoder', 'sklearn.preprocessing.MaxAbsScaler',
533 'sklearn.preprocessing.MinMaxScaler', 'sklearn.preprocessing.MultiLabelBinarizer',
534 'sklearn.preprocessing.Normalizer', 'sklearn.preprocessing.OneHotEncoder',
535 'sklearn.preprocessing.PolynomialFeatures', 'sklearn.preprocessing.QuantileTransformer',
536 'sklearn.preprocessing.RobustScaler', 'sklearn.preprocessing.StandardScaler',
537 'sklearn.preprocessing._function_transformer.FunctionTransformer', 'sklearn.preprocessing._function_transformer._identity',
538 'sklearn.preprocessing._function_transformer.string_types', 'sklearn.preprocessing.add_dummy_feature',
539 'sklearn.preprocessing.binarize', 'sklearn.preprocessing.data.BOUNDS_THRESHOLD',
540 'sklearn.preprocessing.data.Binarizer', 'sklearn.preprocessing.data.FLOAT_DTYPES',
541 'sklearn.preprocessing.data.KernelCenterer', 'sklearn.preprocessing.data.MaxAbsScaler',
542 'sklearn.preprocessing.data.MinMaxScaler', 'sklearn.preprocessing.data.Normalizer',
543 'sklearn.preprocessing.data.OneHotEncoder', 'sklearn.preprocessing.data.PolynomialFeatures',
544 'sklearn.preprocessing.data.QuantileTransformer', 'sklearn.preprocessing.data.RobustScaler',
545 'sklearn.preprocessing.data.StandardScaler', 'sklearn.preprocessing.data._handle_zeros_in_scale',
546 'sklearn.preprocessing.data._transform_selected', 'sklearn.preprocessing.data.add_dummy_feature',
547 'sklearn.preprocessing.data.binarize', 'sklearn.preprocessing.data.maxabs_scale',
548 'sklearn.preprocessing.data.minmax_scale', 'sklearn.preprocessing.data.normalize',
549 'sklearn.preprocessing.data.quantile_transform', 'sklearn.preprocessing.data.robust_scale',
550 'sklearn.preprocessing.data.scale', 'sklearn.preprocessing.data.string_types',
551 'sklearn.preprocessing.imputation.FLOAT_DTYPES', 'sklearn.preprocessing.imputation.Imputer',
552 'sklearn.preprocessing.imputation._get_mask', 'sklearn.preprocessing.imputation._most_frequent',
553 'sklearn.preprocessing.label.LabelBinarizer', 'sklearn.preprocessing.label.LabelEncoder',
554 'sklearn.preprocessing.label.MultiLabelBinarizer', 'sklearn.preprocessing.label._inverse_binarize_multiclass',
555 'sklearn.preprocessing.label._inverse_binarize_thresholding', 'sklearn.preprocessing.label.label_binarize',
556 'sklearn.preprocessing.label_binarize', 'sklearn.preprocessing.maxabs_scale',
557 'sklearn.preprocessing.minmax_scale', 'sklearn.preprocessing.normalize',
558 'sklearn.preprocessing.quantile_transform', 'sklearn.preprocessing.robust_scale',
559 'sklearn.preprocessing.scale', 'sklearn.random_projection.BaseRandomProjection',
560 'sklearn.random_projection.GaussianRandomProjection', 'sklearn.random_projection.SparseRandomProjection',
561 'sklearn.random_projection._check_density', 'sklearn.random_projection._check_input_size',
562 'sklearn.random_projection.gaussian_random_matrix', 'sklearn.random_projection.johnson_lindenstrauss_min_dim',
563 'sklearn.random_projection.sparse_random_matrix', 'sklearn.set_config',
564 'sklearn.setup_module', 'sklearn.svm.LinearSVC',
565 'sklearn.svm.LinearSVR', 'sklearn.svm.NuSVC',
566 'sklearn.svm.NuSVR', 'sklearn.svm.OneClassSVM',
567 'sklearn.svm.SVC', 'sklearn.svm.SVR',
568 'sklearn.svm.base.BaseLibSVM', 'sklearn.svm.base.BaseSVC',
569 'sklearn.svm.base.LIBSVM_IMPL', 'sklearn.svm.base._fit_liblinear',
570 'sklearn.svm.base._get_liblinear_solver_type', 'sklearn.svm.base._one_vs_one_coef',
571 'sklearn.svm.bounds.l1_min_c', 'sklearn.svm.classes.LinearSVC',
572 'sklearn.svm.classes.LinearSVR', 'sklearn.svm.classes.NuSVC',
573 'sklearn.svm.classes.NuSVR', 'sklearn.svm.classes.OneClassSVM',
574 'sklearn.svm.classes.SVC', 'sklearn.svm.classes.SVR',
575 'sklearn.svm.l1_min_c', 'sklearn.svm.liblinear.set_verbosity_wrap',
576 'sklearn.svm.liblinear.train_wrap', 'sklearn.svm.libsvm.LIBSVM_KERNEL_TYPES',
577 'sklearn.svm.libsvm.cross_validation', 'sklearn.svm.libsvm.decision_function',
578 'sklearn.svm.libsvm.fit', 'sklearn.svm.libsvm.predict',
579 'sklearn.svm.libsvm.predict_proba', 'sklearn.svm.libsvm.set_verbosity_wrap',
580 'sklearn.svm.libsvm_sparse.libsvm_sparse_decision_function', 'sklearn.svm.libsvm_sparse.libsvm_sparse_predict',
581 'sklearn.svm.libsvm_sparse.libsvm_sparse_predict_proba', 'sklearn.svm.libsvm_sparse.libsvm_sparse_train',
582 'sklearn.svm.libsvm_sparse.set_verbosity_wrap', 'sklearn.tree.DecisionTreeClassifier',
583 'sklearn.tree.DecisionTreeRegressor', 'sklearn.tree.ExtraTreeClassifier',
584 'sklearn.tree.ExtraTreeRegressor', 'sklearn.tree._criterion.ClassificationCriterion',
585 'sklearn.tree._criterion.Criterion', 'sklearn.tree._criterion.Entropy',
586 'sklearn.tree._criterion.FriedmanMSE', 'sklearn.tree._criterion.Gini',
587 'sklearn.tree._criterion.MAE', 'sklearn.tree._criterion.MSE',
588 'sklearn.tree._criterion.RegressionCriterion', 'sklearn.tree._splitter.BaseDenseSplitter',
589 'sklearn.tree._splitter.BaseSparseSplitter', 'sklearn.tree._splitter.BestSparseSplitter',
590 'sklearn.tree._splitter.BestSplitter', 'sklearn.tree._splitter.RandomSparseSplitter',
591 'sklearn.tree._splitter.RandomSplitter', 'sklearn.tree._splitter.Splitter',
592 'sklearn.tree._tree.BestFirstTreeBuilder', 'sklearn.tree._tree.DepthFirstTreeBuilder',
593 'sklearn.tree._tree.NODE_DTYPE', 'sklearn.tree._tree.TREE_LEAF',
594 'sklearn.tree._tree.TREE_UNDEFINED', 'sklearn.tree._tree.Tree',
595 'sklearn.tree._tree.TreeBuilder', 'sklearn.tree._utils.PriorityHeap',
596 'sklearn.tree._utils.Stack', 'sklearn.tree._utils.WeightedMedianCalculator',
597 'sklearn.tree._utils.WeightedPQueue', 'sklearn.tree._utils._realloc_test',
598 'sklearn.tree.export.SENTINEL', 'sklearn.tree.export.Sentinel',
599 'sklearn.tree.export._color_brew', 'sklearn.tree.export.export_graphviz',
600 'sklearn.tree.export_graphviz', 'sklearn.tree.tree.BaseDecisionTree',
601 'sklearn.tree.tree.CRITERIA_CLF', 'sklearn.tree.tree.CRITERIA_REG',
602 'sklearn.tree.tree.DENSE_SPLITTERS', 'sklearn.tree.tree.DecisionTreeClassifier',
603 'sklearn.tree.tree.DecisionTreeRegressor', 'sklearn.tree.tree.ExtraTreeClassifier',
604 'sklearn.tree.tree.ExtraTreeRegressor', 'sklearn.tree.tree.SPARSE_SPLITTERS',
605 'sklearn.utils.Bunch', 'sklearn.utils._get_n_jobs',
606 'sklearn.utils._logistic_sigmoid._log_logistic_sigmoid', 'sklearn.utils._random._sample_without_replacement_check_input',
607 'sklearn.utils._random._sample_without_replacement_with_pool', 'sklearn.utils._random._sample_without_replacement_with_reservoir_sampling',
608 'sklearn.utils._random._sample_without_replacement_with_tracking_selection', 'sklearn.utils._random.sample_without_replacement',
609 'sklearn.utils.arrayfuncs.cholesky_delete', 'sklearn.utils.arrayfuncs.min_pos',
610 'sklearn.utils.as_float_array', 'sklearn.utils.assert_all_finite',
611 'sklearn.utils.axis0_safe_slice', 'sklearn.utils.check_X_y',
612 'sklearn.utils.check_array', 'sklearn.utils.check_consistent_length',
613 'sklearn.utils.check_random_state', 'sklearn.utils.check_symmetric',
614 'sklearn.utils.class_weight.compute_class_weight', 'sklearn.utils.class_weight.compute_sample_weight',
615 'sklearn.utils.column_or_1d', 'sklearn.utils.compute_class_weight',
616 'sklearn.utils.compute_sample_weight', 'sklearn.utils.deprecated',
617 'sklearn.utils.deprecation.DeprecationDict', 'sklearn.utils.deprecation._is_deprecated',
618 'sklearn.utils.deprecation.deprecated', 'sklearn.utils.extmath._deterministic_vector_sign_flip',
619 'sklearn.utils.extmath._impose_f_order', 'sklearn.utils.extmath._incremental_mean_and_var',
620 'sklearn.utils.extmath.cartesian', 'sklearn.utils.extmath.density',
621 'sklearn.utils.extmath.fast_dot', 'sklearn.utils.extmath.fast_logdet',
622 'sklearn.utils.extmath.log_logistic', 'sklearn.utils.extmath.logsumexp',
623 'sklearn.utils.extmath.make_nonnegative', 'sklearn.utils.extmath.norm',
624 'sklearn.utils.extmath.np_version', 'sklearn.utils.extmath.pinvh',
625 'sklearn.utils.extmath.randomized_range_finder', 'sklearn.utils.extmath.randomized_svd',
626 'sklearn.utils.extmath.row_norms', 'sklearn.utils.extmath.safe_min',
627 'sklearn.utils.extmath.safe_sparse_dot', 'sklearn.utils.extmath.softmax',
628 'sklearn.utils.extmath.squared_norm', 'sklearn.utils.extmath.stable_cumsum',
629 'sklearn.utils.extmath.svd_flip', 'sklearn.utils.extmath.weighted_mode',
630 'sklearn.utils.fast_dict.IntFloatDict', 'sklearn.utils.fast_dict.argmin',
631 'sklearn.utils.fixes._parse_version', 'sklearn.utils.fixes.divide',
632 'sklearn.utils.fixes.euler_gamma', 'sklearn.utils.fixes.makedirs',
633 'sklearn.utils.fixes.np_version', 'sklearn.utils.fixes.parallel_helper',
634 'sklearn.utils.fixes.sp_version', 'sklearn.utils.fixes.sparse_min_max',
635 'sklearn.utils.gen_batches', 'sklearn.utils.gen_even_slices',
636 'sklearn.utils.graph.connected_components', 'sklearn.utils.graph.graph_laplacian',
637 'sklearn.utils.graph.graph_shortest_path', 'sklearn.utils.graph.single_source_shortest_path_length',
638 'sklearn.utils.graph_shortest_path.graph_shortest_path', 'sklearn.utils.indexable',
639 'sklearn.utils.indices_to_mask', 'sklearn.utils.linear_assignment_._HungarianState',
640 'sklearn.utils.linear_assignment_._hungarian', 'sklearn.utils.linear_assignment_._step1',
641 'sklearn.utils.linear_assignment_._step3', 'sklearn.utils.linear_assignment_._step4',
642 'sklearn.utils.linear_assignment_._step5', 'sklearn.utils.linear_assignment_._step6',
643 'sklearn.utils.linear_assignment_.linear_assignment', 'sklearn.utils.metaestimators._BaseComposition',
644 'sklearn.utils.metaestimators._IffHasAttrDescriptor', 'sklearn.utils.metaestimators._safe_split',
645 'sklearn.utils.metaestimators.if_delegate_has_method', 'sklearn.utils.multiclass._FN_UNIQUE_LABELS',
646 'sklearn.utils.multiclass._check_partial_fit_first_call', 'sklearn.utils.multiclass._is_integral_float',
647 'sklearn.utils.multiclass._ovr_decision_function', 'sklearn.utils.multiclass._unique_indicator',
648 'sklearn.utils.multiclass._unique_multiclass', 'sklearn.utils.multiclass.check_classification_targets',
649 'sklearn.utils.multiclass.class_distribution', 'sklearn.utils.multiclass.is_multilabel',
650 'sklearn.utils.multiclass.string_types', 'sklearn.utils.multiclass.type_of_target',
651 'sklearn.utils.multiclass.unique_labels', 'sklearn.utils.murmurhash.murmurhash3_32',
652 'sklearn.utils.murmurhash.murmurhash3_bytes_array_s32', 'sklearn.utils.murmurhash.murmurhash3_bytes_array_u32',
653 'sklearn.utils.murmurhash.murmurhash3_bytes_s32', 'sklearn.utils.murmurhash.murmurhash3_bytes_u32',
654 'sklearn.utils.murmurhash.murmurhash3_int_s32', 'sklearn.utils.murmurhash.murmurhash3_int_u32',
655 'sklearn.utils.murmurhash3_32', 'sklearn.utils.optimize._LineSearchError',
656 'sklearn.utils.optimize._cg', 'sklearn.utils.optimize._line_search_wolfe12',
657 'sklearn.utils.optimize.newton_cg', 'sklearn.utils.random.choice',
658 'sklearn.utils.random.random_choice_csc', 'sklearn.utils.resample',
659 'sklearn.utils.safe_indexing', 'sklearn.utils.safe_mask',
660 'sklearn.utils.safe_sqr', 'sklearn.utils.seq_dataset.ArrayDataset',
661 'sklearn.utils.seq_dataset.CSRDataset', 'sklearn.utils.seq_dataset.SequentialDataset',
662 'sklearn.utils.shuffle', 'sklearn.utils.sparsefuncs._csc_mean_var_axis0',
663 'sklearn.utils.sparsefuncs._csr_mean_var_axis0', 'sklearn.utils.sparsefuncs._get_elem_at_rank',
664 'sklearn.utils.sparsefuncs._get_median', 'sklearn.utils.sparsefuncs._incr_mean_var_axis0',
665 'sklearn.utils.sparsefuncs._raise_error_wrong_axis', 'sklearn.utils.sparsefuncs._raise_typeerror',
666 'sklearn.utils.sparsefuncs.count_nonzero', 'sklearn.utils.sparsefuncs.csc_median_axis_0',
667 'sklearn.utils.sparsefuncs.incr_mean_variance_axis', 'sklearn.utils.sparsefuncs.inplace_column_scale',
668 'sklearn.utils.sparsefuncs.inplace_csr_column_scale', 'sklearn.utils.sparsefuncs.inplace_csr_row_scale',
669 'sklearn.utils.sparsefuncs.inplace_row_scale', 'sklearn.utils.sparsefuncs.inplace_swap_column',
670 'sklearn.utils.sparsefuncs.inplace_swap_row', 'sklearn.utils.sparsefuncs.inplace_swap_row_csc',
671 'sklearn.utils.sparsefuncs.inplace_swap_row_csr', 'sklearn.utils.sparsefuncs.mean_variance_axis',
672 'sklearn.utils.sparsefuncs.min_max_axis', 'sklearn.utils.sparsefuncs_fast._csc_mean_variance_axis0',
673 'sklearn.utils.sparsefuncs_fast._csr_mean_variance_axis0', 'sklearn.utils.sparsefuncs_fast._csr_row_norms',
674 'sklearn.utils.sparsefuncs_fast._incr_mean_variance_axis0', 'sklearn.utils.sparsefuncs_fast._inplace_csr_row_normalize_l1',
675 'sklearn.utils.sparsefuncs_fast._inplace_csr_row_normalize_l2', 'sklearn.utils.sparsefuncs_fast.assign_rows_csr',
676 'sklearn.utils.sparsefuncs_fast.csc_mean_variance_axis0', 'sklearn.utils.sparsefuncs_fast.csr_mean_variance_axis0',
677 'sklearn.utils.sparsefuncs_fast.csr_row_norms', 'sklearn.utils.sparsefuncs_fast.incr_mean_variance_axis0',
678 'sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l1', 'sklearn.utils.sparsefuncs_fast.inplace_csr_row_normalize_l2',
679 'sklearn.utils.stats._weighted_percentile', 'sklearn.utils.stats.rankdata',
680 'sklearn.utils.tosequence', 'sklearn.utils.validation.FLOAT_DTYPES',
681 'sklearn.utils.validation._assert_all_finite', 'sklearn.utils.validation._ensure_sparse_format',
682 'sklearn.utils.validation._is_arraylike', 'sklearn.utils.validation._num_samples',
683 'sklearn.utils.validation._shape_repr', 'sklearn.utils.validation.as_float_array',
684 'sklearn.utils.validation.assert_all_finite', 'sklearn.utils.validation.check_X_y',
685 'sklearn.utils.validation.check_array', 'sklearn.utils.validation.check_consistent_length',
686 'sklearn.utils.validation.check_is_fitted', 'sklearn.utils.validation.check_memory',
687 'sklearn.utils.validation.check_non_negative', 'sklearn.utils.validation.check_random_state',
688 'sklearn.utils.validation.check_symmetric', 'sklearn.utils.validation.column_or_1d',
689 'sklearn.utils.validation.has_fit_parameter', 'sklearn.utils.validation.indexable',
690 'sklearn.utils.weight_vector.WeightVector'
691 )
692
693
694 # class or function names from skrebate
695 SKR_NAMES = (
696 'skrebate.MultiSURF', 'skrebate.MultiSURFstar',
697 'skrebate.ReliefF', 'skrebate.SURF',
698 'skrebate.SURFstar', 'skrebate.TuRF',
699 'skrebate.multisurf.MultiSURF', 'skrebate.multisurfstar.MultiSURFstar',
700 'skrebate.relieff.ReliefF', 'skrebate.scoring_utils.MultiSURF_compute_scores',
701 'skrebate.scoring_utils.MultiSURFstar_compute_scores', 'skrebate.scoring_utils.ReliefF_compute_scores',
702 'skrebate.scoring_utils.SURF_compute_scores', 'skrebate.scoring_utils.SURFstar_compute_scores',
703 'skrebate.scoring_utils.compute_score', 'skrebate.scoring_utils.get_row_missing',
704 'skrebate.scoring_utils.ramp_function', 'skrebate.surf.SURF',
705 'skrebate.surfstar.SURFstar', 'skrebate.turf.TuRF'
706 )
707
708
709 # class or function names from xgboost
710 XGB_NAMES = (
711 'xgboost.Booster', 'xgboost.DMatrix',
712 'xgboost.VERSION_FILE', 'xgboost.XGBClassifier',
713 'xgboost.XGBModel', 'xgboost.XGBRegressor',
714 'xgboost.callback._fmt_metric', 'xgboost.callback._get_callback_context',
715 'xgboost.callback.early_stop', 'xgboost.callback.print_evaluation',
716 'xgboost.callback.record_evaluation', 'xgboost.callback.reset_learning_rate',
717 'xgboost.compat.PANDAS_INSTALLED', 'xgboost.compat.PY3',
718 'xgboost.compat.SKLEARN_INSTALLED', 'xgboost.compat.STRING_TYPES',
719 'xgboost.compat.py_str', 'xgboost.core.Booster',
720 'xgboost.core.CallbackEnv', 'xgboost.core.DMatrix',
721 'xgboost.core.EarlyStopException', 'xgboost.core.PANDAS_DTYPE_MAPPER',
722 'xgboost.core.PANDAS_INSTALLED', 'xgboost.core.PY3',
723 'xgboost.core.STRING_TYPES', 'xgboost.core.XGBoostError',
724 'xgboost.core._check_call', 'xgboost.core._load_lib',
725 'xgboost.core._maybe_pandas_data', 'xgboost.core._maybe_pandas_label',
726 'xgboost.core.c_array', 'xgboost.core.c_str',
727 'xgboost.core.ctypes2buffer', 'xgboost.core.ctypes2numpy',
728 'xgboost.core.from_cstr_to_pystr', 'xgboost.core.from_pystr_to_cstr',
729 'xgboost.cv', 'xgboost.f',
730 'xgboost.libpath.XGBoostLibraryNotFound', 'xgboost.libpath.find_lib_path',
731 'xgboost.plot_importance', 'xgboost.plot_tree',
732 'xgboost.plotting._EDGEPAT', 'xgboost.plotting._EDGEPAT2',
733 'xgboost.plotting._LEAFPAT', 'xgboost.plotting._NODEPAT',
734 'xgboost.plotting._parse_edge', 'xgboost.plotting._parse_node',
735 'xgboost.plotting.plot_importance', 'xgboost.plotting.plot_tree',
736 'xgboost.plotting.to_graphviz', 'xgboost.rabit.DTYPE_ENUM__',
737 'xgboost.rabit.STRING_TYPES', 'xgboost.rabit._init_rabit',
738 'xgboost.rabit.allreduce', 'xgboost.rabit.broadcast',
739 'xgboost.rabit.finalize', 'xgboost.rabit.get_processor_name',
740 'xgboost.rabit.get_rank', 'xgboost.rabit.get_world_size',
741 'xgboost.rabit.init', 'xgboost.rabit.tracker_print',
742 'xgboost.rabit.version_number', 'xgboost.sklearn.SKLEARN_INSTALLED',
743 'xgboost.sklearn.XGBClassifier', 'xgboost.sklearn.XGBModel',
744 'xgboost.sklearn.XGBRegressor', 'xgboost.sklearn._objective_decorator',
745 'xgboost.to_graphviz', 'xgboost.train',
746 'xgboost.training.CVPack', 'xgboost.training.SKLEARN_INSTALLED',
747 'xgboost.training.STRING_TYPES', 'xgboost.training._train_internal',
748 'xgboost.training.aggcv', 'xgboost.training.cv',
749 'xgboost.training.mknfold', 'xgboost.training.train'
750 )
751
752
753 NUMPY_NAMES = (
754 'numpy.core.multiarray._reconstruct', 'numpy.ndarray',
755 'numpy.dtype', 'numpy.core.multiarray.scalar',
756 'numpy.random.__RandomState_ctor'
757 )