Mercurial > repos > bgruening > sklearn_nn_classifier
comparison sk_whitelist.py @ 6:e972a913e61a draft
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
author | bgruening |
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date | Thu, 23 Aug 2018 16:15:30 -0400 |
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5:753ebd417b17 | 6:e972a913e61a |
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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', | |
241 'sklearn.linear_model.base._rescale_data', 'sklearn.linear_model.base.center_data', | |
242 'sklearn.linear_model.base.make_dataset', 'sklearn.linear_model.base.sparse_center_data', | |
243 'sklearn.linear_model.bayes.ARDRegression', 'sklearn.linear_model.bayes.BayesianRidge', | |
244 'sklearn.linear_model.cd_fast.enet_coordinate_descent', 'sklearn.linear_model.cd_fast.enet_coordinate_descent_gram', | |
245 'sklearn.linear_model.cd_fast.enet_coordinate_descent_multi_task', 'sklearn.linear_model.cd_fast.sparse_enet_coordinate_descent', | |
246 'sklearn.linear_model.coordinate_descent.ElasticNet', 'sklearn.linear_model.coordinate_descent.ElasticNetCV', | |
247 'sklearn.linear_model.coordinate_descent.Lasso', 'sklearn.linear_model.coordinate_descent.LassoCV', | |
248 'sklearn.linear_model.coordinate_descent.LinearModelCV', 'sklearn.linear_model.coordinate_descent.MultiTaskElasticNet', | |
249 'sklearn.linear_model.coordinate_descent.MultiTaskElasticNetCV', 'sklearn.linear_model.coordinate_descent.MultiTaskLasso', | |
250 'sklearn.linear_model.coordinate_descent.MultiTaskLassoCV', 'sklearn.linear_model.coordinate_descent._alpha_grid', | |
251 'sklearn.linear_model.coordinate_descent._path_residuals', 'sklearn.linear_model.coordinate_descent.enet_path', | |
252 'sklearn.linear_model.coordinate_descent.lasso_path', 'sklearn.linear_model.enet_path', | |
253 'sklearn.linear_model.huber.HuberRegressor', 'sklearn.linear_model.huber._huber_loss_and_gradient', | |
254 'sklearn.linear_model.lars_path', 'sklearn.linear_model.lasso_path', | |
255 'sklearn.linear_model.lasso_stability_path', 'sklearn.linear_model.least_angle.Lars', | |
256 'sklearn.linear_model.least_angle.LarsCV', 'sklearn.linear_model.least_angle.LassoLars', | |
257 'sklearn.linear_model.least_angle.LassoLarsCV', 'sklearn.linear_model.least_angle.LassoLarsIC', | |
258 'sklearn.linear_model.least_angle._check_copy_and_writeable', 'sklearn.linear_model.least_angle._lars_path_residues', | |
259 'sklearn.linear_model.least_angle.lars_path', 'sklearn.linear_model.least_angle.solve_triangular_args', | |
260 'sklearn.linear_model.least_angle.string_types', 'sklearn.linear_model.logistic.LogisticRegression', | |
261 'sklearn.linear_model.logistic.LogisticRegressionCV', 'sklearn.linear_model.logistic.SCORERS', | |
262 'sklearn.linear_model.logistic._check_solver_option', 'sklearn.linear_model.logistic._intercept_dot', | |
263 'sklearn.linear_model.logistic._log_reg_scoring_path', 'sklearn.linear_model.logistic._logistic_grad_hess', | |
264 'sklearn.linear_model.logistic._logistic_loss', 'sklearn.linear_model.logistic._logistic_loss_and_grad', | |
265 'sklearn.linear_model.logistic._multinomial_grad_hess', 'sklearn.linear_model.logistic._multinomial_loss', | |
266 'sklearn.linear_model.logistic._multinomial_loss_grad', 'sklearn.linear_model.logistic.expit', | |
267 'sklearn.linear_model.logistic.logistic_regression_path', 'sklearn.linear_model.logistic_regression_path', | |
268 'sklearn.linear_model.omp.OrthogonalMatchingPursuit', 'sklearn.linear_model.omp.OrthogonalMatchingPursuitCV', | |
269 'sklearn.linear_model.omp._cholesky_omp', 'sklearn.linear_model.omp._gram_omp', | |
270 'sklearn.linear_model.omp._omp_path_residues', 'sklearn.linear_model.omp.orthogonal_mp', | |
271 'sklearn.linear_model.omp.orthogonal_mp_gram', 'sklearn.linear_model.omp.premature', | |
272 'sklearn.linear_model.omp.solve_triangular_args', 'sklearn.linear_model.orthogonal_mp', | |
273 'sklearn.linear_model.orthogonal_mp_gram', 'sklearn.linear_model.passive_aggressive.DEFAULT_EPSILON', | |
274 'sklearn.linear_model.passive_aggressive.PassiveAggressiveClassifier', 'sklearn.linear_model.passive_aggressive.PassiveAggressiveRegressor', | |
275 'sklearn.linear_model.perceptron.Perceptron', 'sklearn.linear_model.randomized_l1.BaseRandomizedLinearModel', | |
276 'sklearn.linear_model.randomized_l1.RandomizedLasso', 'sklearn.linear_model.randomized_l1.RandomizedLogisticRegression', | |
277 'sklearn.linear_model.randomized_l1._lasso_stability_path', 'sklearn.linear_model.randomized_l1._randomized_lasso', | |
278 'sklearn.linear_model.randomized_l1._randomized_logistic', 'sklearn.linear_model.randomized_l1._resample_model', | |
279 'sklearn.linear_model.randomized_l1.lasso_stability_path', 'sklearn.linear_model.ransac.RANSACRegressor', | |
280 'sklearn.linear_model.ransac._EPSILON', 'sklearn.linear_model.ransac._dynamic_max_trials', | |
281 'sklearn.linear_model.ridge.Ridge', 'sklearn.linear_model.ridge.RidgeCV', | |
282 'sklearn.linear_model.ridge.RidgeClassifier', 'sklearn.linear_model.ridge.RidgeClassifierCV', | |
283 'sklearn.linear_model.ridge._BaseRidge', 'sklearn.linear_model.ridge._BaseRidgeCV', | |
284 'sklearn.linear_model.ridge._RidgeGCV', 'sklearn.linear_model.ridge._solve_cholesky', | |
285 'sklearn.linear_model.ridge._solve_cholesky_kernel', 'sklearn.linear_model.ridge._solve_lsqr', | |
286 'sklearn.linear_model.ridge._solve_sparse_cg', 'sklearn.linear_model.ridge._solve_svd', | |
287 'sklearn.linear_model.ridge.ridge_regression', 'sklearn.linear_model.ridge_regression', | |
288 'sklearn.linear_model.sag.get_auto_step_size', 'sklearn.linear_model.sag.sag', | |
289 'sklearn.linear_model.sag.sag_solver', 'sklearn.linear_model.sag_fast.MultinomialLogLoss', | |
290 'sklearn.linear_model.sag_fast._multinomial_grad_loss_all_samples', 'sklearn.linear_model.sag_fast.sag', | |
291 'sklearn.linear_model.sgd_fast.Classification', 'sklearn.linear_model.sgd_fast.EpsilonInsensitive', | |
292 'sklearn.linear_model.sgd_fast.Hinge', 'sklearn.linear_model.sgd_fast.Huber', | |
293 'sklearn.linear_model.sgd_fast.Log', 'sklearn.linear_model.sgd_fast.LossFunction', | |
294 'sklearn.linear_model.sgd_fast.ModifiedHuber', 'sklearn.linear_model.sgd_fast.Regression', | |
295 'sklearn.linear_model.sgd_fast.SquaredEpsilonInsensitive', 'sklearn.linear_model.sgd_fast.SquaredHinge', | |
296 'sklearn.linear_model.sgd_fast.SquaredLoss', 'sklearn.linear_model.sgd_fast._plain_sgd', | |
297 'sklearn.linear_model.sgd_fast.average_sgd', 'sklearn.linear_model.sgd_fast.plain_sgd', | |
298 'sklearn.linear_model.stochastic_gradient.BaseSGD', 'sklearn.linear_model.stochastic_gradient.BaseSGDClassifier', | |
299 'sklearn.linear_model.stochastic_gradient.BaseSGDRegressor', 'sklearn.linear_model.stochastic_gradient.DEFAULT_EPSILON', | |
300 'sklearn.linear_model.stochastic_gradient.LEARNING_RATE_TYPES', 'sklearn.linear_model.stochastic_gradient.PENALTY_TYPES', | |
301 'sklearn.linear_model.stochastic_gradient.SGDClassifier', 'sklearn.linear_model.stochastic_gradient.SGDRegressor', | |
302 'sklearn.linear_model.stochastic_gradient._prepare_fit_binary', 'sklearn.linear_model.stochastic_gradient.fit_binary', | |
303 'sklearn.linear_model.theil_sen.TheilSenRegressor', 'sklearn.linear_model.theil_sen._EPSILON', | |
304 'sklearn.linear_model.theil_sen._breakdown_point', 'sklearn.linear_model.theil_sen._lstsq', | |
305 'sklearn.linear_model.theil_sen._modified_weiszfeld_step', 'sklearn.linear_model.theil_sen._spatial_median', | |
306 'sklearn.linear_model.theil_sen.binom', 'sklearn.manifold.Isomap', | |
307 'sklearn.manifold.LocallyLinearEmbedding', 'sklearn.manifold.MDS', | |
308 'sklearn.manifold.SpectralEmbedding', 'sklearn.manifold.TSNE', | |
309 'sklearn.manifold._barnes_hut_tsne.gradient', 'sklearn.manifold._utils._binary_search_perplexity', | |
310 'sklearn.manifold.isomap.Isomap', 'sklearn.manifold.locally_linear.FLOAT_DTYPES', | |
311 'sklearn.manifold.locally_linear.LocallyLinearEmbedding', 'sklearn.manifold.locally_linear.barycenter_kneighbors_graph', | |
312 'sklearn.manifold.locally_linear.barycenter_weights', 'sklearn.manifold.locally_linear.locally_linear_embedding', | |
313 'sklearn.manifold.locally_linear.null_space', 'sklearn.manifold.locally_linear_embedding', | |
314 'sklearn.manifold.mds.MDS', 'sklearn.manifold.mds._smacof_single', | |
315 'sklearn.manifold.mds.smacof', 'sklearn.manifold.smacof', | |
316 'sklearn.manifold.spectral_embedding', 'sklearn.manifold.spectral_embedding_.SpectralEmbedding', | |
317 'sklearn.manifold.spectral_embedding_._graph_connected_component', 'sklearn.manifold.spectral_embedding_._graph_is_connected', | |
318 'sklearn.manifold.spectral_embedding_._set_diag', 'sklearn.manifold.spectral_embedding_.spectral_embedding', | |
319 'sklearn.manifold.t_sne.MACHINE_EPSILON', 'sklearn.manifold.t_sne.TSNE', | |
320 'sklearn.manifold.t_sne._gradient_descent', 'sklearn.manifold.t_sne._joint_probabilities', | |
321 'sklearn.manifold.t_sne._joint_probabilities_nn', 'sklearn.manifold.t_sne._kl_divergence', | |
322 'sklearn.manifold.t_sne._kl_divergence_bh', 'sklearn.manifold.t_sne.string_types', | |
323 'sklearn.manifold.t_sne.trustworthiness', 'sklearn.metrics.SCORERS', | |
324 'sklearn.metrics.accuracy_score', 'sklearn.metrics.adjusted_mutual_info_score', | |
325 'sklearn.metrics.adjusted_rand_score', 'sklearn.metrics.auc', | |
326 'sklearn.metrics.average_precision_score', 'sklearn.metrics.base._average_binary_score', | |
327 'sklearn.metrics.brier_score_loss', 'sklearn.metrics.calinski_harabaz_score', | |
328 'sklearn.metrics.classification._check_binary_probabilistic_predictions', 'sklearn.metrics.classification._check_targets', | |
329 'sklearn.metrics.classification._prf_divide', 'sklearn.metrics.classification._weighted_sum', | |
330 'sklearn.metrics.classification.accuracy_score', 'sklearn.metrics.classification.brier_score_loss', | |
331 'sklearn.metrics.classification.classification_report', 'sklearn.metrics.classification.cohen_kappa_score', | |
332 'sklearn.metrics.classification.confusion_matrix', 'sklearn.metrics.classification.f1_score', | |
333 'sklearn.metrics.classification.fbeta_score', 'sklearn.metrics.classification.hamming_loss', | |
334 'sklearn.metrics.classification.hinge_loss', 'sklearn.metrics.classification.jaccard_similarity_score', | |
335 'sklearn.metrics.classification.log_loss', 'sklearn.metrics.classification.matthews_corrcoef', | |
336 'sklearn.metrics.classification.precision_recall_fscore_support', 'sklearn.metrics.classification.precision_score', | |
337 'sklearn.metrics.classification.recall_score', 'sklearn.metrics.classification.zero_one_loss', | |
338 'sklearn.metrics.classification_report', 'sklearn.metrics.cluster.adjusted_mutual_info_score', | |
339 'sklearn.metrics.cluster.adjusted_rand_score', 'sklearn.metrics.cluster.bicluster._check_rows_and_columns', | |
340 'sklearn.metrics.cluster.bicluster._jaccard', 'sklearn.metrics.cluster.bicluster._pairwise_similarity', | |
341 'sklearn.metrics.cluster.bicluster.consensus_score', 'sklearn.metrics.cluster.calinski_harabaz_score', | |
342 'sklearn.metrics.cluster.completeness_score', 'sklearn.metrics.cluster.consensus_score', | |
343 'sklearn.metrics.cluster.contingency_matrix', 'sklearn.metrics.cluster.entropy', | |
344 'sklearn.metrics.cluster.expected_mutual_info_fast.expected_mutual_information', 'sklearn.metrics.cluster.expected_mutual_info_fast.gammaln', | |
345 'sklearn.metrics.cluster.expected_mutual_information', 'sklearn.metrics.cluster.fowlkes_mallows_score', | |
346 'sklearn.metrics.cluster.homogeneity_completeness_v_measure', 'sklearn.metrics.cluster.homogeneity_score', | |
347 'sklearn.metrics.cluster.mutual_info_score', 'sklearn.metrics.cluster.normalized_mutual_info_score', | |
348 'sklearn.metrics.cluster.silhouette_samples', 'sklearn.metrics.cluster.silhouette_score', | |
349 'sklearn.metrics.cluster.supervised.adjusted_mutual_info_score', 'sklearn.metrics.cluster.supervised.adjusted_rand_score', | |
350 'sklearn.metrics.cluster.supervised.check_clusterings', 'sklearn.metrics.cluster.supervised.comb2', | |
351 'sklearn.metrics.cluster.supervised.completeness_score', 'sklearn.metrics.cluster.supervised.contingency_matrix', | |
352 'sklearn.metrics.cluster.supervised.entropy', 'sklearn.metrics.cluster.supervised.fowlkes_mallows_score', | |
353 'sklearn.metrics.cluster.supervised.homogeneity_completeness_v_measure', 'sklearn.metrics.cluster.supervised.homogeneity_score', | |
354 'sklearn.metrics.cluster.supervised.mutual_info_score', 'sklearn.metrics.cluster.supervised.normalized_mutual_info_score', | |
355 'sklearn.metrics.cluster.supervised.v_measure_score', 'sklearn.metrics.cluster.unsupervised.calinski_harabaz_score', | |
356 'sklearn.metrics.cluster.unsupervised.check_number_of_labels', 'sklearn.metrics.cluster.unsupervised.silhouette_samples', | |
357 'sklearn.metrics.cluster.unsupervised.silhouette_score', 'sklearn.metrics.cluster.v_measure_score', | |
358 'sklearn.metrics.cohen_kappa_score', 'sklearn.metrics.completeness_score', | |
359 'sklearn.metrics.confusion_matrix', 'sklearn.metrics.consensus_score', | |
360 'sklearn.metrics.coverage_error', 'sklearn.metrics.euclidean_distances', | |
361 'sklearn.metrics.explained_variance_score', 'sklearn.metrics.f1_score', | |
362 'sklearn.metrics.fbeta_score', 'sklearn.metrics.fowlkes_mallows_score', | |
363 'sklearn.metrics.get_scorer', 'sklearn.metrics.hamming_loss', | |
364 'sklearn.metrics.hinge_loss', 'sklearn.metrics.homogeneity_completeness_v_measure', | |
365 'sklearn.metrics.homogeneity_score', 'sklearn.metrics.jaccard_similarity_score', | |
366 'sklearn.metrics.label_ranking_average_precision_score', 'sklearn.metrics.label_ranking_loss', | |
367 'sklearn.metrics.log_loss', 'sklearn.metrics.make_scorer', | |
368 'sklearn.metrics.matthews_corrcoef', 'sklearn.metrics.mean_absolute_error', | |
369 'sklearn.metrics.mean_squared_error', 'sklearn.metrics.mean_squared_log_error', | |
370 'sklearn.metrics.median_absolute_error', 'sklearn.metrics.mutual_info_score', | |
371 'sklearn.metrics.normalized_mutual_info_score', 'sklearn.metrics.pairwise.KERNEL_PARAMS', | |
372 'sklearn.metrics.pairwise.PAIRED_DISTANCES', 'sklearn.metrics.pairwise.PAIRWISE_BOOLEAN_FUNCTIONS', | |
373 'sklearn.metrics.pairwise.PAIRWISE_DISTANCE_FUNCTIONS', 'sklearn.metrics.pairwise.PAIRWISE_KERNEL_FUNCTIONS', | |
374 'sklearn.metrics.pairwise._VALID_METRICS', 'sklearn.metrics.pairwise._chi2_kernel_fast', | |
375 'sklearn.metrics.pairwise._pairwise_callable', 'sklearn.metrics.pairwise._parallel_pairwise', | |
376 'sklearn.metrics.pairwise._return_float_dtype', 'sklearn.metrics.pairwise._sparse_manhattan', | |
377 'sklearn.metrics.pairwise.additive_chi2_kernel', 'sklearn.metrics.pairwise.check_paired_arrays', | |
378 'sklearn.metrics.pairwise.check_pairwise_arrays', 'sklearn.metrics.pairwise.chi2_kernel', | |
379 'sklearn.metrics.pairwise.cosine_distances', 'sklearn.metrics.pairwise.cosine_similarity', | |
380 'sklearn.metrics.pairwise.distance_metrics', 'sklearn.metrics.pairwise.euclidean_distances', | |
381 'sklearn.metrics.pairwise.kernel_metrics', 'sklearn.metrics.pairwise.laplacian_kernel', | |
382 'sklearn.metrics.pairwise.linear_kernel', 'sklearn.metrics.pairwise.manhattan_distances', | |
383 'sklearn.metrics.pairwise.paired_cosine_distances', 'sklearn.metrics.pairwise.paired_distances', | |
384 'sklearn.metrics.pairwise.paired_euclidean_distances', 'sklearn.metrics.pairwise.paired_manhattan_distances', | |
385 'sklearn.metrics.pairwise.pairwise_distances', 'sklearn.metrics.pairwise.pairwise_distances_argmin', | |
386 'sklearn.metrics.pairwise.pairwise_distances_argmin_min', 'sklearn.metrics.pairwise.pairwise_kernels', | |
387 'sklearn.metrics.pairwise.polynomial_kernel', 'sklearn.metrics.pairwise.rbf_kernel', | |
388 'sklearn.metrics.pairwise.sigmoid_kernel', 'sklearn.metrics.pairwise_distances', | |
389 'sklearn.metrics.pairwise_distances_argmin', 'sklearn.metrics.pairwise_distances_argmin_min', | |
390 'sklearn.metrics.pairwise_fast._chi2_kernel_fast', 'sklearn.metrics.pairwise_fast._sparse_manhattan', | |
391 'sklearn.metrics.pairwise_kernels', 'sklearn.metrics.precision_recall_curve', | |
392 'sklearn.metrics.precision_recall_fscore_support', 'sklearn.metrics.precision_score', | |
393 'sklearn.metrics.r2_score', 'sklearn.metrics.ranking._binary_clf_curve', | |
394 'sklearn.metrics.ranking.auc', 'sklearn.metrics.ranking.average_precision_score', | |
395 'sklearn.metrics.ranking.coverage_error', 'sklearn.metrics.ranking.label_ranking_average_precision_score', | |
396 'sklearn.metrics.ranking.label_ranking_loss', 'sklearn.metrics.ranking.precision_recall_curve', | |
397 'sklearn.metrics.ranking.roc_auc_score', 'sklearn.metrics.ranking.roc_curve', | |
398 'sklearn.metrics.recall_score', 'sklearn.metrics.regression._check_reg_targets', | |
399 'sklearn.metrics.regression.explained_variance_score', 'sklearn.metrics.regression.mean_absolute_error', | |
400 'sklearn.metrics.regression.mean_squared_error', 'sklearn.metrics.regression.mean_squared_log_error', | |
401 'sklearn.metrics.regression.median_absolute_error', 'sklearn.metrics.regression.r2_score', | |
402 'sklearn.metrics.regression.string_types', 'sklearn.metrics.roc_auc_score', | |
403 'sklearn.metrics.roc_curve', 'sklearn.metrics.scorer.SCORERS', | |
404 'sklearn.metrics.scorer._BaseScorer', 'sklearn.metrics.scorer._PredictScorer', | |
405 'sklearn.metrics.scorer._ProbaScorer', 'sklearn.metrics.scorer._ThresholdScorer', | |
406 'sklearn.metrics.scorer._check_multimetric_scoring', 'sklearn.metrics.scorer._passthrough_scorer', | |
407 'sklearn.metrics.scorer.accuracy_scorer', 'sklearn.metrics.scorer.adjusted_mutual_info_scorer', | |
408 'sklearn.metrics.scorer.adjusted_rand_scorer', 'sklearn.metrics.scorer.average', | |
409 'sklearn.metrics.scorer.average_precision_scorer', 'sklearn.metrics.scorer.check_scoring', | |
410 'sklearn.metrics.scorer.completeness_scorer', 'sklearn.metrics.scorer.deprecation_msg', | |
411 'sklearn.metrics.scorer.explained_variance_scorer', 'sklearn.metrics.scorer.f1_scorer', | |
412 'sklearn.metrics.scorer.fowlkes_mallows_scorer', 'sklearn.metrics.scorer.get_scorer', | |
413 'sklearn.metrics.scorer.homogeneity_scorer', 'sklearn.metrics.scorer.log_loss_scorer', | |
414 'sklearn.metrics.scorer.make_scorer', 'sklearn.metrics.scorer.mean_absolute_error_scorer', | |
415 'sklearn.metrics.scorer.mean_squared_error_scorer', 'sklearn.metrics.scorer.median_absolute_error_scorer', | |
416 'sklearn.metrics.scorer.mutual_info_scorer', 'sklearn.metrics.scorer.name', | |
417 'sklearn.metrics.scorer.neg_log_loss_scorer', 'sklearn.metrics.scorer.neg_mean_absolute_error_scorer', | |
418 'sklearn.metrics.scorer.neg_mean_squared_error_scorer', 'sklearn.metrics.scorer.neg_mean_squared_log_error_scorer', | |
419 'sklearn.metrics.scorer.neg_median_absolute_error_scorer', 'sklearn.metrics.scorer.normalized_mutual_info_scorer', | |
420 'sklearn.metrics.scorer.precision_scorer', 'sklearn.metrics.scorer.qualified_name', | |
421 'sklearn.metrics.scorer.r2_scorer', 'sklearn.metrics.scorer.recall_scorer', | |
422 'sklearn.metrics.scorer.roc_auc_scorer', 'sklearn.metrics.scorer.v_measure_scorer', | |
423 'sklearn.metrics.silhouette_samples', 'sklearn.metrics.silhouette_score', | |
424 'sklearn.metrics.v_measure_score', 'sklearn.metrics.zero_one_loss', | |
425 'sklearn.model_selection.BaseCrossValidator', 'sklearn.model_selection.GridSearchCV', | |
426 'sklearn.model_selection.GroupKFold', 'sklearn.model_selection.GroupShuffleSplit', | |
427 'sklearn.model_selection.KFold', 'sklearn.model_selection.LeaveOneGroupOut', | |
428 'sklearn.model_selection.LeaveOneOut', 'sklearn.model_selection.LeavePGroupsOut', | |
429 'sklearn.model_selection.LeavePOut', 'sklearn.model_selection.ParameterGrid', | |
430 'sklearn.model_selection.ParameterSampler', 'sklearn.model_selection.PredefinedSplit', | |
431 'sklearn.model_selection.RandomizedSearchCV', 'sklearn.model_selection.RepeatedKFold', | |
432 'sklearn.model_selection.RepeatedStratifiedKFold', 'sklearn.model_selection.ShuffleSplit', | |
433 'sklearn.model_selection.StratifiedKFold', 'sklearn.model_selection.StratifiedShuffleSplit', | |
434 'sklearn.model_selection.TimeSeriesSplit', 'sklearn.model_selection._search.BaseSearchCV', | |
435 'sklearn.model_selection._search.GridSearchCV', 'sklearn.model_selection._search.ParameterGrid', | |
436 'sklearn.model_selection._search.ParameterSampler', 'sklearn.model_selection._search.RandomizedSearchCV', | |
437 'sklearn.model_selection._search._CVScoreTuple', 'sklearn.model_selection._search._check_param_grid', | |
438 'sklearn.model_selection._search.fit_grid_point', 'sklearn.model_selection._search.sp_version', | |
439 'sklearn.model_selection._split.BaseCrossValidator', 'sklearn.model_selection._split.BaseShuffleSplit', | |
440 'sklearn.model_selection._split.GroupKFold', 'sklearn.model_selection._split.GroupShuffleSplit', | |
441 'sklearn.model_selection._split.KFold', 'sklearn.model_selection._split.LeaveOneGroupOut', | |
442 'sklearn.model_selection._split.LeaveOneOut', 'sklearn.model_selection._split.LeavePGroupsOut', | |
443 'sklearn.model_selection._split.LeavePOut', 'sklearn.model_selection._split.PredefinedSplit', | |
444 'sklearn.model_selection._split.RepeatedKFold', 'sklearn.model_selection._split.RepeatedStratifiedKFold', | |
445 'sklearn.model_selection._split.ShuffleSplit', 'sklearn.model_selection._split.StratifiedKFold', | |
446 'sklearn.model_selection._split.StratifiedShuffleSplit', 'sklearn.model_selection._split.TimeSeriesSplit', | |
447 'sklearn.model_selection._split._BaseKFold', 'sklearn.model_selection._split._CVIterableWrapper', | |
448 'sklearn.model_selection._split._RepeatedSplits', 'sklearn.model_selection._split._approximate_mode', | |
449 'sklearn.model_selection._split._build_repr', 'sklearn.model_selection._split._validate_shuffle_split', | |
450 'sklearn.model_selection._split._validate_shuffle_split_init', 'sklearn.model_selection._split.check_cv', | |
451 'sklearn.model_selection._split.train_test_split', 'sklearn.model_selection._validation._aggregate_score_dicts', | |
452 'sklearn.model_selection._validation._check_is_permutation', 'sklearn.model_selection._validation._fit_and_predict', | |
453 'sklearn.model_selection._validation._fit_and_score', 'sklearn.model_selection._validation._incremental_fit_estimator', | |
454 'sklearn.model_selection._validation._index_param_value', 'sklearn.model_selection._validation._multimetric_score', | |
455 'sklearn.model_selection._validation._permutation_test_score', 'sklearn.model_selection._validation._score', | |
456 'sklearn.model_selection._validation._shuffle', 'sklearn.model_selection._validation._translate_train_sizes', | |
457 'sklearn.model_selection._validation.cross_val_predict', 'sklearn.model_selection._validation.cross_val_score', | |
458 'sklearn.model_selection._validation.cross_validate', 'sklearn.model_selection._validation.learning_curve', | |
459 'sklearn.model_selection._validation.permutation_test_score', 'sklearn.model_selection._validation.validation_curve', | |
460 'sklearn.model_selection.check_cv', 'sklearn.model_selection.cross_val_predict', | |
461 'sklearn.model_selection.cross_val_score', 'sklearn.model_selection.cross_validate', | |
462 'sklearn.model_selection.fit_grid_point', 'sklearn.model_selection.learning_curve', | |
463 'sklearn.model_selection.permutation_test_score', 'sklearn.model_selection.train_test_split', | |
464 'sklearn.model_selection.validation_curve', 'sklearn.multiclass.OneVsOneClassifier', | |
465 'sklearn.multiclass.OneVsRestClassifier', 'sklearn.multiclass.OutputCodeClassifier', | |
466 'sklearn.multiclass._ConstantPredictor', 'sklearn.multiclass._check_estimator', | |
467 'sklearn.multiclass._fit_binary', 'sklearn.multiclass._fit_ovo_binary', | |
468 'sklearn.multiclass._partial_fit_binary', 'sklearn.multiclass._partial_fit_ovo_binary', | |
469 'sklearn.multiclass._predict_binary', 'sklearn.naive_bayes.BaseDiscreteNB', | |
470 'sklearn.naive_bayes.BaseNB', 'sklearn.naive_bayes.BernoulliNB', | |
471 'sklearn.naive_bayes.GaussianNB', 'sklearn.naive_bayes.MultinomialNB', | |
472 'sklearn.naive_bayes._ALPHA_MIN', 'sklearn.neighbors.BallTree', | |
473 'sklearn.neighbors.DistanceMetric', 'sklearn.neighbors.KDTree', | |
474 'sklearn.neighbors.KNeighborsClassifier', 'sklearn.neighbors.KNeighborsRegressor', | |
475 'sklearn.neighbors.KernelDensity', 'sklearn.neighbors.LSHForest', | |
476 'sklearn.neighbors.LocalOutlierFactor', 'sklearn.neighbors.NearestCentroid', | |
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 ) |