Index

A

activate_version() (deepinsight.core.saved_model.Model method) active_writers (deepinsight.core.dataset_write.DatasetWriter attribute) add_column() (deepinsight.doctor.multiframe.DataFrameBuilder method) add_column_to_builder() (in module deepinsight.doctor.preprocessing.dataframe_preprocessing) add_evaluation_columns() (in module deepinsight.doctor.prediction.reg_evaluation_recipe) add_formatting_args() (in module deepinsight.apinode.admin.utils) add_future_step() (deepinsight.doctor.utils.listener.ProgressListener method) add_future_steps() (deepinsight.doctor.utils.listener.ProgressListener method) add_key() (deepinsightapi.apinode_admin.auth.APINodeAuth method) add_metric() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) (deepinsight.doctor.prediction.scoring_base.PredictionModelScorer method) add_per_column_mapping() (deepinsight.doctor.preprocessing.dataframe_preprocessing.GeneratedFeaturesMapping method) add_read_partitions() (deepinsight.core.base.Computable method) (deepinsight.Dataset method) (deepinsight.core.dataset.Dataset method) add_whole_block_mapping() (deepinsight.doctor.preprocessing.dataframe_preprocessing.GeneratedFeaturesMapping method) AddReferenceInOutput (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) admin_key_create() (in module deepinsight.apinode.admin.auth_commands) admin_key_delete() (in module deepinsight.apinode.admin.auth_commands) admin_keys_list() (in module deepinsight.apinode.admin.auth_commands) aggregate_grid_dir() (deepinsight.doctor.crossval.grid_search_cv.CVInterruptWatcherThread method) aggregate_less_frequent_values() (deepinsight.doctor.posttraining.partial_depency.PartialDependencyComputer method) algorithm (deepinsight.doctor.notebook_builder.NotebookBuilder attribute) (deepinsight.doctor.prediction.classification_fit.DecisionTreeClassification attribute) (deepinsight.doctor.prediction.classification_fit.ExtraTreesClassification attribute) (deepinsight.doctor.prediction.classification_fit.GBTClassification attribute) (deepinsight.doctor.prediction.classification_fit.KNNClassification attribute) (deepinsight.doctor.prediction.classification_fit.LARSClassification attribute) (deepinsight.doctor.prediction.classification_fit.LogisticRegClassification attribute) (deepinsight.doctor.prediction.classification_fit.NeuralNetworkClassification attribute) (deepinsight.doctor.prediction.classification_fit.RFClassification attribute) (deepinsight.doctor.prediction.classification_fit.SGDClassification attribute) (deepinsight.doctor.prediction.classification_fit.SVCClassification attribute) (deepinsight.doctor.prediction.classification_fit.ScikitClassification attribute) (deepinsight.doctor.prediction.classification_fit.XGBClassification attribute) (deepinsight.doctor.prediction.common.PredictionAlgorithm attribute) (deepinsight.doctor.prediction.regression_fit.DecisionTreeRegression attribute) (deepinsight.doctor.prediction.regression_fit.ExtraTreesRegression attribute) (deepinsight.doctor.prediction.regression_fit.GBTRegression attribute) (deepinsight.doctor.prediction.regression_fit.KNNRegression attribute) (deepinsight.doctor.prediction.regression_fit.LARSRegression attribute) (deepinsight.doctor.prediction.regression_fit.LassoRegression attribute) (deepinsight.doctor.prediction.regression_fit.LeastSquareRegression attribute) (deepinsight.doctor.prediction.regression_fit.NeuralNetworkRegression attribute) (deepinsight.doctor.prediction.regression_fit.RFRegression attribute) (deepinsight.doctor.prediction.regression_fit.RidgeRegression attribute) (deepinsight.doctor.prediction.regression_fit.SGDRegression attribute) (deepinsight.doctor.prediction.regression_fit.SVMRegression attribute) (deepinsight.doctor.prediction.regression_fit.ScikitRegression attribute) (deepinsight.doctor.prediction.regression_fit.XGBoostRegression attribute)

AllInteractionFeaturesGenerator (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) APINodeAuth (class in deepinsightapi.apinode_admin.auth) APINodeClient (class in deepinsightapi.apinode_client) append_df() (deepinsight.doctor.multiframe.MultiFrame method) append_np_block() (deepinsight.doctor.multiframe.MultiFrame method) append_sparse() (deepinsight.doctor.multiframe.MultiFrame method) append_sparse_with_prefix() (in module deepinsight.doctor.preprocessing.dataframe_preprocessing) as_csr_matrix() (deepinsight.doctor.multiframe.MultiFrame method) as_dataframe() (deepinsight.doctor.multiframe.MultiFrame method) as_np_array() (deepinsight.doctor.multiframe.MultiFrame method) atexit_handler() (deepinsight.core.dataset_write.DatasetWriter static method) auth() (deepinsightapi.apinode_client.APINodeClient method) AverageEnsembler (class in deepinsight.doctor.prediction.ensembles)

B

backend_api_get_call() (in module deepinsight.core.intercom) backend_api_post_call() (in module deepinsight.core.intercom) backend_api_put_call() (in module deepinsight.core.intercom) backend_get_call() (in module deepinsight.core.intercom) backend_json_call() (in module deepinsight.core.intercom) backend_put_call() (in module deepinsight.core.intercom) backend_stream_call() (in module deepinsight.core.intercom) backend_void_call() (in module deepinsight.core.intercom) balanced_subsampling() (deepinsight.doctor.utils.subsampler.Subsampler method) BaseCountVectorizerProcessor (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) BasePredictor (class in deepinsight.core.saved_model) BinarizeSeries (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) binary_classif_scoring_add_percentile_and_cond_outputs() (in module deepinsight.doctor.prediction.classification_scoring) binary_classification_predict() (in module deepinsight.doctor.prediction.classification_scoring) binary_classification_predict_ensemble() (in module deepinsight.doctor.prediction.classification_scoring) binary_classification_predict_single() (in module deepinsight.doctor.prediction.classification_scoring) binary_classification_scorer_with_valid() (in module deepinsight.doctor.prediction.classification_scoring) BinaryClassificationModelScorer (class in deepinsight.doctor.prediction.classification_scoring) BinaryClassificationPreprocessingHandler (class in deepinsight.doctor.preprocessing_handler) BinaryModelSerializer (class in deepinsight.doctor.prediction.prediction_model_serialization)

block_as_np_array() (deepinsight.doctor.multiframe.MultiFrame static method) BlockStdRescalingProcessor (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) build() (deepinsight.doctor.prediction.regression_scoring.GradientBoostingSummaryBuilder method) (deepinsight.doctor.prediction.regression_scoring.PartialDependencyPlotBuilder method) (deepinsight.doctor.prediction.regression_scoring.RandomForestSummaryBuilder method) (deepinsight.doctor.prediction.regression_scoring.TreeSummaryBuilder method) (deepinsight.doctor.preprocessing_collector.PreprocessingDataCollector method) (deepinsight.doctor.preprocessing_handler.PreprocessingHandler static method) (deepinsight.doctor.utils.lift_curve.LiftBuilder method) build_cv() (in module deepinsight.doctor.prediction.common) build_facts() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) build_heatmap() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) build_numerical_cluster_stats() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) build_pipeline_and_handler() (in module deepinsight.doctor.commands) build_predictor() (in module deepinsight.core.saved_model) build_predictor_for_saved_model() (in module deepinsight.core.saved_model) build_preprocessing_pipeline() (deepinsight.doctor.preprocessing_handler.PreprocessingHandler method) build_scatter() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) build_scored_validation_data() (in module deepinsight.doctor.deep_learning.keras_support) build_selection() (deepinsight.doctor.prediction.feature_selection.FeatureSelectionStep static method)

C

categorical_preprocessing_context() (deepinsight.doctor.notebook_builder.NotebookBuilder method) (deepinsight.doctor.notebook_builder.PredictionNotebookBuilder method) CategoricalCategoricalInteraction (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) CategoricalFeatureHashingProcessor (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) CategoricalImpactCoding (class in deepinsight.doctor.preprocessing.impact_coding) CategoricalsCountTransformerGenerator (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) CategoricalsImpactCodingTransformerGenerator (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) category_possible_values() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) check_model_output_dimension() (in module deepinsight.doctor.deep_learning.keras_support) check_test_set_ok_for_classification() (in module deepinsight.doctor.utils.metrics) check_timeout() (deepinsight.core.dataset.IteratorWithTimeOut method) class_weight (deepinsight.doctor.prediction.dt_xgboost.DTXGBClassifier attribute) classes_ (deepinsight.doctor.forest.IML attribute) classification_fit() (in module deepinsight.doctor.prediction.classification_fit) classification_fit_ensemble() (in module deepinsight.doctor.prediction.classification_fit) ClassificationCorrelationSelector (class in deepinsight.doctor.prediction.feature_selection) ClassificationEnsembler (class in deepinsight.doctor.prediction.ensembles) ClassificationIML (class in deepinsight.doctor.forest) ClassificationModelIntrinsicScorer (class in deepinsight.doctor.prediction.classification_scoring) ClassificationPredictor (class in deepinsight.apinode.predict.predictor) clean_statistics() (deepinsight.doctor.clustering.two_step_clustering.Tree method) cleanup() (deepinsight.doctor.crossval.grid_search_cv.CVInterruptWatcherThread method) clear_cache() (in module deepinsight.doctor.utils.dataframe_cache) close() (deepinsight.base.java_link.JavaLink method) (deepinsight.core.dataset_write.DatasetWriter method) (deepinsight.core.dataset_write.RemoteStreamWriter method) (deepinsight.core.dtio.PipeToGeneratorThread method) cluster_description() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) cluster_profiling() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) cluster_sampling() (deepinsight.doctor.utils.subsampler.Subsampler method) cluster_summary() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) clustering_fit() (in module deepinsight.doctor.clustering.clustering_fit) clustering_model_from_params() (in module deepinsight.doctor.clustering.clustering_fit) clustering_predict() (in module deepinsight.doctor.clustering.clustering_fit) clustering_rescore() (in module deepinsight.doctor.commands) clustering_train_score_save() (in module deepinsight.doctor.clustering_entrypoints) ClusteringModelInspector (class in deepinsight.doctor.clustering.clustering_fit) ClusteringModelScorer (class in deepinsight.doctor.clustering.clustering_scorer) ClusteringNotebookBuilder (class in deepinsight.doctor.notebook_builder) ClusteringPreprocessingDataCollector (class in deepinsight.doctor.preprocessing_collector) ClusteringPreprocessingHandler (class in deepinsight.doctor.preprocessing_handler) code_cell() (in module deepinsight.doctor.notebook_builder) coerce_probas() (deepinsight.doctor.prediction.ensembles.LogisticProbaEnsembler method) col_as_series() (deepinsight.doctor.multiframe.MultiFrame method) column_id() (deepinsight.core.dataset.DatasetCursor method)

column_name (deepinsight.doctor.preprocessing.dataframe_preprocessing.ExtractColumn attribute) (deepinsight.doctor.preprocessing.dataframe_preprocessing.TextHashingVectorizerProcessor attribute) columns (deepinsight.doctor.multiframe.DataFrameBuilder attribute) columns() (deepinsight.doctor.multiframe.MultiFrame method) command() (in module deepinsight.doctor.posttraining.subpopulation) comment_cell() (in module deepinsight.doctor.notebook_builder) Computable (class in deepinsight.core.base) compute() (deepinsight.doctor.posttraining.partial_depency.PartialDependencyComputer method) (in module deepinsight.doctor.posttraining.partial_depency) compute_binary_classification_metrics() (in module deepinsight.doctor.prediction.reg_evaluation_recipe) compute_binary_subpopulation_metrics() (in module deepinsight.doctor.posttraining.subpopulation) compute_impact_map() (deepinsight.doctor.preprocessing.impact_coding.CategoricalImpactCoding method) (deepinsight.doctor.preprocessing.impact_coding.ContinuousImpactCoding method) (deepinsight.doctor.preprocessing.impact_coding.ImpactCoding method) compute_lm_significance() (in module deepinsight.doctor.prediction.scoring_base) compute_metrics() (in module deepinsight.doctor.prediction.regression_scoring) compute_metrics_df() (in module deepinsight.doctor.prediction.reg_evaluation_recipe) compute_multiclass_metrics() (in module deepinsight.doctor.prediction.reg_evaluation_recipe) compute_otimized_threshold() (in module deepinsight.doctor.prediction.classification_scoring) compute_pdp() (in module deepinsight.doctor.commands) compute_predicted_data() (deepinsight.doctor.prediction.regression_scoring.RegressionModelScorer method) compute_regression_metrics() (in module deepinsight.doctor.prediction.reg_evaluation_recipe) compute_statistics() (deepinsight.doctor.clustering.two_step_clustering.Tree method) compute_subpopulation() (in module deepinsight.doctor.commands) ComputedMetrics (class in deepinsight.core.metrics) connect() (deepinsight.base.java_link.JavaLink method) context() (deepinsight.doctor.notebook_builder.ClusteringNotebookBuilder method) (deepinsight.doctor.notebook_builder.NotebookBuilder method) (deepinsight.doctor.notebook_builder.PredictionNotebookBuilder method) ContinuousImpactCoding (class in deepinsight.doctor.preprocessing.impact_coding) CopyMultipleColumnsFromInput (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) count_warnings() (deepinsight.timer.step.StepResult method) create_clustering_notebook() (in module deepinsight.doctor.commands) create_ensemble() (in module deepinsight.doctor.commands) create_interrupt_file() (in module deepinsight.doctor.utils.interrupt_optimization) create_notebook() (deepinsight.doctor.notebook_builder.NotebookBuilder method) create_prediction_notebook() (in module deepinsight.doctor.commands) create_sampling_argument() (in module deepinsight.core.dataset) create_scorable_pipelines() (deepinsight.doctor.prediction.ensembles.EnsembleRegressor method) create_session_if_needed() (in module deepinsight.core.intercom) cubic_root() (in module deepinsight.doctor.preprocessing.dataframe_preprocessing) CustomPreprocessingStep (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) CVBinaryClassificationModelScorer (class in deepinsight.doctor.prediction.classification_scoring) CVInterruptWatcherThread (class in deepinsight.doctor.crossval.grid_search_cv) CVMulticlassModelScorer (class in deepinsight.doctor.prediction.classification_scoring) CVRegressionModelScorer (class in deepinsight.doctor.prediction.regression_scoring)

D

DataFrameBuilder (class in deepinsight.doctor.multiframe) DataFrameWrapper (class in deepinsight.doctor.multiframe) Dataset (class in deepinsight) (class in deepinsight.core.dataset) DatasetCursor (class in deepinsight.core.dataset) DatasetWriter (class in deepinsight.core.dataset_write) datetime_to_epoch() (in module deepinsight.doctor.utils) debug_sighandler() (in module deepinsight.core.debugging) DecisionTreeClassification (class in deepinsight.doctor.prediction.classification_fit) DecisionTreeRegression (class in deepinsight.doctor.prediction.regression_fit) declare_admin_key_create() (in module deepinsight.apinode.admin.auth_commands) declare_admin_key_delete() (in module deepinsight.apinode.admin.auth_commands) declare_admin_keys_list() (in module deepinsight.apinode.admin.auth_commands) deepinsight (module) deepinsight.apinode (module) deepinsight.apinode.admin (module) deepinsight.apinode.admin.auth (module) deepinsight.apinode.admin.auth_commands (module) deepinsight.apinode.admin.utils (module) deepinsight.apinode.predict (module) deepinsight.apinode.predict.functionserver (module) deepinsight.apinode.predict.predictor (module) deepinsight.apinode.predict.server (module) deepinsight.apinode.utils (module) deepinsight.base (module) deepinsight.base.java_link (module) deepinsight.base.remoterun (module) deepinsight.base.utils (module) deepinsight.core (module) deepinsight.core.base (module) deepinsight.core.dataset (module) deepinsight.core.dataset_write (module) deepinsight.core.debugging (module) deepinsight.core.dt_pandas_csv (module) deepinsight.core.dtio (module) deepinsight.core.dtjson (module) deepinsight.core.flow (module) deepinsight.core.intercom (module) deepinsight.core.metrics (module) deepinsight.core.pandasutils (module) deepinsight.core.saved_model (module) deepinsight.core.schema_handling (module) deepinsight.core.sql (module) deepinsight.doctor (module) deepinsight.doctor.clustering (module) deepinsight.doctor.clustering.anomaly_detection (module) deepinsight.doctor.clustering.clustering_fit (module) deepinsight.doctor.clustering.clustering_scorer (module) deepinsight.doctor.clustering.common (module) deepinsight.doctor.clustering.reg_cluster_recipe (module) deepinsight.doctor.clustering.reg_scoring_recipe (module) deepinsight.doctor.clustering.reg_train_recipe (module) deepinsight.doctor.clustering.two_step_clustering (module) deepinsight.doctor.clustering_entrypoints (module) deepinsight.doctor.commands (module) deepinsight.doctor.constants (module) deepinsight.doctor.crossval (module) deepinsight.doctor.crossval.grid_search_cv (module) deepinsight.doctor.deep_learning (module) deepinsight.doctor.deep_learning.keras_callbacks (module) deepinsight.doctor.deep_learning.keras_support (module) deepinsight.doctor.deep_learning.keras_utils (module) deepinsight.doctor.deep_learning.load_model (module) deepinsight.doctor.deep_learning.preprocessing (module) deepinsight.doctor.deep_learning.shared_variables (module) deepinsight.doctor.dtapi (module) deepinsight.doctor.exception (module) deepinsight.doctor.forest (module) deepinsight.doctor.multiframe (module) deepinsight.doctor.notebook_builder (module) deepinsight.doctor.posttraining (module) deepinsight.doctor.posttraining.model_information_handler (module) deepinsight.doctor.posttraining.partial_depency (module) deepinsight.doctor.posttraining.percentage_progress (module) deepinsight.doctor.posttraining.subpopulation (module) deepinsight.doctor.prediction (module) deepinsight.doctor.prediction.classification_fit (module) deepinsight.doctor.prediction.classification_scoring (module) deepinsight.doctor.prediction.common (module) deepinsight.doctor.prediction.dt_xgboost (module) deepinsight.doctor.prediction.ensembles (module) deepinsight.doctor.prediction.feature_selection (module) deepinsight.doctor.prediction.keras_evaluation_recipe (module) deepinsight.doctor.prediction.keras_scoring_recipe (module) deepinsight.doctor.prediction.lars (module) deepinsight.doctor.prediction.prediction_model_serialization (module) deepinsight.doctor.prediction.reg_evaluation_recipe (module) deepinsight.doctor.prediction.reg_scoring_recipe (module) deepinsight.doctor.prediction.reg_train_recipe (module) deepinsight.doctor.prediction.regression_fit (module)

deepinsight.doctor.prediction.regression_scoring (module) deepinsight.doctor.prediction.scoring_base (module) deepinsight.doctor.prediction_entrypoints (module) deepinsight.doctor.preprocessing (module) deepinsight.doctor.preprocessing.dataframe_preprocessing (module) deepinsight.doctor.preprocessing.impact_coding (module) deepinsight.doctor.preprocessing.pca (module) deepinsight.doctor.preprocessing_collector (module) deepinsight.doctor.preprocessing_handler (module) deepinsight.doctor.server (module) deepinsight.doctor.utils (module) deepinsight.doctor.utils.calibration (module) deepinsight.doctor.utils.crossval (module) deepinsight.doctor.utils.dataframe_cache (module) deepinsight.doctor.utils.interrupt_optimization (module) deepinsight.doctor.utils.lift_curve (module) deepinsight.doctor.utils.listener (module) deepinsight.doctor.utils.magic_main (module) deepinsight.doctor.utils.metrics (module) deepinsight.doctor.utils.split (module) deepinsight.doctor.utils.subsampler (module) deepinsight.insights (module) deepinsight.timer (module) deepinsight.timer.step (module) deepinsight.timer.timer (module) deepinsight.timer.trigger (module) deepinsightapi (module) deepinsightapi.apinode_admin (module) deepinsightapi.apinode_admin.auth (module) deepinsightapi.apinode_client (module) deepinsightapi.base_client (module) deepinsightapi.dt (module) deepinsightapi.dt.sqlquery (module) deepinsightapi.dtclient (module) deepinsightapi.utils (module) DeepInsightException default() (deepinsight.core.dtjson.JSONEncoder method) default_project_id() (in module deepinsight) (in module deepinsight.core) DEFAULT_VALUE (deepinsight.doctor.preprocessing.impact_coding.ImpactCoding attribute) default_value() (deepinsight.doctor.preprocessing.impact_coding.ImpactCoding method) delete_key() (deepinsightapi.apinode_admin.auth.APINodeAuth method) delete_rows_csr() (in module deepinsight.doctor.multiframe) denormalize_coef() (deepinsight.doctor.prediction.regression_scoring.Denormalizer method) denormalize_feature_value() (deepinsight.doctor.prediction.regression_scoring.Denormalizer method) denormalize_intercept() (deepinsight.doctor.prediction.regression_scoring.Denormalizer method) denormalize_intercept_stderr() (deepinsight.doctor.prediction.regression_scoring.Denormalizer method) Denormalizer (class in deepinsight.doctor.prediction.regression_scoring) dense_abs_cor() (deepinsight.doctor.prediction.feature_selection.RegressionCorrelationSelector static method) detect_outliers() (in module deepinsight.doctor.preprocessing.dataframe_preprocessing) df_from_split_desc() (in module deepinsight.doctor.utils.split) df_from_split_desc_no_normalization() (in module deepinsight.doctor.utils.split) DkuIsolationForest (class in deepinsight.doctor.clustering.anomaly_detection) DkuLassoLarsClassifier (class in deepinsight.doctor.prediction.lars) DkuLassoLarsRegressor (class in deepinsight.doctor.prediction.lars) DKULeaveOneGroupOut (class in deepinsight.doctor.utils.crossval) DKULeavePGroupsOut (class in deepinsight.doctor.utils.crossval) DkuParameterGrid (class in deepinsight.doctor.crossval.grid_search_cv) do_normalize (deepinsight.doctor.preprocessing.pca.PCA attribute) DoctorException drop_outliers() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) drop_rows() (deepinsight.doctor.multiframe.MultiFrame method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.Step static method) DropFeatureSelection (class in deepinsight.doctor.prediction.feature_selection) DropNARows (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) DropRowsWhereNoTarget (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) DropRowsWhereNoTargetNorWeight (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) DropSelector (class in deepinsight.doctor.prediction.feature_selection) dt_calibration_curve() (in module deepinsight.doctor.utils.calibration) dt_calibration_loss() (in module deepinsight.doctor.utils.calibration) dt_isnan() (in module deepinsight.doctor.utils) dt_nonan() (in module deepinsight.doctor.utils) dt_nonaninf() (in module deepinsight.doctor.utils) dt_write_mode_for_pickling() (in module deepinsight.doctor.utils) DTBaseClient (class in deepinsightapi.base_client) DTClient (class in deepinsightapi.dtclient) DTCSVFormatter (class in deepinsight.core.dt_pandas_csv) DTSQLQuery (class in deepinsightapi.dt.sqlquery) DTStreamedHttpUTF8CSVReader (class in deepinsightapi.utils) DTUTF8CSVReader (class in deepinsightapi.utils) DTXGBClassifier (class in deepinsight.doctor.prediction.dt_xgboost) DTXGBRegressor (class in deepinsight.doctor.prediction.dt_xgboost) DummyFileReader (class in deepinsight.doctor.deep_learning.preprocessing) dump() (in module deepinsight.core.dtjson) dump_pretrain_info() (in module deepinsight.doctor.prediction.common) dump_to_filepath() (in module deepinsight.core.dtjson) DumpFullMF (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) DumpInputDF (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) DumpMFDetails (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) DumpPipelineState (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) dumps() (in module deepinsight.core.dtjson)

E

EmitCurrentMFAsResult (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) ensemble_from_fitted() (in module deepinsight.doctor.prediction.ensembles) ensemble_predictions() (deepinsight.doctor.prediction.ensembles.AverageEnsembler method) (deepinsight.doctor.prediction.ensembles.ClassificationEnsembler method) (deepinsight.doctor.prediction.ensembles.Ensembler method) (deepinsight.doctor.prediction.ensembles.LinearEnsembler method) (deepinsight.doctor.prediction.ensembles.LogisticClassifEnsembler method) (deepinsight.doctor.prediction.ensembles.LogisticProbaEnsembler method) (deepinsight.doctor.prediction.ensembles.MedianEnsembler method) (deepinsight.doctor.prediction.ensembles.ProbabilisticAverageEnsembler method) (deepinsight.doctor.prediction.ensembles.VotingEnsembler method) ensemble_probas() (deepinsight.doctor.prediction.ensembles.ClassificationEnsembler method) (deepinsight.doctor.prediction.ensembles.LogisticClassifEnsembler method) (deepinsight.doctor.prediction.ensembles.LogisticProbaEnsembler method) (deepinsight.doctor.prediction.ensembles.ProbabilisticAverageEnsembler method) (deepinsight.doctor.prediction.ensembles.ProbabilisticEnsembler method) (deepinsight.doctor.prediction.ensembles.VotingEnsembler method)

EnsembleModel (class in deepinsight.doctor.prediction.ensembles) EnsemblePredictor (class in deepinsight.core.saved_model) Ensembler (class in deepinsight.doctor.prediction.ensembles) EnsembleRegressor (class in deepinsight.doctor.prediction.ensembles) estimators_ (deepinsight.doctor.forest.IML attribute) exec_recipe_fragment() (deepinsight.core.sql.HiveExecutor static method) (deepinsight.core.sql.ImpalaExecutor static method) (deepinsight.core.sql.SQLExecutor static method) execute_sql() (deepinsight.timer.timer.Timer method) exist_variable() (in module deepinsight.doctor.deep_learning.shared_variables) ExitState (class in deepinsight.doctor.utils.listener) extract_features() (in module deepinsight.doctor.prediction.feature_selection) extract_input_columns() (in module deepinsight.doctor.notebook_builder) (in module deepinsight.doctor.preprocessing_handler) extract_probas() (in module deepinsight.doctor.prediction.ensembles) ExtractColumn (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) ExtraTreesClassification (class in deepinsight.doctor.prediction.classification_fit) ExtraTreesRegression (class in deepinsight.doctor.prediction.regression_fit)

F

FakeDatasetWriter (class in deepinsight.core.dataset_write) FastSparseDummifyProcessor (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) feature_importances_ (deepinsight.doctor.forest.IML attribute) feature_needs_analysis() (deepinsight.doctor.preprocessing_collector.ClusteringPreprocessingDataCollector method) (deepinsight.doctor.preprocessing_collector.PredictionPreprocessingDataCollector method) FeatureSelection (class in deepinsight.doctor.prediction.feature_selection) FeatureSelectionStep (class in deepinsight.doctor.prediction.feature_selection) FeatureSelector (class in deepinsight.doctor.prediction.feature_selection) FeatureSelectorOutputExecStep (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) FeatureSelectorOutputTrainStep (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) FileFunctionPreprocessing (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) fire() (deepinsight.timer.trigger.Trigger method) fit() (deepinsight.doctor.clustering.anomaly_detection.DkuIsolationForest method) (deepinsight.doctor.clustering.two_step_clustering.TwoStepClustering method) (deepinsight.doctor.deep_learning.preprocessing.TokenizerProcessor method) (deepinsight.doctor.forest.IML method) (deepinsight.doctor.prediction.dt_xgboost.DTXGBClassifier method) (deepinsight.doctor.prediction.dt_xgboost.DTXGBRegressor method) (deepinsight.doctor.prediction.ensembles.AverageEnsembler method) (deepinsight.doctor.prediction.ensembles.ClassificationEnsembler method) (deepinsight.doctor.prediction.ensembles.EnsembleRegressor method) (deepinsight.doctor.prediction.ensembles.Ensembler method) (deepinsight.doctor.prediction.ensembles.LinearEnsembler method) (deepinsight.doctor.prediction.ensembles.LogisticClassifEnsembler method) (deepinsight.doctor.prediction.ensembles.LogisticProbaEnsembler method) (deepinsight.doctor.prediction.ensembles.MedianEnsembler method) (deepinsight.doctor.prediction.ensembles.ProbabilisticAverageEnsembler method) (deepinsight.doctor.prediction.ensembles.VotingEnsembler method) (deepinsight.doctor.prediction.feature_selection.DropSelector method) (deepinsight.doctor.prediction.feature_selection.FeatureSelector method) (deepinsight.doctor.prediction.feature_selection.PCASelector method) (deepinsight.doctor.prediction.lars.DkuLassoLarsClassifier method) (deepinsight.doctor.prediction.lars.DkuLassoLarsRegressor method) (deepinsight.doctor.prediction.regression_scoring.ZeroEstimator method) (deepinsight.doctor.preprocessing.impact_coding.ImpactCoding method) (deepinsight.doctor.preprocessing.impact_coding.NestedKFoldImpactCoder method) (deepinsight.doctor.preprocessing.pca.PCA method) (deepinsight.doctor.preprocessing.pca.PCA2 method)

fit_and_process() (deepinsight.doctor.prediction.feature_selection.FeatureSelectionStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.BlockStdRescalingProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.CategoricalCategoricalInteraction method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.CategoricalsCountTransformerGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.CustomPreprocessingStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.FeatureSelectorOutputTrainStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.FileFunctionPreprocessing method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.ImpactCodingStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.ImpactCodingStep2 method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalCategoricalInteraction method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalFeaturesClusteringGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalNumericalInteraction method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.OutlierDetection method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.PCAStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.PreprocessingPipeline method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.QuantileBinSeries method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.Step method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.TextCountVectorizerProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.TextHashingVectorizerWithSVDProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.TextTFIDFVectorizerProcessor method) fit_pipelines() (deepinsight.doctor.prediction.ensembles.EnsembleRegressor method) fit_predict() (deepinsight.doctor.clustering.anomaly_detection.DkuIsolationForest method) (deepinsight.doctor.clustering.two_step_clustering.TwoStepClustering method) fit_transform() (deepinsight.doctor.preprocessing.impact_coding.ImpactCoding method) (deepinsight.doctor.preprocessing.pca.PCA method) (deepinsight.doctor.preprocessing.pca.PCA2 method) FlagMissingValue2 (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) flush() (deepinsight.base.java_link.LinkedOutputStream method) (deepinsight.core.dataset_write.RemoteStreamWriter method) (deepinsight.core.dtio.PipeToGeneratorThread method) flush_df_builder() (deepinsight.doctor.multiframe.MultiFrame method) FlushDFBuilder (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) format_all_proba_density() (in module deepinsight.doctor.prediction.classification_scoring) format_proba_density() (in module deepinsight.doctor.prediction.classification_scoring) from_avgstd() (deepinsight.doctor.preprocessing.dataframe_preprocessing.RescalingProcessor2 static method) from_minmax() (deepinsight.doctor.preprocessing.dataframe_preprocessing.RescalingProcessor2 static method) full_name (deepinsight.core.base.Computable attribute) (deepinsight.Dataset attribute) (deepinsight.core.dataset.Dataset attribute)

G

gap_statistic() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) GBTClassification (class in deepinsight.doctor.prediction.classification_fit) GBTRegression (class in deepinsight.doctor.prediction.regression_fit) gen_voc() (deepinsight.doctor.preprocessing.dataframe_preprocessing.BaseCountVectorizerProcessor method) generate_secure_random_string() (in module deepinsight.apinode.admin.auth) generated_features_mapping (deepinsight.doctor.preprocessing.dataframe_preprocessing.PreprocessingPipeline attribute) GeneratedFeaturesMapping (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) generator (deepinsight.core.dataset.IteratorWithTimeOut attribute) get() (deepinsight.core.dataset.DatasetCursor method) get_actual_params() (deepinsight.doctor.clustering.clustering_fit.ClusteringModelInspector method) get_additional_scoring_columns() (deepinsight.doctor.clustering.anomaly_detection.DkuIsolationForest method) get_all_ids() (deepinsight.core.metrics.ComputedMetrics method) get_all_variables() (deepinsight.timer.timer.Timer method) get_auth_headers() (in module deepinsight.core.intercom) get_backend_url() (in module deepinsight.core.intercom) get_base_callbacks() (in module deepinsight.doctor.deep_learning.keras_callbacks) get_best_estimator() (deepinsight.doctor.crossval.grid_search_cv.GridSearcher method) get_block() (deepinsight.doctor.multiframe.MultiFrame method) get_calibrator() (deepinsight.doctor.prediction.prediction_model_serialization.BinaryModelSerializer method) (deepinsight.doctor.prediction.prediction_model_serialization.ModelSerializer method) (deepinsight.doctor.prediction.prediction_model_serialization.MulticlassModelSerializer method) get_class_weight_dict() (in module deepinsight.doctor.prediction.classification_fit) get_classes() (deepinsight.core.saved_model.BasePredictor method) get_classifier_ensembler() (in module deepinsight.doctor.prediction.ensembles) get_clf() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_cluster_labels() (deepinsight.doctor.clustering.anomaly_detection.DkuIsolationForest method) (deepinsight.doctor.clustering.two_step_clustering.TwoStepClustering method) get_collector_data() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_command() (deepinsight.base.java_link.JavaLink method) get_computation_parameter() (in module deepinsight.doctor.posttraining.subpopulation) get_compute_time() (deepinsight.core.metrics.MetricDataPoint method) get_conditional_output_names() (deepinsight.core.saved_model.BasePredictor method) get_config() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) get_data() (deepinsight.core.metrics.ComputedMetrics method) (deepinsight.timer.step.StepResult method) get_data_home() (in module deepinsight.core.base) (in module deepinsight.timer) get_dataframe() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) (in module deepinsight.doctor.utils.dataframe_cache) get_dataframe_schema_st() (deepinsight.core.dataset.Dataset static method) (deepinsight.Dataset static method) get_deep_learning_model_info() (in module deepinsight.doctor.deep_learning.keras_callbacks) get_definition() (deepinsight.core.saved_model.Model method) get_df_builder() (deepinsight.doctor.multiframe.MultiFrame method) get_dtflow_spec() (in module deepinsight.base.remoterun) get_env_var() (in module deepinsight.base.remoterun) get_env_vars() (in module deepinsight.base.remoterun) get_error_message() (deepinsight.timer.step.StepResult method) get_evolution_def() (deepinsight.doctor.preprocessing.dataframe_preprocessing.CategoricalsCountTransformerGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalFeaturesClusteringGenerator method) get_feature_analysis_data() (deepinsight.doctor.preprocessing_collector.PreprocessingDataCollector method) get_feature_selector() (in module deepinsight.doctor.prediction.feature_selection) get_features() (deepinsight.core.saved_model.Predictor method) get_files_info() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) get_full_df() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_grid_point_id() (in module deepinsight.doctor.crossval.grid_search_cv) get_grid_scorer() (in module deepinsight.doctor.prediction.common) get_grid_scorers() (in module deepinsight.doctor.prediction.common) get_gridsearcher() (deepinsight.doctor.prediction.common.PredictionAlgorithm method) get_id() (deepinsight.core.saved_model.Model method) get_impact_coder() (deepinsight.doctor.preprocessing_handler.PreprocessingHandler method) get_info() (deepinsight.core.saved_model.Model method) get_ingrid() (in module deepinsight.doctor.prediction.common) get_initial_intrinsic_perf_data() (in module deepinsight.doctor.prediction.common) get_input() (deepinsight.base.java_link.JavaLink method) get_input_features() (deepinsight.doctor.preprocessing.dataframe_preprocessing.CategoricalsCountTransformerGenerator method) get_insight() (in module deepinsight.insights) get_jek_url() (in module deepinsight.core.intercom) get_json_friendly_error() (in module deepinsight.base.utils) get_keras_model() (in module deepinsight.doctor.deep_learning.keras_support) get_keras_model_from_saved_model() (in module deepinsight.doctor.deep_learning.load_model) get_keras_model_from_trained_model() (in module deepinsight.doctor.deep_learning.load_model) get_keras_model_location_from_saved_model() (in module deepinsight.doctor.deep_learning.load_model) get_keras_model_location_from_trained_model() (in module deepinsight.doctor.deep_learning.load_model) get_last_metric_values() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) get_location_data() (in module deepinsight.core.intercom) get_location_info() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) get_max_features() (in module deepinsight.doctor.prediction.common) get_method() (deepinsight.doctor.prediction.feature_selection.DropFeatureSelection method) (deepinsight.doctor.prediction.feature_selection.FeatureSelection method) (deepinsight.doctor.prediction.feature_selection.NoopFeatureSelection method) (deepinsight.doctor.prediction.feature_selection.PCAFeatureSelection method) get_metric() (deepinsight.core.metrics.MetricDataPoint method) get_metric_by_id() (deepinsight.core.metrics.ComputedMetrics method) get_metric_history() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) get_metric_id() (deepinsight.core.metrics.MetricDataPoint method) get_model() (deepinsight.doctor.prediction.prediction_model_serialization.BinaryModelSerializer method) (deepinsight.doctor.prediction.prediction_model_serialization.ModelSerializer method) (deepinsight.doctor.prediction.prediction_model_serialization.MulticlassModelSerializer method) (deepinsight.doctor.prediction.prediction_model_serialization.RegressionModelSerializer method)

get_modeling_params() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_multiclass_confusion_matrix() (deepinsight.doctor.prediction.classification_scoring.MulticlassModelScorer method) get_n_splits() (deepinsight.doctor.utils.crossval.DKULeaveOneGroupOut method) (deepinsight.doctor.utils.crossval.DKULeavePGroupsOut method) get_name() (deepinsight.core.saved_model.Model method) get_numerical_features() (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalFeaturesClusteringGenerator method) get_or_create_api_key() (in module deepinsight.apinode.admin.auth) get_outcome() (deepinsight.timer.step.StepResult method) get_output() (deepinsight.base.java_link.JavaLink method) get_output_params() (deepinsight.doctor.prediction.common.PredictionAlgorithm method) get_params() (deepinsight.doctor.forest.IML method) get_partition() (deepinsight.core.metrics.MetricDataPoint method) get_partition_data() (deepinsight.core.metrics.ComputedMetrics method) get_partition_value() (deepinsight.core.metrics.ComputedMetrics method) get_pca_resource() (deepinsight.doctor.preprocessing_handler.PreprocessingHandler method) get_per_column_original() (deepinsight.doctor.preprocessing.dataframe_preprocessing.GeneratedFeaturesMapping method) get_per_feature() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_per_feature_col() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_pipeline() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_posttrain_folder() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_prediction_dataframe() (deepinsight.core.saved_model.EnsemblePredictor method) get_prediction_type() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_predictor() (deepinsight.core.saved_model.Model method) (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_preproc_handler() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_preprocessing() (deepinsight.core.saved_model.Predictor method) get_preprocessing_params() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_previous_steps_outputs() (deepinsight.timer.timer.Timer method) get_proba_columns() (deepinsight.core.saved_model.BasePredictor method) get_probabilistic_ensembler() (in module deepinsight.doctor.prediction.ensembles) get_pruned_names() (deepinsight.doctor.prediction.feature_selection.ClassificationCorrelationSelector method) (deepinsight.doctor.prediction.feature_selection.DropSelector method) (deepinsight.doctor.prediction.feature_selection.LassoSelector method) (deepinsight.doctor.prediction.feature_selection.RandomForestSelector method) (deepinsight.doctor.prediction.feature_selection.RegressionCorrelationSelector method) get_regression_ensembler() (in module deepinsight.doctor.prediction.ensembles) get_regression_performance() (deepinsight.doctor.prediction.regression_scoring.RegressionModelScorer method) get_remote_run_env_def() (in module deepinsight.base.remoterun) get_reportable_map() (deepinsight.doctor.preprocessing.impact_coding.ImpactCoding method) get_rescaler() (in module deepinsight.doctor.preprocessing_handler) get_resource() (deepinsight.doctor.preprocessing_handler.PreprocessingHandler method) get_result() (deepinsight.timer.step.StepHandle method) get_rf_raw_importance() (deepinsight.doctor.prediction.scoring_base.PredictionModelIntrinsicScorer method) get_role_of_column() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_sample_weight_variable() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_schema() (deepinsight.core.sql.QueryReader method) (deepinsightapi.dt.sqlquery.DTSQLQuery method) get_schema_from_df() (in module deepinsight) (in module deepinsight.core.schema_handling) get_score_info() (deepinsight.doctor.crossval.grid_search_cv.GridSearcher method) get_scored_from_y_and_pred() (in module deepinsight.doctor.deep_learning.keras_support) get_selection_mode() (in module deepinsight.doctor.prediction.common) get_selection_params() (deepinsight.doctor.prediction.feature_selection.DropFeatureSelection method) (deepinsight.doctor.prediction.feature_selection.FeatureSelection method) (deepinsight.doctor.prediction.feature_selection.NoopFeatureSelection method) (deepinsight.doctor.prediction.feature_selection.PCAFeatureSelection method) get_self_client() (in module deepinsight.apinode.utils) get_shared_secret() (in module deepinsight.core.base) get_sign() (deepinsight.doctor.crossval.grid_search_cv.GridSearcher static method) get_stats() (deepinsight.doctor.preprocessing.pca.PCA method) get_target_map() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) (in module deepinsight.doctor.prediction.ensembles) get_target_variable() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_test_df() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_texthash_svd_data() (deepinsight.doctor.preprocessing_handler.PreprocessingHandler method) get_threshold_optim_function() (in module deepinsight.doctor.prediction.common) get_top_outliers() (deepinsight.doctor.clustering.anomaly_detection.DkuIsolationForest method) get_train_df() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_trigger() (deepinsight.timer.trigger.Trigger method) get_trigger_state() (deepinsight.timer.trigger.Trigger method) get_type() (deepinsight.core.metrics.MetricDataPoint method) (deepinsight.core.saved_model.Model method) get_type_of_column() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) (in module deepinsight.doctor.posttraining.subpopulation) get_value() (deepinsight.core.metrics.ComputedMetrics method) (deepinsight.core.metrics.MetricDataPoint method) get_value_from_data() (deepinsight.core.metrics.ComputedMetrics static method) get_variable() (in module deepinsight.doctor.deep_learning.shared_variables) get_variables_importance() (deepinsight.doctor.prediction.scoring_base.PredictionModelScorer method) get_warnings_count_by_type() (deepinsight.timer.step.StepResult method) get_weight_method() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) get_whole_block_original() (deepinsight.doctor.preprocessing.dataframe_preprocessing.GeneratedFeaturesMapping method) get_writer() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) get_xgboost_scorer() (in module deepinsight.doctor.prediction.dt_xgboost) getSeriesNonzero() (in module deepinsight.core.pandasutils) GradientBoostingSummaryBuilder (class in deepinsight.doctor.prediction.regression_scoring) greater_is_better() (in module deepinsight.doctor.prediction.common) grid_with_index() (deepinsight.doctor.crossval.grid_search_cv.DkuParameterGrid method) (deepinsight.doctor.crossval.grid_search_cv.RandomDkuParameterGrid method) GridSearcher (class in deepinsight.doctor.crossval.grid_search_cv)

H

handle_missing_context() (deepinsight.doctor.notebook_builder.NotebookBuilder method) handle_predict() (in module deepinsight.apinode.predict.server) has_a_jek() (in module deepinsight.core.intercom) has_df_builder() (deepinsight.doctor.multiframe.MultiFrame method)

has_env_var() (in module deepinsight.base.remoterun) has_sample_weight_variable (deepinsight.doctor.preprocessing_handler.PredictionPreprocessingHandler attribute) hashablify() (in module deepinsight.doctor.utils.dataframe_cache) header_cell() (in module deepinsight.doctor.notebook_builder) HiveExecutor (class in deepinsight.core.sql)

I

i (deepinsight.doctor.forest.RandomForestClassifierIML attribute) (deepinsight.doctor.forest.RandomForestRegressorIML attribute) IML (class in deepinsight.doctor.forest) impact_coding() (deepinsight.doctor.preprocessing.impact_coding.NestedKFoldImpactCoder static method) ImpactCoding (class in deepinsight.doctor.preprocessing.impact_coding) ImpactCodingStep (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) ImpactCodingStep2 (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) ImpalaExecutor (class in deepinsight.core.sql) init_resources() (deepinsight.doctor.prediction.feature_selection.FeatureSelectionStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.BaseCountVectorizerProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.BinarizeSeries method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.BlockStdRescalingProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.CategoricalCategoricalInteraction method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.CategoricalsCountTransformerGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.CustomPreprocessingStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.FastSparseDummifyProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.FlagMissingValue2 method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.ImpactCodingStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.ImpactCodingStep2 method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.MultipleImputeMissingFromInput method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalCategoricalInteraction method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalDerivativesGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalFeaturesClusteringGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalNumericalInteraction method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.OutlierDetection method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.PreprocessingPipeline method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.QuantileBinSeries method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.RescalingProcessor2 method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.SingleColumnDropNARows method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.Step method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.TextCountVectorizerProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.TextTFIDFVectorizerProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.UnfoldVectorProcessor method) init_write_session() (deepinsight.core.dataset_write.StreamingAPI method) input_columns (deepinsight.doctor.preprocessing.pca.PCA attribute) input_columns() (deepinsight.doctor.preprocessing_handler.PreprocessingHandler method) inputs_probas() (deepinsight.doctor.prediction.ensembles.ClassificationEnsembler method) (deepinsight.doctor.prediction.ensembles.Ensembler method) (deepinsight.doctor.prediction.ensembles.ProbabilisticEnsembler method)

install_handler() (in module deepinsight.core.debugging) IntrinsicClusteringModelScorer (class in deepinsight.doctor.clustering.clustering_scorer) is_column_dummified() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) is_done() (deepinsight.timer.step.StepHandle method) is_ensemble() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) is_fitted() (deepinsight.doctor.preprocessing.impact_coding.ImpactCoding method) is_keras_backend() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) is_kfolding() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) is_leaf() (deepinsight.doctor.clustering.two_step_clustering.Tree method) is_model_prediction() (in module deepinsight.core.saved_model) is_proba_aware() (in module deepinsight.doctor.prediction.classification_scoring) is_probabilistic() (in module deepinsight.doctor.prediction.ensembles) is_represented() (deepinsight.doctor.posttraining.partial_depency.PartialDependencyFeature method) is_series_like() (in module deepinsight.doctor.multiframe) is_still_alive() (deepinsight.core.dataset_write.WriteSessionWaiter method) is_supervized() (deepinsight.doctor.notebook_builder.ClusteringNotebookBuilder method) (deepinsight.doctor.notebook_builder.NotebookBuilder method) (deepinsight.doctor.notebook_builder.PredictionNotebookBuilder method) items() (deepinsight.core.dataset.DatasetCursor method) iter_blocks() (deepinsight.doctor.multiframe.MultiFrame method) iter_columns() (deepinsight.doctor.multiframe.MultiFrame method) iter_dataframes() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) (deepinsight.doctor.multiframe.MultiFrame method) iter_dataframes_forced_types() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) iter_facts() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) iter_rows() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) (deepinsightapi.utils.DTStreamedHttpUTF8CSVReader method) iter_tuples() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) (deepinsight.core.sql.QueryReader method) iterate() (deepinsight.core.dataset.IteratorWithTimeOut method) iterator (deepinsight.core.dataset.IteratorWithTimeOut attribute) IteratorWithTimeOut (class in deepinsight.core.dataset)

J

JavaLink (class in deepinsight.base.java_link) jek_api_get_call() (in module deepinsight.core.intercom) jek_api_post_call() (in module deepinsight.core.intercom) jek_get_call() (in module deepinsight.core.intercom) jek_json_call() (in module deepinsight.core.intercom) jek_or_backend_get_call() (in module deepinsight.core.intercom) jek_or_backend_json_call() (in module deepinsight.core.intercom) jek_or_backend_stream_call() (in module deepinsight.core.intercom)

jek_or_backend_void_call() (in module deepinsight.core.intercom) jek_stream_call() (in module deepinsight.core.intercom) jek_void_call() (in module deepinsight.core.intercom) join_with_timeout() (deepinsight.core.dataset_write.TimeoutableQueue method) (deepinsight.core.dtio.TimeoutableQueue method) json_api() (in module deepinsight.doctor.dtapi) json_dumpf() (in module deepinsight.apinode.admin.utils) json_loadf() (in module deepinsight.apinode.admin.utils) JSONEncoder (class in deepinsight.core.dtjson)

K

kept_variance (deepinsight.doctor.preprocessing.pca.PCA attribute) KerasPredictor (class in deepinsight.core.saved_model) KerasPreprocessing (class in deepinsight.core.saved_model)

keys() (deepinsight.core.dataset.DatasetCursor method) KNNClassification (class in deepinsight.doctor.prediction.classification_fit) KNNRegression (class in deepinsight.doctor.prediction.regression_fit)

L

lambda_weight() (in module deepinsight.doctor.preprocessing.impact_coding) LARSClassification (class in deepinsight.doctor.prediction.classification_fit) LARSRegression (class in deepinsight.doctor.prediction.regression_fit) LassoRegression (class in deepinsight.doctor.prediction.regression_fit) LassoSelector (class in deepinsight.doctor.prediction.feature_selection) LeastSquareRegression (class in deepinsight.doctor.prediction.regression_fit) LiftBuilder (class in deepinsight.doctor.utils.lift_curve) LinearEnsembler (class in deepinsight.doctor.prediction.ensembles) LinkedInputStream (class in deepinsight.base.java_link) LinkedOutputStream (class in deepinsight.base.java_link) list() (deepinsight.core.dataset.Dataset static method) (deepinsight.Dataset static method) list_keys() (deepinsightapi.apinode_admin.auth.APINodeAuth method)

list_models() (deepinsight.core.saved_model.Model static method) list_partitions() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) list_versions() (deepinsight.core.saved_model.Model method) load_flow_spec() (in module deepinsight.core.flow) load_from_filepath() (in module deepinsight.core.dtjson) load_relfilepath() (in module deepinsight.doctor.preprocessing_handler) LoadedFunction (class in deepinsight.apinode.predict.functionserver) log_loss() (in module deepinsight.doctor.utils.metrics) log_odds() (in module deepinsight.doctor.utils.metrics) LogisticClassifEnsembler (class in deepinsight.doctor.prediction.ensembles) LogisticProbaEnsembler (class in deepinsight.doctor.prediction.ensembles) LogisticRegClassification (class in deepinsight.doctor.prediction.classification_fit)

M

m (deepinsight.doctor.preprocessing.impact_coding.ImpactCoding attribute) magic_main() (in module deepinsight.doctor.utils.magic_main) main() (in module deepinsight.doctor.clustering.reg_cluster_recipe) (in module deepinsight.doctor.clustering.reg_scoring_recipe) (in module deepinsight.doctor.clustering.reg_train_recipe) (in module deepinsight.doctor.prediction.keras_evaluation_recipe) (in module deepinsight.doctor.prediction.keras_scoring_recipe) (in module deepinsight.doctor.prediction.reg_evaluation_recipe) (in module deepinsight.doctor.prediction.reg_scoring_recipe) (in module deepinsight.doctor.prediction.reg_train_recipe) make_cost_matrix_score() (in module deepinsight.doctor.prediction.common) make_lift_score() (in module deepinsight.doctor.prediction.common) make_percentile() (in module deepinsight.doctor.clustering.clustering_scorer) make_running_traininfo() (in module deepinsight.doctor.utils) make_tree_data() (in module deepinsight.doctor.prediction.regression_scoring) mcalibration_loss() (in module deepinsight.doctor.utils.metrics) mean_absolute_percentage_error() (in module deepinsight.doctor.utils.metrics) MedianEnsembler (class in deepinsight.doctor.prediction.ensembles) merge() (deepinsight.doctor.clustering.two_step_clustering.Tree method) (deepinsight.doctor.forest.IML method) (deepinsight.doctor.forest.RandomForestClassifierIML method) (deepinsight.doctor.forest.RandomForestRegressorIML method) merge_listeners() (in module deepinsight.doctor.utils) MetricDataPoint (class in deepinsight.core.metrics) ml_dtype_from_deepinsight_column() (in module deepinsight.doctor.utils) ml_dtypes_from_deepinsight_schema() (in module deepinsight.doctor.utils) Model (class in deepinsight.core.saved_model) model() (deepinsight.doctor.forest.IML method) (deepinsight.doctor.forest.RandomForestClassifierIML method) (deepinsight.doctor.forest.RandomForestRegressorIML method) model_from_params() (deepinsight.doctor.prediction.classification_fit.DecisionTreeClassification method) (deepinsight.doctor.prediction.classification_fit.ExtraTreesClassification method) (deepinsight.doctor.prediction.classification_fit.GBTClassification method) (deepinsight.doctor.prediction.classification_fit.KNNClassification method) (deepinsight.doctor.prediction.classification_fit.LARSClassification method) (deepinsight.doctor.prediction.classification_fit.LogisticRegClassification method) (deepinsight.doctor.prediction.classification_fit.NeuralNetworkClassification method) (deepinsight.doctor.prediction.classification_fit.RFClassification method) (deepinsight.doctor.prediction.classification_fit.SGDClassification method) (deepinsight.doctor.prediction.classification_fit.SVCClassification method) (deepinsight.doctor.prediction.classification_fit.ScikitClassification method) (deepinsight.doctor.prediction.classification_fit.XGBClassification method) (deepinsight.doctor.prediction.common.PredictionAlgorithm method) (deepinsight.doctor.prediction.regression_fit.DecisionTreeRegression method) (deepinsight.doctor.prediction.regression_fit.ExtraTreesRegression method) (deepinsight.doctor.prediction.regression_fit.GBTRegression method) (deepinsight.doctor.prediction.regression_fit.KNNRegression method) (deepinsight.doctor.prediction.regression_fit.LARSRegression method) (deepinsight.doctor.prediction.regression_fit.LassoRegression method) (deepinsight.doctor.prediction.regression_fit.LeastSquareRegression method) (deepinsight.doctor.prediction.regression_fit.NeuralNetworkRegression method) (deepinsight.doctor.prediction.regression_fit.RFRegression method) (deepinsight.doctor.prediction.regression_fit.RidgeRegression method) (deepinsight.doctor.prediction.regression_fit.SGDRegression method) (deepinsight.doctor.prediction.regression_fit.SVMRegression method) (deepinsight.doctor.prediction.regression_fit.ScikitRegression method) (deepinsight.doctor.prediction.regression_fit.XGBoostRegression method)

ModelParams (class in deepinsight.core.saved_model) ModelSerializer (class in deepinsight.doctor.prediction.prediction_model_serialization) mroc_auc_score() (in module deepinsight.doctor.utils.metrics) multiclass_predict() (in module deepinsight.doctor.prediction.classification_scoring) multiclass_predict_ensemble() (in module deepinsight.doctor.prediction.classification_scoring) multiclass_predict_single() (in module deepinsight.doctor.prediction.classification_scoring) multiclass_scorer_with_valid() (in module deepinsight.doctor.prediction.classification_scoring) MulticlassModelScorer (class in deepinsight.doctor.prediction.classification_scoring) MulticlassModelSerializer (class in deepinsight.doctor.prediction.prediction_model_serialization) MulticlassPreprocessingHandler (class in deepinsight.doctor.preprocessing_handler) MultiFrame (class in deepinsight.doctor.multiframe) MultipleImputeMissingFromInput (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) must_interrupt() (in module deepinsight.doctor.utils.interrupt_optimization)

N

n_components (deepinsight.doctor.preprocessing.pca.PCA attribute) n_features (deepinsight.doctor.preprocessing.dataframe_preprocessing.TextHashingVectorizerProcessor attribute) n_features_from_variance() (deepinsight.doctor.prediction.feature_selection.PCASelector method) NamedNPArray (class in deepinsight.doctor.multiframe) NestedKFoldImpactCoder (class in deepinsight.doctor.preprocessing.impact_coding) NeuralNetworkClassification (class in deepinsight.doctor.prediction.classification_fit) NeuralNetworkRegression (class in deepinsight.doctor.prediction.regression_fit) new_buffer() (deepinsight.core.dtio.PipeToGeneratorThread method) new_bytesoriented_io() (in module deepinsight.core.dtio) new_utf8_csv_reader() (in module deepinsight.core.dtio) new_utf8_csv_writer() (in module deepinsight.core.dtio) next() (deepinsight.core.dtio.Python2UTF8CSVReader method) (deepinsightapi.utils.DTUTF8CSVReader method) next_block() (deepinsight.base.java_link.LinkedInputStream method)

nnz() (deepinsight.doctor.multiframe.MultiFrame method) no_nan() (in module deepinsight.doctor.clustering.clustering_scorer) none_if_throws() (in module deepinsight.core.dataset) (in module deepinsightapi.utils) NoopFeatureSelection (class in deepinsight.doctor.prediction.feature_selection) normalize() (deepinsight.doctor.preprocessing.dataframe_preprocessing.PCAStep method) (deepinsight.doctor.preprocessing.pca.PCA method) normalize_dataframe() (in module deepinsight.doctor.utils) NotebookBuilder (class in deepinsight.doctor.notebook_builder) NULL (deepinsight.doctor.preprocessing.impact_coding.ImpactCoding attribute) NumericalCategoricalInteraction (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) NumericalDerivativesGenerator (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) NumericalFeaturesClusteringGenerator (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) NumericalNumericalInteraction (class in deepinsight.doctor.preprocessing.dataframe_preprocessing)

O

ONE_FEATURE_PER_COLUMN (deepinsight.doctor.preprocessing.dataframe_preprocessing.GeneratedFeaturesMapping attribute) open() (deepinsight.doctor.preprocessing_handler.PreprocessingHandler method) OutlierDetection (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) output_columns (deepinsight.doctor.preprocessing.pca.PCA attribute) output_name (deepinsight.doctor.preprocessing.dataframe_preprocessing.ExtractColumn attribute) output_params() (deepinsight.doctor.prediction.classification_fit.DecisionTreeClassification method) (deepinsight.doctor.prediction.classification_fit.ExtraTreesClassification method) (deepinsight.doctor.prediction.classification_fit.GBTClassification method) (deepinsight.doctor.prediction.classification_fit.KNNClassification method) (deepinsight.doctor.prediction.classification_fit.LARSClassification method) (deepinsight.doctor.prediction.classification_fit.LogisticRegClassification method) (deepinsight.doctor.prediction.classification_fit.NeuralNetworkClassification method) (deepinsight.doctor.prediction.classification_fit.RFClassification method) (deepinsight.doctor.prediction.classification_fit.SGDClassification method) (deepinsight.doctor.prediction.classification_fit.SVCClassification method) (deepinsight.doctor.prediction.classification_fit.ScikitClassification method) (deepinsight.doctor.prediction.classification_fit.XGBClassification method) (deepinsight.doctor.prediction.common.PredictionAlgorithm method) (deepinsight.doctor.prediction.regression_fit.DecisionTreeRegression method) (deepinsight.doctor.prediction.regression_fit.ExtraTreesRegression method) (deepinsight.doctor.prediction.regression_fit.GBTRegression method) (deepinsight.doctor.prediction.regression_fit.KNNRegression method) (deepinsight.doctor.prediction.regression_fit.LARSRegression method) (deepinsight.doctor.prediction.regression_fit.LassoRegression method) (deepinsight.doctor.prediction.regression_fit.LeastSquareRegression method) (deepinsight.doctor.prediction.regression_fit.NeuralNetworkRegression method) (deepinsight.doctor.prediction.regression_fit.RFRegression method) (deepinsight.doctor.prediction.regression_fit.RidgeRegression method) (deepinsight.doctor.prediction.regression_fit.SGDRegression method) (deepinsight.doctor.prediction.regression_fit.SVMRegression method) (deepinsight.doctor.prediction.regression_fit.ScikitRegression method) (deepinsight.doctor.prediction.regression_fit.XGBoostRegression method)

outputs_probas() (deepinsight.doctor.prediction.ensembles.ClassificationEnsembler method) (deepinsight.doctor.prediction.ensembles.Ensembler method) (deepinsight.doctor.prediction.ensembles.ProbabilisticEnsembler method)

P

p_tabulate_h() (in module deepinsight.apinode.admin.utils) package_is_at_least() (in module deepinsight.base.utils) PairwiseLinearCombinationsGenerator (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) pandas_dt_type() (in module deepinsight.core.schema_handling) parse_cells_from_render() (in module deepinsight.doctor.notebook_builder) parse_local_date() (in module deepinsight.core.dataset) (in module deepinsight.core.schema_handling) PartialDependenciesProgress (class in deepinsight.doctor.posttraining.partial_depency) PartialDependenciesSaver (class in deepinsight.doctor.posttraining.partial_depency) PartialDependencyComputer (class in deepinsight.doctor.posttraining.partial_depency) PartialDependencyFeature (class in deepinsight.doctor.posttraining.partial_depency) PartialDependencyPlotBuilder (class in deepinsight.doctor.prediction.regression_scoring) PartialDependencyResult (class in deepinsight.doctor.posttraining.partial_depency) PCA (class in deepinsight.doctor.preprocessing.pca) pca (deepinsight.doctor.preprocessing.pca.PCA attribute) PCA2 (class in deepinsight.doctor.preprocessing.pca) PCAFeatureSelection (class in deepinsight.doctor.prediction.feature_selection) PCASelector (class in deepinsight.doctor.prediction.feature_selection) PCAStep (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) pearson_correlation() (in module deepinsight.doctor.prediction.regression_scoring) PercentageProgress (class in deepinsight.doctor.posttraining.percentage_progress) perform_replacement() (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalFeaturesClusteringGenerator method) ping() (in module deepinsight.doctor.commands) PipeToGeneratorThread (class in deepinsight.core.dtio) pivot_property_to_list() (in module deepinsight.doctor.prediction.common) pk_path() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) (deepinsight.doctor.clustering.clustering_scorer.IntrinsicClusteringModelScorer method) pop_state() (deepinsight.doctor.utils.listener.ProgressListener method) post_process() (deepinsight.doctor.clustering.two_step_clustering.TwoStepClustering method) (deepinsight.doctor.prediction.lars.DkuLassoLarsClassifier method) (deepinsight.doctor.prediction.lars.DkuLassoLarsRegressor method) pred_to_dict() (in module deepinsight.apinode.predict.server) predict() (deepinsight.apinode.predict.functionserver.LoadedFunction method) (deepinsight.apinode.predict.predictor.ClassificationPredictor method) (deepinsight.apinode.predict.predictor.RegressionPredictor method) (deepinsight.core.saved_model.EnsemblePredictor method) (deepinsight.core.saved_model.Predictor method) (deepinsight.doctor.clustering.anomaly_detection.DkuIsolationForest method) (deepinsight.doctor.clustering.two_step_clustering.TwoStepClustering method) (deepinsight.doctor.forest.IML method) (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) (deepinsight.doctor.prediction.ensembles.EnsembleModel method) (deepinsight.doctor.prediction.lars.DkuLassoLarsClassifier method) (deepinsight.doctor.prediction.lars.DkuLassoLarsRegressor method) (deepinsight.doctor.prediction.regression_scoring.ZeroEstimator method) predict_and_concatenate() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) predict_as_dataframe() (deepinsight.doctor.prediction.ensembles.EnsembleModel method) predict_proba() (deepinsight.doctor.forest.IML method) (deepinsight.doctor.prediction.ensembles.EnsembleModel method) (deepinsight.doctor.prediction.lars.DkuLassoLarsClassifier method) predict_proba_as_dataframe() (deepinsight.doctor.prediction.ensembles.EnsembleModel method) prediction_train_model_keras() (in module deepinsight.doctor.prediction_entrypoints) prediction_train_model_kfold() (in module deepinsight.doctor.prediction_entrypoints) prediction_train_score_save() (in module deepinsight.doctor.prediction_entrypoints) prediction_train_score_save_ensemble() (in module deepinsight.doctor.prediction_entrypoints) prediction_type (deepinsight.doctor.notebook_builder.PredictionNotebookBuilder attribute) (deepinsight.doctor.preprocessing_handler.PreprocessingHandler attribute) PredictionAlgorithm (class in deepinsight.doctor.prediction.common) PredictionModelInformationHandler (class in deepinsight.doctor.posttraining.model_information_handler) PredictionModelIntrinsicScorer (class in deepinsight.doctor.prediction.scoring_base) PredictionModelScorer (class in deepinsight.doctor.prediction.scoring_base) PredictionNotebookBuilder (class in deepinsight.doctor.notebook_builder) PredictionPreprocessingDataCollector (class in deepinsight.doctor.preprocessing_collector) PredictionPreprocessingHandler (class in deepinsight.doctor.preprocessing_handler) Predictor (class in deepinsight.core.saved_model) prefix (deepinsight.doctor.multiframe.DataFrameBuilder attribute) (deepinsight.doctor.preprocessing.pca.PCA attribute) prepare_for_scoring() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) prepare_for_scoring_full() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) prepare_multiframe() (in module deepinsight.doctor.clustering.common) (in module deepinsight.doctor.prediction.common) preprocess() (deepinsight.core.saved_model.KerasPreprocessing method) (deepinsight.core.saved_model.Predictor method) (deepinsight.core.saved_model.Preprocessing method)

Preprocessing (class in deepinsight.core.saved_model) preprocessing_steps() (deepinsight.doctor.preprocessing_handler.ClusteringPreprocessingHandler method) (deepinsight.doctor.preprocessing_handler.PredictionPreprocessingHandler method) (deepinsight.doctor.preprocessing_handler.PreprocessingHandler method) PreprocessingDataCollector (class in deepinsight.doctor.preprocessing_collector) PreprocessingHandler (class in deepinsight.doctor.preprocessing_handler) PreprocessingPipeline (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) PreprocessingResult (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) ProbabilisticAverageEnsembler (class in deepinsight.doctor.prediction.ensembles) ProbabilisticEnsembler (class in deepinsight.doctor.prediction.ensembles) process() (deepinsight.doctor.prediction.feature_selection.FeatureSelectionStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.AddReferenceInOutput method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.AllInteractionFeaturesGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.BinarizeSeries method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.BlockStdRescalingProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.CategoricalCategoricalInteraction method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.CategoricalFeatureHashingProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.CategoricalsCountTransformerGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.CopyMultipleColumnsFromInput method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.CustomPreprocessingStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.DropNARows method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.DropRowsWhereNoTarget method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.DropRowsWhereNoTargetNorWeight method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.DumpFullMF method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.DumpInputDF method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.DumpMFDetails method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.DumpPipelineState method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.EmitCurrentMFAsResult method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.ExtractColumn method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.FastSparseDummifyProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.FeatureSelectorOutputExecStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.FeatureSelectorOutputTrainStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.FileFunctionPreprocessing method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.FlagMissingValue2 method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.FlushDFBuilder method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.ImpactCodingStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.ImpactCodingStep2 method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.MultipleImputeMissingFromInput method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalCategoricalInteraction method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalDerivativesGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalFeaturesClusteringGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalNumericalInteraction method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.OutlierDetection method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.PCAStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.PairwiseLinearCombinationsGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.PreprocessingPipeline method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.QuantileBinSeries method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.RandomColumnsGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.RealignTarget method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.RealignWeight method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.RemapValueToOutput method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.RescalingProcessor2 method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.SetInputDFAsBlock method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.SingleColumnDropNARows method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.Step method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.TextCountVectorizerProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.TextHashingVectorizerProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.TextHashingVectorizerWithSVDProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.TextTFIDFVectorizerProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.UnfoldVectorProcessor method) process_line() (deepinsight.doctor.crossval.grid_search_cv.CVInterruptWatcherThread method) ProgressListener (class in deepinsight.doctor.utils.listener) push_data() (deepinsight.core.dataset_write.StreamingAPI method) push_state() (deepinsight.doctor.utils.listener.ProgressListener method) python2_friendly_exec() (in module deepinsight.doctor.prediction.common) Python2UTF8CSVReader (class in deepinsight.core.dtio) Python2UTF8CSVWriter (class in deepinsight.core.dtio) Python2UTF8Writer (class in deepinsight.core.dt_pandas_csv) Python3UTF8CSVReader (class in deepinsight.core.dtio) Python3UTF8CSVWriter (class in deepinsight.core.dtio) Python3UTF8Writer (class in deepinsight.core.dt_pandas_csv)

Q

QuantileBinSeries (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) query_to_df() (deepinsight.core.sql.HiveExecutor method) (deepinsight.core.sql.ImpalaExecutor method) (deepinsight.core.sql.SQLExecutor method) (deepinsight.core.sql.SparkExecutor method) (deepinsightapi.dt.sqlquery.DTSQLQuery method)

query_to_iter() (deepinsight.core.sql.HiveExecutor method) (deepinsight.core.sql.ImpalaExecutor method) (deepinsight.core.sql.SQLExecutor method) (deepinsight.core.sql.SparkExecutor method) QueryReader (class in deepinsight.core.sql)

R

raise_on_failure() (deepinsight.core.dataset_write.WriteSessionWaiter method) RandomColumnsGenerator (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) RandomDkuParameterGrid (class in deepinsight.doctor.crossval.grid_search_cv) RandomForestClassifierIML (class in deepinsight.doctor.forest) RandomForestRegressorIML (class in deepinsight.doctor.forest) RandomForestSelector (class in deepinsight.doctor.prediction.feature_selection) RandomForestSummaryBuilder (class in deepinsight.doctor.prediction.regression_scoring) raw_formatted_data() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) read() (deepinsight.core.dataset_write.RemoteStreamWriter method) (deepinsight.doctor.deep_learning.preprocessing.DummyFileReader method) read_block() (deepinsight.base.java_link.JavaLink method) read_dt_env_and_set() (in module deepinsight.base.remoterun) read_json() (deepinsight.base.java_link.JavaLink method) read_metadata() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) read_schema() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) readable() (deepinsight.base.java_link.LinkedInputStream method) readinto() (deepinsight.base.java_link.LinkedInputStream method) RealignTarget (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) RealignWeight (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) register_classification_algorithm() (in module deepinsight.doctor.prediction.classification_fit) register_regression_algorithm() (in module deepinsight.doctor.prediction.regression_fit) regression_fit_ensemble() (in module deepinsight.doctor.prediction.regression_fit) regression_fit_single() (in module deepinsight.doctor.prediction.regression_fit) regression_predict() (in module deepinsight.doctor.prediction.regression_scoring) regression_predict_ensemble() (in module deepinsight.doctor.prediction.regression_scoring) regression_predict_single() (in module deepinsight.doctor.prediction.regression_scoring) regression_scorer_with_valid() (in module deepinsight.doctor.prediction.regression_scoring) RegressionCorrelationSelector (class in deepinsight.doctor.prediction.feature_selection) RegressionIML (class in deepinsight.doctor.forest) RegressionModelIntrinsicScorer (class in deepinsight.doctor.prediction.regression_scoring) RegressionModelScorer (class in deepinsight.doctor.prediction.regression_scoring)

RegressionModelSerializer (class in deepinsight.doctor.prediction.prediction_model_serialization) RegressionPredictor (class in deepinsight.apinode.predict.predictor) RegressionPreprocessingHandler (class in deepinsight.doctor.preprocessing_handler) RemapValueToOutput (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) RemoteStreamWriter (class in deepinsight.core.dataset_write) remove_all_nan() (in module deepinsight.doctor.utils) replace_value_by_empty() (in module deepinsight.doctor.prediction.common) report() (deepinsight.doctor.preprocessing_handler.PreprocessingHandler method) report_fit() (deepinsight.doctor.preprocessing.dataframe_preprocessing.AllInteractionFeaturesGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.BaseCountVectorizerProcessor method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.ImpactCodingStep method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.PairwiseLinearCombinationsGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.PreprocessingPipeline method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.Step method) rescale_context() (deepinsight.doctor.notebook_builder.NotebookBuilder method) rescaling (deepinsight.doctor.preprocessing.impact_coding.ContinuousImpactCoding attribute) RescalingProcessor2 (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) reset() (deepinsight.doctor.utils.listener.ProgressListener method) results (deepinsight.doctor.preprocessing.dataframe_preprocessing.PreprocessingPipeline attribute) retrieve_func_from_code() (in module deepinsight.doctor.deep_learning.keras_support) RFClassification (class in deepinsight.doctor.prediction.classification_fit) RFRegression (class in deepinsight.doctor.prediction.regression_fit) RidgeRegression (class in deepinsight.doctor.prediction.regression_fit) rmse_score() (in module deepinsight.doctor.utils.metrics) rmsle_score() (in module deepinsight.doctor.utils.metrics) run() (deepinsight.core.dataset_write.RemoteStreamWriter method) (deepinsight.core.dataset_write.WriteSessionWaiter method) (deepinsight.core.dtio.PipeToGeneratorThread method) (deepinsight.doctor.crossval.grid_search_cv.CVInterruptWatcherThread method) (deepinsight.doctor.utils.subsampler.Subsampler method) (deepinsight.timer.step.StepHandle method) run_binary_scoring() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) run_regression_scoring() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) run_step() (deepinsight.timer.timer.Timer method)

S

safe_del() (in module deepinsight.doctor.prediction.common) safe_os_environ_update() (in module deepinsight.base.remoterun) safe_positive_int() (in module deepinsight.doctor.prediction.common) safe_unicode_str() (in module deepinsight.base.utils) sample_weight_variable (deepinsight.doctor.preprocessing_handler.PredictionPreprocessingHandler attribute) save() (deepinsight.core.dt_pandas_csv.DTCSVFormatter method) (deepinsight.doctor.posttraining.partial_depency.PartialDependenciesSaver method) save_bokeh() (in module deepinsight.insights) save_data() (deepinsight.doctor.preprocessing_handler.PreprocessingHandler method) (in module deepinsight.insights) save_figure() (in module deepinsight.insights) save_ggplot() (in module deepinsight.insights) save_plotly() (in module deepinsight.insights) save_prediction_model() (in module deepinsight.doctor.prediction.common) scaler (deepinsight.doctor.preprocessing.impact_coding.ContinuousImpactCoding attribute) Schema (class in deepinsight.core.dataset) scikit_model() (in module deepinsight.doctor.clustering.clustering_fit) (in module deepinsight.doctor.prediction.common) ScikitClassification (class in deepinsight.doctor.prediction.classification_fit) ScikitRegression (class in deepinsight.doctor.prediction.regression_fit) score() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) (deepinsight.doctor.clustering.clustering_scorer.IntrinsicClusteringModelScorer method) (deepinsight.doctor.prediction.classification_scoring.BinaryClassificationModelScorer method) (deepinsight.doctor.prediction.classification_scoring.CVBinaryClassificationModelScorer method) (deepinsight.doctor.prediction.classification_scoring.CVMulticlassModelScorer method) (deepinsight.doctor.prediction.classification_scoring.ClassificationModelIntrinsicScorer method) (deepinsight.doctor.prediction.classification_scoring.MulticlassModelScorer method) (deepinsight.doctor.prediction.regression_scoring.CVRegressionModelScorer method) (deepinsight.doctor.prediction.regression_scoring.RegressionModelIntrinsicScorer method) (deepinsight.doctor.prediction.regression_scoring.RegressionModelScorer method) scored_dataset_generator() (in module deepinsight.doctor.deep_learning.keras_support) select_columns() (deepinsight.doctor.multiframe.MultiFrame method) send_block() (deepinsight.base.java_link.JavaLink method) send_json() (deepinsight.base.java_link.JavaLink method) send_string() (deepinsight.base.java_link.JavaLink method) SerializableModel (class in deepinsight.doctor.prediction.prediction_model_serialization) serialize() (deepinsight.doctor.prediction.prediction_model_serialization.ModelSerializer method) serve() (in module deepinsight.apinode.predict.functionserver) (in module deepinsight.apinode.predict.server) (in module deepinsight.doctor.server) set_before_interrupt_check_callback() (in module deepinsight.doctor.utils.interrupt_optimization) set_column_labels() (deepinsight.doctor.utils.crossval.DKULeaveOneGroupOut method) (deepinsight.doctor.utils.crossval.DKULeavePGroupsOut method) set_current_progress() (deepinsight.doctor.utils.listener.ProgressListener method) set_data() (deepinsight.doctor.preprocessing.impact_coding.NestedKFoldImpactCoder method) set_default_decorator() (in module deepinsight.core.dtjson) set_dt_env_var_and_sys_env_var() (in module deepinsight.base.remoterun) set_evolution_state() (deepinsight.doctor.preprocessing.dataframe_preprocessing.CategoricalsCountTransformerGenerator method) (deepinsight.doctor.preprocessing.dataframe_preprocessing.NumericalFeaturesClusteringGenerator method) set_index_from_df() (deepinsight.doctor.multiframe.MultiFrame method) set_interrupt_folder() (in module deepinsight.doctor.utils.interrupt_optimization) set_keras_scoring_batches() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) set_n_features_v0_18_v0_19() (in module deepinsight.doctor.prediction.regression_scoring) set_params() (deepinsight.doctor.forest.IML method) (deepinsight.doctor.prediction.dt_xgboost.DTXGBClassifier method) (deepinsight.doctor.prediction.dt_xgboost.DTXGBRegressor method) set_percentage() (deepinsight.doctor.posttraining.percentage_progress.PercentageProgress method) set_percentage_for_single_computation() (deepinsight.doctor.posttraining.partial_depency.PartialDependenciesProgress method) set_preparation_steps() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method)

set_project_variables() (deepinsight.timer.timer.Timer method) set_remote_dt() (in module deepinsight) (in module deepinsight.core.intercom) set_scale() (deepinsight.doctor.preprocessing.dataframe_preprocessing.RescalingProcessor2 method) set_selection_state_folder() (deepinsight.doctor.preprocessing_handler.PredictionPreprocessingHandler method) set_timer_variables() (deepinsight.timer.timer.Timer method) set_variable() (in module deepinsight.doctor.deep_learning.shared_variables) set_with_target_pipelines_mode() (deepinsight.doctor.prediction.ensembles.EnsembleModel method) set_write_partition() (deepinsight.core.base.Computable method) (deepinsight.Dataset method) (deepinsight.core.dataset.Dataset method) SetInputDFAsBlock (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) SGDClassification (class in deepinsight.doctor.prediction.classification_fit) SGDRegression (class in deepinsight.doctor.prediction.regression_fit) shape (deepinsight.doctor.multiframe.DataFrameWrapper attribute) (deepinsight.doctor.multiframe.NamedNPArray attribute) (deepinsight.doctor.multiframe.SparseMatrixWithNames attribute) shape() (deepinsight.doctor.multiframe.MultiFrame method) should_continue() (deepinsight.doctor.forest.IML method) should_send_block_to_one_feature() (deepinsight.doctor.preprocessing.dataframe_preprocessing.GeneratedFeaturesMapping method) silhouette_score() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) SingleColumnDropNARows (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) skip_hyperparam_search() (deepinsight.doctor.crossval.grid_search_cv.GridSearcher method) smart_decode_str() (in module deepinsight.base.utils) SparkExecutor (class in deepinsight.core.sql) sparse_abs_cor() (deepinsight.doctor.prediction.feature_selection.RegressionCorrelationSelector static method) SparseMatrixWithNames (class in deepinsight.doctor.multiframe) split() (deepinsight.doctor.utils.crossval.DKULeaveOneGroupOut method) (deepinsight.doctor.utils.crossval.DKULeavePGroupsOut method) split_train_per_input() (in module deepinsight.doctor.deep_learning.keras_utils) split_train_valid() (in module deepinsight.core.pandasutils) sql_query() (deepinsightapi.dtclient.DTClient method) SQLExecutor (class in deepinsight.core.sql) start() (deepinsight.timer.step.StepHandle method) state (deepinsight.core.dataset.IteratorWithTimeOut attribute) stats (deepinsight.doctor.preprocessing.pca.PCA attribute) stats() (deepinsight.doctor.multiframe.MultiFrame method) Step (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) StepFailedException StepHandle (class in deepinsight.timer.step) StepResult (class in deepinsight.timer.step) steps (deepinsight.doctor.preprocessing.dataframe_preprocessing.PreprocessingPipeline attribute) str_to_bool() (in module deepinsight.core.schema_handling) stratified_forced_subsampling() (deepinsight.doctor.utils.subsampler.Subsampler method) stratified_subsampling() (deepinsight.doctor.utils.subsampler.Subsampler method) StreamingAPI (class in deepinsight.core.dataset_write) strip_accents() (in module deepinsight.doctor.utils) subsample() (in module deepinsight.doctor.utils.subsampler) Subsampler (class in deepinsight.doctor.utils.subsampler) supports_weight (deepinsight.doctor.prediction.classification_fit.KNNClassification attribute) (deepinsight.doctor.prediction.classification_fit.LARSClassification attribute) (deepinsight.doctor.prediction.classification_fit.NeuralNetworkClassification attribute) (deepinsight.doctor.prediction.common.PredictionAlgorithm attribute) (deepinsight.doctor.prediction.regression_fit.KNNRegression attribute) (deepinsight.doctor.prediction.regression_fit.LARSRegression attribute) (deepinsight.doctor.prediction.regression_fit.LassoRegression attribute) (deepinsight.doctor.prediction.regression_fit.NeuralNetworkRegression attribute) (deepinsight.doctor.prediction.regression_fit.XGBoostRegression attribute) SVCClassification (class in deepinsight.doctor.prediction.classification_fit) SVMRegression (class in deepinsight.doctor.prediction.regression_fit)

T

tag_special_features() (in module deepinsight.doctor.deep_learning.keras_utils) target_map (deepinsight.doctor.preprocessing_handler.BinaryClassificationPreprocessingHandler attribute) (deepinsight.doctor.preprocessing_handler.MulticlassPreprocessingHandler attribute) (deepinsight.doctor.preprocessing_handler.PredictionPreprocessingHandler attribute) (deepinsight.doctor.preprocessing_handler.RegressionPreprocessingHandler attribute) target_variable (deepinsight.doctor.notebook_builder.PredictionNotebookBuilder attribute) (deepinsight.doctor.preprocessing_handler.PreprocessingHandler attribute) template() (deepinsight.doctor.notebook_builder.NotebookBuilder method) template_name() (deepinsight.doctor.notebook_builder.ClusteringNotebookBuilder method) (deepinsight.doctor.notebook_builder.NotebookBuilder method) (deepinsight.doctor.notebook_builder.PredictionNotebookBuilder method) text_preprocessing_context() (deepinsight.doctor.notebook_builder.NotebookBuilder method) TextCountVectorizerProcessor (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) TextHashingVectorizerProcessor (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) TextHashingVectorizerWithSVDProcessor (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) TextTFIDFVectorizerProcessor (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) timeout (deepinsight.core.dataset.IteratorWithTimeOut attribute) TimeoutableQueue (class in deepinsight.core.dataset_write) (class in deepinsight.core.dtio) TimeoutExpired, [1] Timer (class in deepinsight.timer.timer) title() (deepinsight.doctor.notebook_builder.ClusteringNotebookBuilder method) (deepinsight.doctor.notebook_builder.NotebookBuilder method) (deepinsight.doctor.notebook_builder.PredictionNotebookBuilder method) to_dataframe() (deepinsight.doctor.multiframe.DataFrameBuilder method) to_json() (deepinsight.doctor.clustering.two_step_clustering.Tree method) (deepinsight.doctor.clustering.two_step_clustering.TwoStepClustering method) (deepinsight.doctor.prediction.feature_selection.FeatureSelection method)

to_jsonifiable() (deepinsight.doctor.utils.listener.ProgressListener method) TO_ONE_FEATURE (deepinsight.doctor.preprocessing.dataframe_preprocessing.GeneratedFeaturesMapping attribute) TokenizerProcessor (class in deepinsight.doctor.deep_learning.preprocessing) touched (deepinsight.core.dataset.IteratorWithTimeOut attribute) train_clustering_models_nosave() (in module deepinsight.doctor.commands) train_prediction_keras() (in module deepinsight.doctor.commands) train_prediction_kfold() (in module deepinsight.doctor.commands) train_prediction_models_nosave() (in module deepinsight.doctor.commands) train_test_split() (in module deepinsight.doctor.prediction.common) transform() (deepinsight.doctor.deep_learning.preprocessing.TokenizerProcessor method) (deepinsight.doctor.prediction.feature_selection.DropFeatureSelection method) (deepinsight.doctor.prediction.feature_selection.FeatureSelection method) (deepinsight.doctor.prediction.feature_selection.NoopFeatureSelection method) (deepinsight.doctor.prediction.feature_selection.PCAFeatureSelection method) (deepinsight.doctor.preprocessing.impact_coding.ImpactCoding method) (deepinsight.doctor.preprocessing.impact_coding.NestedKFoldImpactCoder method) (deepinsight.doctor.preprocessing.pca.PCA method) (deepinsight.doctor.preprocessing.pca.PCA2 method) Tree (class in deepinsight.doctor.clustering.two_step_clustering) TreeSummaryBuilder (class in deepinsight.doctor.prediction.regression_scoring) Trigger (class in deepinsight.timer.trigger) trim_curve() (in module deepinsight.doctor.prediction.scoring_base) trim_underscores() (in module deepinsight.doctor.dtapi) TwoStepClustering (class in deepinsight.doctor.clustering.two_step_clustering)

U

UnfoldVectorProcessor (class in deepinsight.doctor.preprocessing.dataframe_preprocessing) unique() (in module deepinsight.core.dataset) unix_time_millis() (in module deepinsight.doctor.utils.listener)

update_deep_learning_model_info() (in module deepinsight.doctor.deep_learning.keras_callbacks) update_gridsearch_info() (in module deepinsight.doctor.utils) update_insight() (in module deepinsight.insights) use_sparse_pca() (deepinsight.doctor.prediction.feature_selection.PCASelector static method)

V

value_counts() (in module deepinsight.doctor.clustering.clustering_scorer) values() (deepinsight.core.dataset.DatasetCursor method)

values_map (deepinsight.doctor.preprocessing.dataframe_preprocessing.RemapValueToOutput attribute) variables_importance() (deepinsight.doctor.clustering.clustering_scorer.ClusteringModelScorer method) VotingEnsembler (class in deepinsight.doctor.prediction.ensembles)

W

wait_end() (deepinsight.core.dataset_write.WriteSessionWaiter method) wait_for_completion() (deepinsight.core.dtio.PipeToGeneratorThread method) (deepinsight.timer.step.StepHandle method) wait_write_session() (deepinsight.core.dataset_write.StreamingAPI method) wake_me_up (deepinsight.core.dataset.IteratorWithTimeOut attribute) watch_stdin() (in module deepinsight.base.utils) weight_map (deepinsight.doctor.preprocessing_handler.PredictionPreprocessingHandler attribute) weighted_quantile() (in module deepinsight.doctor.prediction.common) with_sample_weights() (deepinsight.doctor.posttraining.model_information_handler.PredictionModelInformationHandler method) writable() (deepinsight.base.java_link.LinkedOutputStream method) write() (deepinsight.base.java_link.LinkedOutputStream method) (deepinsight.core.dataset_write.RemoteStreamWriter method) (deepinsight.core.dtio.PipeToGeneratorThread method) write_dataframe() (deepinsight.core.dataset_write.DatasetWriter method) (deepinsight.core.dataset_write.FakeDatasetWriter method) write_done_traininfo() (in module deepinsight.doctor.utils) write_from_dataframe() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) write_metadata() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method)

write_model_status() (in module deepinsight.doctor.utils) write_preproc_file() (in module deepinsight.doctor.utils) write_row_array() (deepinsight.core.dataset_write.DatasetWriter method) write_row_dict() (deepinsight.core.dataset_write.DatasetWriter method) write_running_traininfo() (in module deepinsight.doctor.utils) write_schema() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) write_schema_from_dataframe() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) write_tuple() (deepinsight.core.dataset_write.DatasetWriter method) write_with_schema() (deepinsight.core.dataset.Dataset method) (deepinsight.Dataset method) writerow() (deepinsight.core.dt_pandas_csv.Python2UTF8Writer method) (deepinsight.core.dt_pandas_csv.Python3UTF8Writer method) (deepinsight.core.dtio.Python2UTF8CSVWriter method) (deepinsight.core.dtio.Python3UTF8CSVWriter method) writerows() (deepinsight.core.dt_pandas_csv.Python2UTF8Writer method) (deepinsight.core.dt_pandas_csv.Python3UTF8Writer method) (deepinsight.core.dtio.Python2UTF8CSVWriter method) (deepinsight.core.dtio.Python3UTF8CSVWriter method) WriteSessionWaiter (class in deepinsight.core.dataset_write)

X

XGBClassification (class in deepinsight.doctor.prediction.classification_fit)

XGBoostRegression (class in deepinsight.doctor.prediction.regression_fit)

Z

ZeroEstimator (class in deepinsight.doctor.prediction.regression_scoring)