Index _ | A | B | C | D | E | G | I | L | M | N | O | P | S | T | V | Z _ __init__() (imputegap.recovery.imputation.BaseImputer method) (imputegap.recovery.imputation.Imputation.DeepLearning.BayOTIDE method) (imputegap.recovery.imputation.Imputation.DeepLearning.BRITS method) (imputegap.recovery.imputation.Imputation.DeepLearning.DeepMVI method) (imputegap.recovery.imputation.Imputation.DeepLearning.GAIN method) (imputegap.recovery.imputation.Imputation.DeepLearning.GRIN method) (imputegap.recovery.imputation.Imputation.DeepLearning.HKMF_T method) (imputegap.recovery.imputation.Imputation.DeepLearning.MissNet method) (imputegap.recovery.imputation.Imputation.DeepLearning.MPIN method) (imputegap.recovery.imputation.Imputation.DeepLearning.MRNN method) (imputegap.recovery.imputation.Imputation.DeepLearning.PRISTI method) (imputegap.recovery.imputation.Imputation.MachineLearning.IIM method) (imputegap.recovery.imputation.Imputation.MachineLearning.MICE method) (imputegap.recovery.imputation.Imputation.MachineLearning.MissForest method) (imputegap.recovery.imputation.Imputation.MachineLearning.XGBOOST method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.CDRec method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.GROUSE method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.IterativeSVD method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.ROSL method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SoftImpute method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SPIRIT method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SVT method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.TRMF method) (imputegap.recovery.imputation.Imputation.PatternSearch.DynaMMo method) (imputegap.recovery.imputation.Imputation.PatternSearch.STMVL method) (imputegap.recovery.imputation.Imputation.PatternSearch.TKCM method) (imputegap.recovery.imputation.Imputation.Statistics.Interpolation method) (imputegap.recovery.imputation.Imputation.Statistics.KNN method) (imputegap.recovery.imputation.Imputation.Statistics.MeanImpute method) (imputegap.recovery.imputation.Imputation.Statistics.MeanImputeBySeries method) (imputegap.recovery.imputation.Imputation.Statistics.MinImpute method) (imputegap.recovery.imputation.Imputation.Statistics.ZeroImpute method) A algorithm (imputegap.recovery.imputation.BaseImputer attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.BayOTIDE attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.BRITS attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.DeepMVI attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.GAIN attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.GRIN attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.HKMF_T attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.MissNet attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.MPIN attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.MRNN attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.PRISTI attribute) (imputegap.recovery.imputation.Imputation.MachineLearning.IIM attribute) (imputegap.recovery.imputation.Imputation.MachineLearning.MICE attribute) (imputegap.recovery.imputation.Imputation.MachineLearning.MissForest attribute) (imputegap.recovery.imputation.Imputation.MachineLearning.XGBOOST attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.CDRec attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.GROUSE attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.IterativeSVD attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.ROSL attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SoftImpute attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SPIRIT attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SVT attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.TRMF attribute) (imputegap.recovery.imputation.Imputation.PatternSearch.DynaMMo attribute) (imputegap.recovery.imputation.Imputation.PatternSearch.STMVL attribute) (imputegap.recovery.imputation.Imputation.PatternSearch.TKCM attribute) (imputegap.recovery.imputation.Imputation.Statistics.Interpolation attribute) (imputegap.recovery.imputation.Imputation.Statistics.KNN attribute) (imputegap.recovery.imputation.Imputation.Statistics.MeanImpute attribute) (imputegap.recovery.imputation.Imputation.Statistics.MeanImputeBySeries attribute) (imputegap.recovery.imputation.Imputation.Statistics.MinImpute attribute) (imputegap.recovery.imputation.Imputation.Statistics.ZeroImpute attribute) average_runs_by_names() (imputegap.recovery.benchmark.Benchmark method), [1] avg_results() (imputegap.recovery.benchmark.Benchmark method), [1] B BaseImputer (class in imputegap.recovery.imputation) BaseOptimizer (class in imputegap.recovery.optimization) Benchmark (class in imputegap.recovery.benchmark), [1] blackout() (imputegap.recovery.manager.TimeSeries.Contamination method) C cdrec() (in module imputegap.algorithms.cdrec) compute_all_metrics() (imputegap.recovery.evaluation.Evaluation method), [1] compute_correlation() (imputegap.recovery.evaluation.Evaluation method), [1] compute_mae() (imputegap.recovery.evaluation.Evaluation method), [1] compute_mi() (imputegap.recovery.evaluation.Evaluation method), [1] compute_rmse() (imputegap.recovery.evaluation.Evaluation method), [1] config_contamination() (in module imputegap.tools.utils) config_impute_algorithm() (in module imputegap.tools.utils) convert_results() (imputegap.recovery.explainer.Explainer method) D disjoint() (imputegap.recovery.manager.TimeSeries.Contamination method) display_title() (in module imputegap.tools.utils) distribution() (imputegap.recovery.manager.TimeSeries.Contamination method) E eval() (imputegap.recovery.benchmark.Benchmark method), [1] evaluate_params() (imputegap.recovery.imputation.Imputation method) Evaluation (class in imputegap.recovery.evaluation), [1] execute_shap_model() (imputegap.recovery.explainer.Explainer method) Explainer (class in imputegap.recovery.explainer) extractor_pycatch() (imputegap.recovery.explainer.Explainer method) extractor_tsfel() (imputegap.recovery.explainer.Explainer method) extractor_tsfresh() (imputegap.recovery.explainer.Explainer method) G gaussian() (imputegap.recovery.manager.TimeSeries.Contamination method) generate_heatmap() (imputegap.recovery.benchmark.Benchmark method), [1] generate_plots() (imputegap.recovery.benchmark.Benchmark method), [1] generate_reports_excel() (imputegap.recovery.benchmark.Benchmark method), [1] generate_reports_txt() (imputegap.recovery.benchmark.Benchmark method), [1] I iim() (in module imputegap.algorithms.iim) import_matrix() (imputegap.recovery.manager.TimeSeries method) Imputation (class in imputegap.recovery.imputation) Imputation.DeepLearning (class in imputegap.recovery.imputation) Imputation.DeepLearning.BayOTIDE (class in imputegap.recovery.imputation) Imputation.DeepLearning.BRITS (class in imputegap.recovery.imputation) Imputation.DeepLearning.DeepMVI (class in imputegap.recovery.imputation) Imputation.DeepLearning.GAIN (class in imputegap.recovery.imputation) Imputation.DeepLearning.GRIN (class in imputegap.recovery.imputation) Imputation.DeepLearning.HKMF_T (class in imputegap.recovery.imputation) Imputation.DeepLearning.MissNet (class in imputegap.recovery.imputation) Imputation.DeepLearning.MPIN (class in imputegap.recovery.imputation) Imputation.DeepLearning.MRNN (class in imputegap.recovery.imputation) Imputation.DeepLearning.PRISTI (class in imputegap.recovery.imputation) Imputation.MachineLearning (class in imputegap.recovery.imputation) Imputation.MachineLearning.IIM (class in imputegap.recovery.imputation) Imputation.MachineLearning.MICE (class in imputegap.recovery.imputation) Imputation.MachineLearning.MissForest (class in imputegap.recovery.imputation) Imputation.MachineLearning.XGBOOST (class in imputegap.recovery.imputation) Imputation.MatrixCompletion (class in imputegap.recovery.imputation) Imputation.MatrixCompletion.CDRec (class in imputegap.recovery.imputation) Imputation.MatrixCompletion.GROUSE (class in imputegap.recovery.imputation) Imputation.MatrixCompletion.IterativeSVD (class in imputegap.recovery.imputation) Imputation.MatrixCompletion.ROSL (class in imputegap.recovery.imputation) Imputation.MatrixCompletion.SoftImpute (class in imputegap.recovery.imputation) Imputation.MatrixCompletion.SPIRIT (class in imputegap.recovery.imputation) Imputation.MatrixCompletion.SVT (class in imputegap.recovery.imputation) Imputation.MatrixCompletion.TRMF (class in imputegap.recovery.imputation) Imputation.PatternSearch (class in imputegap.recovery.imputation) Imputation.PatternSearch.DynaMMo (class in imputegap.recovery.imputation) Imputation.PatternSearch.STMVL (class in imputegap.recovery.imputation) Imputation.PatternSearch.TKCM (class in imputegap.recovery.imputation) Imputation.Statistics (class in imputegap.recovery.imputation) Imputation.Statistics.Interpolation (class in imputegap.recovery.imputation) Imputation.Statistics.KNN (class in imputegap.recovery.imputation) Imputation.Statistics.MeanImpute (class in imputegap.recovery.imputation) Imputation.Statistics.MeanImputeBySeries (class in imputegap.recovery.imputation) Imputation.Statistics.MinImpute (class in imputegap.recovery.imputation) Imputation.Statistics.ZeroImpute (class in imputegap.recovery.imputation) impute() (imputegap.recovery.imputation.BaseImputer method) (imputegap.recovery.imputation.Imputation.DeepLearning.BayOTIDE method) (imputegap.recovery.imputation.Imputation.DeepLearning.BRITS method) (imputegap.recovery.imputation.Imputation.DeepLearning.DeepMVI method) (imputegap.recovery.imputation.Imputation.DeepLearning.GAIN method) (imputegap.recovery.imputation.Imputation.DeepLearning.GRIN method) (imputegap.recovery.imputation.Imputation.DeepLearning.HKMF_T method) (imputegap.recovery.imputation.Imputation.DeepLearning.MissNet method) (imputegap.recovery.imputation.Imputation.DeepLearning.MPIN method) (imputegap.recovery.imputation.Imputation.DeepLearning.MRNN method) (imputegap.recovery.imputation.Imputation.DeepLearning.PRISTI method) (imputegap.recovery.imputation.Imputation.MachineLearning.IIM method) (imputegap.recovery.imputation.Imputation.MachineLearning.MICE method) (imputegap.recovery.imputation.Imputation.MachineLearning.MissForest method) (imputegap.recovery.imputation.Imputation.MachineLearning.XGBOOST method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.CDRec method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.GROUSE method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.IterativeSVD method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.ROSL method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SoftImpute method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SPIRIT method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SVT method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.TRMF method) (imputegap.recovery.imputation.Imputation.PatternSearch.DynaMMo method) (imputegap.recovery.imputation.Imputation.PatternSearch.STMVL method) (imputegap.recovery.imputation.Imputation.PatternSearch.TKCM method) (imputegap.recovery.imputation.Imputation.Statistics.Interpolation method) (imputegap.recovery.imputation.Imputation.Statistics.KNN method) (imputegap.recovery.imputation.Imputation.Statistics.MeanImpute method) (imputegap.recovery.imputation.Imputation.Statistics.MeanImputeBySeries method) (imputegap.recovery.imputation.Imputation.Statistics.MinImpute method) (imputegap.recovery.imputation.Imputation.Statistics.ZeroImpute method) imputegap module imputegap.algorithms module, [1] imputegap.algorithms.cdrec module, [1] imputegap.algorithms.iim module, [1] imputegap.algorithms.mean_impute module, [1] imputegap.algorithms.min_impute module, [1] imputegap.algorithms.mrnn module, [1] imputegap.algorithms.stmvl module, [1] imputegap.algorithms.zero_impute module, [1] imputegap.recovery.benchmark module, [1], [2], [3] imputegap.recovery.evaluation module, [1], [2] imputegap.recovery.explainer module, [1] imputegap.recovery.imputation module, [1] imputegap.recovery.manager module, [1] imputegap.recovery.optimization module, [1] imputegap.tools module, [1], [2], [3] imputegap.tools.algorithm_parameters module, [1] imputegap.tools.utils module, [1] imputegap.wrapper module, [1] L load_configuration() (imputegap.recovery.explainer.Explainer method) load_parameters() (in module imputegap.tools.utils) load_series() (imputegap.recovery.manager.TimeSeries method) load_share_lib() (in module imputegap.tools.utils) logs (imputegap.recovery.imputation.BaseImputer attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.BayOTIDE attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.BRITS attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.DeepMVI attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.GAIN attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.GRIN attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.HKMF_T attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.MissNet attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.MPIN attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.MRNN attribute) (imputegap.recovery.imputation.Imputation.DeepLearning.PRISTI attribute) (imputegap.recovery.imputation.Imputation.MachineLearning.IIM attribute) (imputegap.recovery.imputation.Imputation.MachineLearning.MICE attribute) (imputegap.recovery.imputation.Imputation.MachineLearning.MissForest attribute) (imputegap.recovery.imputation.Imputation.MachineLearning.XGBOOST attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.CDRec attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.GROUSE attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.IterativeSVD attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.ROSL attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SoftImpute attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SPIRIT attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SVT attribute) (imputegap.recovery.imputation.Imputation.MatrixCompletion.TRMF attribute) (imputegap.recovery.imputation.Imputation.PatternSearch.DynaMMo attribute) (imputegap.recovery.imputation.Imputation.PatternSearch.STMVL attribute) (imputegap.recovery.imputation.Imputation.PatternSearch.TKCM attribute) (imputegap.recovery.imputation.Imputation.Statistics.Interpolation attribute) (imputegap.recovery.imputation.Imputation.Statistics.KNN attribute) (imputegap.recovery.imputation.Imputation.Statistics.MeanImpute attribute) (imputegap.recovery.imputation.Imputation.Statistics.MeanImputeBySeries attribute) (imputegap.recovery.imputation.Imputation.Statistics.MinImpute attribute) (imputegap.recovery.imputation.Imputation.Statistics.ZeroImpute attribute) M mcar() (imputegap.recovery.manager.TimeSeries.Contamination method) mean_impute() (in module imputegap.algorithms.mean_impute) min_impute() (in module imputegap.algorithms.min_impute) missing_percentage() (imputegap.recovery.manager.TimeSeries.Contamination method) missing_percentage_at_random() (imputegap.recovery.manager.TimeSeries.Contamination method) module imputegap imputegap.algorithms, [1] imputegap.algorithms.cdrec, [1] imputegap.algorithms.iim, [1] imputegap.algorithms.mean_impute, [1] imputegap.algorithms.min_impute, [1] imputegap.algorithms.mrnn, [1] imputegap.algorithms.stmvl, [1] imputegap.algorithms.zero_impute, [1] imputegap.recovery.benchmark, [1], [2], [3] imputegap.recovery.evaluation, [1], [2] imputegap.recovery.explainer, [1] imputegap.recovery.imputation, [1] imputegap.recovery.manager, [1] imputegap.recovery.optimization, [1] imputegap.tools, [1], [2], [3] imputegap.tools.algorithm_parameters, [1] imputegap.tools.utils, [1] imputegap.wrapper, [1] mrnn() (in module imputegap.algorithms.mrnn) N native_cdrec() (in module imputegap.algorithms.cdrec) native_stmvl() (in module imputegap.algorithms.stmvl) normalize() (imputegap.recovery.manager.TimeSeries method) O Optimization (class in imputegap.recovery.optimization) Optimization.Bayesian (class in imputegap.recovery.optimization) Optimization.Greedy (class in imputegap.recovery.optimization) Optimization.ParticleSwarm (class in imputegap.recovery.optimization) Optimization.RayTune (class in imputegap.recovery.optimization) Optimization.SuccessiveHalving (class in imputegap.recovery.optimization) optimize() (imputegap.recovery.optimization.BaseOptimizer method) (imputegap.recovery.optimization.Optimization.Bayesian method) (imputegap.recovery.optimization.Optimization.Greedy method) (imputegap.recovery.optimization.Optimization.ParticleSwarm method) (imputegap.recovery.optimization.Optimization.RayTune method) (imputegap.recovery.optimization.Optimization.SuccessiveHalving method) overlap() (imputegap.recovery.manager.TimeSeries.Contamination method) P plot() (imputegap.recovery.manager.TimeSeries method) print() (imputegap.recovery.explainer.Explainer method) (imputegap.recovery.manager.TimeSeries method) print_results() (imputegap.recovery.manager.TimeSeries method) S save_optimization() (in module imputegap.tools.utils) score() (imputegap.recovery.imputation.BaseImputer method) (imputegap.recovery.imputation.Imputation.DeepLearning.BayOTIDE method) (imputegap.recovery.imputation.Imputation.DeepLearning.BRITS method) (imputegap.recovery.imputation.Imputation.DeepLearning.DeepMVI method) (imputegap.recovery.imputation.Imputation.DeepLearning.GAIN method) (imputegap.recovery.imputation.Imputation.DeepLearning.GRIN method) (imputegap.recovery.imputation.Imputation.DeepLearning.HKMF_T method) (imputegap.recovery.imputation.Imputation.DeepLearning.MissNet method) (imputegap.recovery.imputation.Imputation.DeepLearning.MPIN method) (imputegap.recovery.imputation.Imputation.DeepLearning.MRNN method) (imputegap.recovery.imputation.Imputation.DeepLearning.PRISTI method) (imputegap.recovery.imputation.Imputation.MachineLearning.IIM method) (imputegap.recovery.imputation.Imputation.MachineLearning.MICE method) (imputegap.recovery.imputation.Imputation.MachineLearning.MissForest method) (imputegap.recovery.imputation.Imputation.MachineLearning.XGBOOST method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.CDRec method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.GROUSE method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.IterativeSVD method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.ROSL method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SoftImpute method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SPIRIT method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.SVT method) (imputegap.recovery.imputation.Imputation.MatrixCompletion.TRMF method) (imputegap.recovery.imputation.Imputation.PatternSearch.DynaMMo method) (imputegap.recovery.imputation.Imputation.PatternSearch.STMVL method) (imputegap.recovery.imputation.Imputation.PatternSearch.TKCM method) (imputegap.recovery.imputation.Imputation.Statistics.Interpolation method) (imputegap.recovery.imputation.Imputation.Statistics.KNN method) (imputegap.recovery.imputation.Imputation.Statistics.MeanImpute method) (imputegap.recovery.imputation.Imputation.Statistics.MeanImputeBySeries method) (imputegap.recovery.imputation.Imputation.Statistics.MinImpute method) (imputegap.recovery.imputation.Imputation.Statistics.ZeroImpute method) search_path() (in module imputegap.tools.utils) shap_explainer() (imputegap.recovery.explainer.Explainer method) stmvl() (in module imputegap.algorithms.stmvl) T TimeSeries (class in imputegap.recovery.manager) TimeSeries.Contamination (class in imputegap.recovery.manager) V verification_limitation() (in module imputegap.tools.utils) Z zero_impute() (in module imputegap.algorithms.zero_impute)