Index

_

_ARIMAAdapter (class in etna.models.statsforecast) _AutoARIMAAdapter (class in etna.models.autoarima) (class in etna.models.statsforecast) _AutoCESAdapter (class in etna.models.statsforecast) _AutoETSAdapter (class in etna.models.statsforecast) _AutoThetaAdapter (class in etna.models.statsforecast) _Callback (class in etna.auto.auto) _CatBoostAdapter (class in etna.models.catboost) _create_holidays_df() (in module etna.analysis.eda.utils) _create_holidays_df_dataframe() (in module etna.analysis.eda.utils) _create_holidays_df_str() (in module etna.analysis.eda.utils) _create_or_update() (in module etna.models.nn.nbeats.utils) _cross_correlation() (in module etna.analysis.eda.plots) _DeepCopyMixin (class in etna.models.nn.utils) _DummyMetric (class in etna.pipeline.base) _estimate_n_folds() (in module etna.commands.utils) _get_borders_ts() (in module etna.analysis.utils) _get_existing_quantiles() (in module etna.analysis.forecast.utils) _get_fictitious_relevances() (in module etna.analysis.feature_relevance.utils) _get_labels_names() (in module etna.analysis.decomposition.utils) _get_optional_value() (in module etna.settings) _get_seasonal_cycle_name() (in module etna.analysis.decomposition.utils) _get_seasonal_in_cycle_name() (in module etna.analysis.decomposition.utils) _get_seasonal_in_cycle_num() (in module etna.analysis.decomposition.utils) _HoltWintersAdapter (class in etna.models.holt_winters) _Initializer (class in etna.auto.auto) _is_auto_available() (in module etna.settings) _is_classification_available() (in module etna.settings) _is_prophet_available() (in module etna.settings) _is_statsforecast_available() (in module etna.settings) _is_torch_available() (in module etna.settings) _is_wandb_available() (in module etna.settings) _LabelEncoder (class in etna.transforms.encoders.categorical)

_LinearAdapter (class in etna.models.linear) _Logger (class in etna.loggers.base) _max_n_folds_backtest() (in module etna.commands.utils) _max_n_folds_forecast() (in module etna.commands.utils) _module_available() (in module etna.settings) _OneSegmentChangePointsLevelTransform (class in etna.transforms.decomposition.change_points_based.level) _OneSegmentChangePointsSegmentationTransform (class in etna.transforms.decomposition.change_points_based.segmentation) _OneSegmentChangePointsTransform (class in etna.transforms.decomposition.change_points_based.base) _OneSegmentChangePointsTrendTransform (class in etna.transforms.decomposition.change_points_based.detrend) _OneSegmentDeseasonalityTransform (class in etna.transforms.decomposition.deseasonal) _OneSegmentLinearTrendBaseTransform (class in etna.transforms.decomposition.detrend) _OneSegmentResampleWithDistributionTransform (class in etna.transforms.missing_values.resample) _OneSegmentSpecialDaysTransform (class in etna.transforms.timestamp.special_days) _OneSegmentSTLTransform (class in etna.transforms.decomposition.stl) _OneSegmentTrendTransform (class in etna.transforms.decomposition.change_points_based.trend) _prepare_axes() (in module etna.analysis.utils) _prepare_df() (in module etna.analysis.feature_relevance.relevance_table) _prepare_forecast_results() (in module etna.analysis.forecast.utils) _prepare_seasonal_plot_df() (in module etna.analysis.decomposition.utils) _ProphetAdapter (class in etna.models.prophet) _QuantileMetricMixin (class in etna.metrics.intervals_metrics) _resample() (in module etna.analysis.decomposition.utils) _SARIMAXAdapter (class in etna.models.sarimax) _SARIMAXBaseAdapter (class in etna.models.sarimax) _seasonal_split() (in module etna.analysis.decomposition.utils) _select_quantiles() (in module etna.analysis.forecast.utils) _select_segments_subset() (in module etna.analysis.outliers.prediction_interval_outliers) _SingleDifferencingTransform (class in etna.transforms.math.differencing) _SklearnAdapter (class in etna.models.sklearn) _StatsForecastBaseAdapter (class in etna.models.statsforecast) _TBATSAdapter (class in etna.models.tbats) _TorchDataset (class in etna.datasets.utils) _validate_intersecting_segments() (in module etna.analysis.forecast.utils)

A

absolute_difference_distance() (in module etna.analysis.outliers.density_outliers) AbstractMetric (class in etna.metrics.base) AbstractModel (class in etna.models.base) AbstractPipeline (class in etna.pipeline.base) AbstractRunner (class in etna.auto.runner.base) acf_plot() (in module etna.analysis.eda.plots) add() (_Logger method) add_columns_from_pandas() (TSDataset method) add_target_components() (TSDataset method) AddConstTransform (class in etna.transforms.math.add_constant)

adjust_estimation() (in module etna.analysis.outliers.hist_outliers) after_trial() (ConfigSampler method) aggregate() (BaseReconciliator method) aggregate_metrics_df() (in module etna.metrics.utils) AggregationMode (class in etna.analysis.feature_selection.mrmr_selection) assemble_pipelines() (in module etna.pipeline.assembling_pipelines) Auto (class in etna.auto.auto) AutoAbstract (class in etna.auto.auto) AutoARIMAModel (class in etna.models.autoarima) AutoBase (class in etna.auto.auto) AutoRegressivePipeline (class in etna.pipeline.autoregressive_pipeline)

B

backtest() (AbstractPipeline method) (BasePipeline method) (in module etna.commands.backtest_command) BaseAdapter (class in etna.models.base) BaseChangePointsModelAdapter (class in etna.transforms.decomposition.change_points_based.change_points_models.base) BaseChangePointsTransform (class in etna.transforms.decomposition.change_points_based.base) BaseDistribution (class in etna.distributions.distributions) BaseFeatureSelectionTransform (class in etna.transforms.feature_selection.base) BaseFileLogger (class in etna.loggers.file_logger) BaseGaleShapley (class in etna.transforms.feature_selection.gale_shapley) BaseLogger (class in etna.loggers.base)

BasePipeline (class in etna.pipeline.base) BaseReconciliator (class in etna.reconciliation.base) BATSModel (class in etna.models.tbats) BottomUpReconciliator (class in etna.reconciliation.bottom_up) box (MetricPlotType attribute) BoxCoxTransform (class in etna.transforms.math.power) break_match() (GaleShapleyMatcher static method) build_clustering_algo() (HierarchicalClustering method) build_distance_matrix() (DTWClustering method) (EuclideanClustering method) (HierarchicalClustering method)

C

calc_day_number_in_month() (in module etna.transforms.timestamp.special_days) calc_day_number_in_week() (in module etna.transforms.timestamp.special_days) CatBoostMultiSegmentModel (class in etna.models.catboost) CatBoostPerSegmentModel (class in etna.models.catboost) CategoricalDistribution (class in etna.distributions.distributions) ChangePointsLevelTransform (class in etna.transforms.decomposition.change_points_based.level) ChangePointsSegmentationTransform (class in etna.transforms.decomposition.change_points_based.segmentation) ChangePointsTrendTransform (class in etna.transforms.decomposition.change_points_based.detrend) check_new_segments() (in module etna.transforms.utils) check_segment() (FeatureGaleShapley method) choices (CategoricalDistribution attribute) Clustering (class in etna.clustering.base) ClusteringLinkageMode (class in etna.clustering.hierarchical.base) columns (TSDataset property) ComponentsMode (class in etna.analysis.forecast.plots) CompositeSSM (class in etna.models.nn.deepstate.state_space_model) compute_f() (in module etna.analysis.outliers.hist_outliers) compute_horizon() (in module etna.commands.forecast_command) compute_metrics() (in module etna.metrics.utils) config_hash() (in module etna.auto.utils) ConfigFileFinder (class in etna.settings)

ConfigSampler (class in etna.auto.optuna.config_sampler) configure_optimizers() (DeepStateNet method) (MLPNet method) (NBeatsBaseNet method) (PatchTSNet method) (RNNNet method) ConsoleLogger (class in etna.loggers.console_logger) ConstantPerIntervalModel (class in etna.transforms.decomposition.change_points_based.per_interval_models.constant) context_size (AbstractModel property) (DeadlineMovingAverageModel property) (DeepARModel property) (DeepBaseModel property) (NonPredictionIntervalContextIgnorantAbstractModel property) (PredictionIntervalContextIgnorantAbstractModel property) (SeasonalMovingAverageModel property) (TFTModel property) Coverage (class in etna.metrics.intervals_metrics) create_inference_dataset() (PytorchForecastingDatasetBuilder method) create_train_dataset() (PytorchForecastingDatasetBuilder method) create_ts_by_column() (in module etna.analysis.outliers.prediction_interval_outliers) cross_corr_plot() (in module etna.analysis.eda.plots) CrossValidationMode (class in etna.pipeline.base)

D

DataFrameFormat (class in etna.datasets.utils) DateFlagsTransform (class in etna.transforms.timestamp.date_flags) DaylySeasonalitySSM (class in etna.models.nn.deepstate.state_space_model) DeadlineMovingAverageModel (class in etna.models.deadline_ma) DeepAbstractNet (class in etna.models.base) DeepARModel (class in etna.models.nn.deepar) DeepBaseAbstractModel (class in etna.models.base) DeepBaseModel (class in etna.models.base) DeepBaseNet (class in etna.models.base) DeepStateBatch (class in etna.models.nn.deepstate.deepstate) DeepStateModel (class in etna.models.nn.deepstate.deepstate) DeepStateNet (class in etna.models.nn.deepstate.deepstate) DensityOutliersTransform (class in etna.transforms.outliers.point_outliers) describe() (TSDataset method) DeseasonalityTransform (class in etna.transforms.decomposition.deseasonal) DeseasonalModel (class in etna.transforms.decomposition.deseasonal) detect_outliers() (DensityOutliersTransform method) (MedianOutliersTransform method) (OutliersTransform method) (PredictionIntervalOutliersTransform method)

determine_freq() (in module etna.models.utils) determine_num_steps() (in module etna.models.utils) DifferencingTransform (class in etna.transforms.math.differencing) DirectEnsemble (class in etna.ensembles.direct_ensemble) disable() (_Logger method) Distance (class in etna.clustering.distances.base) DistanceMatrix (class in etna.clustering.distances.distance_matrix) distribution_plot() (in module etna.analysis.eda.plots) drop_features() (TSDataset method) drop_target_components() (TSDataset method) DTWClustering (class in etna.clustering.hierarchical.dtw_clustering) DTWDistance (class in etna.clustering.distances.dtw_distance) dummy() (in module etna.metrics.intervals_metrics) duplicate_data() (in module etna.datasets.utils)

E

ElasticMultiSegmentModel (class in etna.models.linear) ElasticPerSegmentModel (class in etna.models.linear) emission_coeff() (CompositeSSM method) (LevelSSM method) (SeasonalitySSM method) (SSM method) EnsembleMixin (class in etna.ensembles.mixins) estimate_max_n_folds() (in module etna.commands.utils) etna.analysis module etna.analysis.decomposition module etna.analysis.decomposition.plots module etna.analysis.decomposition.search module etna.analysis.decomposition.utils module etna.analysis.eda module etna.analysis.eda.plots module etna.analysis.eda.utils module etna.analysis.feature_relevance module etna.analysis.feature_relevance.plots module etna.analysis.feature_relevance.relevance module etna.analysis.feature_relevance.relevance_table module etna.analysis.feature_relevance.utils module etna.analysis.feature_selection module etna.analysis.feature_selection.mrmr_selection module etna.analysis.forecast module etna.analysis.forecast.plots module etna.analysis.forecast.utils module etna.analysis.outliers module etna.analysis.outliers.density_outliers module etna.analysis.outliers.hist_outliers module etna.analysis.outliers.median_outliers module etna.analysis.outliers.plots module etna.analysis.outliers.prediction_interval_outliers module etna.analysis.utils module etna.auto module etna.auto.auto module etna.auto.optuna module etna.auto.optuna.config_sampler module etna.auto.optuna.wrapper module etna.auto.pool module etna.auto.pool.generator module etna.auto.pool.templates module etna.auto.pool.utils module etna.auto.runner module etna.auto.runner.base module etna.auto.runner.local module etna.auto.runner.utils module etna.auto.utils module etna.clustering module etna.clustering.base module etna.clustering.distances module etna.clustering.distances.base module etna.clustering.distances.distance_matrix module etna.clustering.distances.dtw_distance module etna.clustering.distances.euclidean_distance module etna.clustering.hierarchical module etna.clustering.hierarchical.base module etna.clustering.hierarchical.dtw_clustering module etna.clustering.hierarchical.euclidean_clustering module etna.commands module etna.commands.backtest_command module etna.commands.forecast_command module etna.commands.resolvers module etna.commands.utils module etna.datasets module etna.datasets.datasets_generation module etna.datasets.hierarchical_structure module etna.datasets.tsdataset module etna.datasets.utils module etna.distributions module etna.distributions.distributions module etna.ensembles module etna.ensembles.direct_ensemble module etna.ensembles.mixins module etna.ensembles.stacking_ensemble module etna.ensembles.voting_ensemble module etna.loggers module etna.loggers.base module etna.loggers.console_logger module etna.loggers.file_logger module etna.loggers.wandb_logger module etna.metrics module etna.metrics.base module etna.metrics.functional_metrics module etna.metrics.intervals_metrics module etna.metrics.metrics module etna.metrics.utils module etna.models module etna.models.autoarima module etna.models.base module etna.models.catboost module etna.models.deadline_ma module etna.models.decorators module etna.models.holt_winters module etna.models.linear module etna.models.mixins module etna.models.moving_average module

etna.models.naive module etna.models.nn module etna.models.nn.deepar module etna.models.nn.deepstate module etna.models.nn.deepstate.deepstate module etna.models.nn.deepstate.linear_dynamic_system module etna.models.nn.deepstate.state_space_model module etna.models.nn.mlp module etna.models.nn.nbeats module etna.models.nn.nbeats.blocks module etna.models.nn.nbeats.metrics module etna.models.nn.nbeats.nbeats module etna.models.nn.nbeats.nets module etna.models.nn.nbeats.utils module etna.models.nn.patchts module etna.models.nn.rnn module etna.models.nn.tft module etna.models.nn.utils module etna.models.prophet module etna.models.sarimax module etna.models.seasonal_ma module etna.models.sklearn module etna.models.statsforecast module etna.models.tbats module etna.models.utils module etna.pipeline module etna.pipeline.assembling_pipelines module etna.pipeline.autoregressive_pipeline module etna.pipeline.base module etna.pipeline.hierarchical_pipeline module etna.pipeline.mixins module etna.pipeline.pipeline module etna.reconciliation module etna.reconciliation.base module etna.reconciliation.bottom_up module etna.reconciliation.top_down module etna.settings module etna.transforms module etna.transforms.base module etna.transforms.decomposition module etna.transforms.decomposition.change_points_based module etna.transforms.decomposition.change_points_based.base module etna.transforms.decomposition.change_points_based.change_points_models module etna.transforms.decomposition.change_points_based.change_points_models.base module etna.transforms.decomposition.change_points_based.change_points_models.ruptures_based module etna.transforms.decomposition.change_points_based.detrend module etna.transforms.decomposition.change_points_based.level module etna.transforms.decomposition.change_points_based.per_interval_models module etna.transforms.decomposition.change_points_based.per_interval_models.base module etna.transforms.decomposition.change_points_based.per_interval_models.constant module etna.transforms.decomposition.change_points_based.per_interval_models.sklearn_based module etna.transforms.decomposition.change_points_based.per_interval_models.statistics_based module etna.transforms.decomposition.change_points_based.segmentation module etna.transforms.decomposition.change_points_based.trend module etna.transforms.decomposition.deseasonal module etna.transforms.decomposition.detrend module etna.transforms.decomposition.stl module etna.transforms.encoders module etna.transforms.encoders.categorical module etna.transforms.encoders.mean_segment_encoder module etna.transforms.encoders.segment_encoder module etna.transforms.feature_selection module etna.transforms.feature_selection.base module etna.transforms.feature_selection.feature_importance module etna.transforms.feature_selection.filter module etna.transforms.feature_selection.gale_shapley module etna.transforms.math module etna.transforms.math.add_constant module etna.transforms.math.apply_lambda module etna.transforms.math.differencing module etna.transforms.math.lags module etna.transforms.math.log module etna.transforms.math.power module etna.transforms.math.scalers module etna.transforms.math.sklearn module etna.transforms.math.statistics module etna.transforms.missing_values module etna.transforms.missing_values.imputation module etna.transforms.missing_values.resample module etna.transforms.outliers module etna.transforms.outliers.base module etna.transforms.outliers.point_outliers module etna.transforms.timestamp module etna.transforms.timestamp.date_flags module etna.transforms.timestamp.fourier module etna.transforms.timestamp.holiday module etna.transforms.timestamp.special_days module etna.transforms.timestamp.time_flags module etna.transforms.utils module EuclideanClustering (class in etna.clustering.hierarchical.euclidean_clustering) EuclideanDistance (class in etna.clustering.distances.euclidean_distance) ExogShiftTransform (class in etna.transforms.math.lags) experiment (WandbLogger property)

F

FeatureGaleShapley (class in etna.transforms.feature_selection.gale_shapley) fill_template() (in module etna.auto.pool.utils) filter_forecast() (in module etna.commands.forecast_command) FilterFeaturesTransform (class in etna.transforms.feature_selection.filter) find_change_points() (in module etna.analysis.decomposition.search) finish_experiment() (_Logger method) (BaseLogger method) (WandbLogger method) first (SeasonalPlotAlignment attribute) fit() (_CatBoostAdapter method) (_HoltWintersAdapter method) (_OneSegmentChangePointsTransform method) (_OneSegmentDeseasonalityTransform method) (_OneSegmentLinearTrendBaseTransform method) (_OneSegmentResampleWithDistributionTransform method) (_OneSegmentSpecialDaysTransform method) (_OneSegmentSTLTransform method) (_ProphetAdapter method) (_SARIMAXBaseAdapter method) (_SingleDifferencingTransform method) (_SklearnAdapter method) (_StatsForecastBaseAdapter method) (AbstractModel method) (AbstractPipeline method) (AddConstTransform method) (Auto method) (AutoAbstract method) (AutoRegressivePipeline method) (BaseReconciliator method) (BottomUpReconciliator method) (ConstantPerIntervalModel method) (DeadlineMovingAverageModel method) (DeepBaseModel method) (DifferencingTransform method) (DirectEnsemble method) (DistanceMatrix method) (ExogShiftTransform method) (HierarchicalPipeline method) (LabelEncoderTransform method) (LambdaTransform method) (LogTransform method) (MultiSegmentModelMixin method) (OneHotEncoderTransform method) (OneSegmentTransform method) (PerIntervalModel method) (PerSegmentModelMixin method) (Pipeline method) (PytorchForecastingMixin method) (ResampleWithDistributionTransform method) (SeasonalMovingAverageModel method) (SklearnPreprocessingPerIntervalModel method) (SklearnRegressionPerIntervalModel method) (SklearnTransform method) (StackingEnsemble method) (StatisticsPerIntervalModel method) (TopDownReconciliator method) (Transform method) (Tune method) (VotingEnsemble method) (WindowStatisticsTransform method)

fit_predict() (Clustering method) (DistanceMatrix method) (HierarchicalClustering method) fit_transform() (_OneSegmentLinearTrendBaseTransform method) (OneSegmentTransform method) (Transform method) (TSDataset method) FloatDistribution (class in etna.distributions.distributions) FoldMask (class in etna.pipeline.base) FoldParallelGroup (class in etna.pipeline.base) forecast() (_SARIMAXBaseAdapter method) (_StatsForecastBaseAdapter method) (AbstractPipeline method) (BasePipeline method) (DeadlineMovingAverageModel method) (DeepARModel method) (DeepBaseModel method) (HierarchicalPipeline method) (in module etna.commands.forecast_command) (NonPredictionIntervalContextIgnorantAbstractModel method) (NonPredictionIntervalContextIgnorantModelMixin method) (NonPredictionIntervalContextRequiredAbstractModel method) (NonPredictionIntervalContextRequiredModelMixin method) (Pipeline method) (PredictionIntervalContextIgnorantAbstractModel method) (PredictionIntervalContextIgnorantModelMixin method) (PredictionIntervalContextRequiredAbstractModel method) (PredictionIntervalContextRequiredModelMixin method) (SeasonalMovingAverageModel method) (TFTModel method) forecast_components() (_CatBoostAdapter method) (_HoltWintersAdapter method) (_SARIMAXBaseAdapter method) (_StatsForecastBaseAdapter method) (_TBATSAdapter method) forward() (DeepStateNet method) (GenericBasis method) (MLPNet method) (NBeats method) (NBeatsBaseNet method) (NBeatsBlock method) (NBeatsMAE method) (NBeatsMAPE method) (NBeatsMSE method) (NBeatsSMAPE method) (PatchTSNet method) (PositionalEncoding method) (RNNNet method) (SeasonalityBasis method) (TrendBasis method) FourierTransform (class in etna.transforms.timestamp.fourier) FutureMixin (class in etna.transforms.base)

G

GaleShapleyFeatureSelectionTransform (class in etna.transforms.feature_selection.gale_shapley) GaleShapleyMatcher (class in etna.transforms.feature_selection.gale_shapley) generate() (PoolGenerator method) generate_ar_df() (in module etna.datasets.datasets_generation) generate_const_df() (in module etna.datasets.datasets_generation) generate_datetime_index() (CompositeSSM method) (LevelSSM method) (SeasonalitySSM method) (SSM method) generate_from_patterns_df() (in module etna.datasets.datasets_generation) generate_hierarchical_df() (in module etna.datasets.datasets_generation) generate_periodic_df() (in module etna.datasets.datasets_generation) generate_possible_local_files() (ConfigFileFinder method) GenericBasis (class in etna.models.nn.nbeats.blocks) get_anomalies_density() (in module etna.analysis.outliers.density_outliers) get_anomalies_hist() (in module etna.analysis.outliers.hist_outliers) get_anomalies_median() (in module etna.analysis.outliers.median_outliers) get_anomalies_prediction_interval() (in module etna.analysis.outliers.prediction_interval_outliers) get_average() (Distance method) get_centroids() (Clustering method) (HierarchicalClustering method) get_change_points() (BaseChangePointsModelAdapter method) (RupturesChangePointsModel method) get_change_points_intervals() (BaseChangePointsModelAdapter method) get_config_by_hash() (ConfigSampler method) get_correlation_matrix() (in module etna.analysis.eda.utils) get_function() (MetricPlotType method) (PerFoldAggregation method) (SeasonalPlotAggregation method) get_level_dataframe() (in module etna.datasets.utils) get_level_dataset() (TSDataset method) get_level_depth() (HierarchicalStructure method) get_level_segments() (HierarchicalStructure method) get_model() (_CatBoostAdapter method) (_HoltWintersAdapter method) (_ProphetAdapter method) (_SARIMAXBaseAdapter method) (_SklearnAdapter method) (_StatsForecastBaseAdapter method) (_TBATSAdapter method) (AbstractModel method) (BaseAdapter method) (DeadlineMovingAverageModel method) (DeepARModel method) (DeepBaseAbstractModel method) (DeepBaseModel method) (MultiSegmentModelMixin method) (PerSegmentModelMixin method) (SeasonalMovingAverageModel method) (TFTModel method) get_model_relevance_table() (in module etna.analysis.feature_relevance.relevance_table) get_next_candidate() (SegmentGaleShapley method) get_regressors_info() (_SingleDifferencingTransform method) (AddConstTransform method) (BaseFeatureSelectionTransform method) (DateFlagsTransform method) (DeseasonalityTransform method) (DifferencingTransform method) (ExogShiftTransform method) (FilterFeaturesTransform method) (FourierTransform method) (HolidayTransform method) (IrreversibleChangePointsTransform method) (LabelEncoderTransform method) (LagTransform method) (LambdaTransform method) (LinearTrendTransform method) (LogTransform method) (MeanSegmentEncoderTransform method) (OneHotEncoderTransform method) (OutliersTransform method) (ResampleWithDistributionTransform method) (ReversibleChangePointsTransform method) (SegmentEncoderTransform method) (SklearnTransform method) (SpecialDaysTransform method) (STLTransform method) (TheilSenTrendTransform method) (TimeFlagsTransform method) (TimeSeriesImputerTransform method) (Transform method) (WindowStatisticsTransform method)

get_residuals() (in module etna.analysis.forecast.utils) get_segment_density_outliers_indices() (in module etna.analysis.outliers.density_outliers) get_segment_level() (HierarchicalStructure method) get_statistics_relevance_table() (in module etna.analysis.feature_relevance.relevance_table) get_summing_matrix() (HierarchicalStructure method) get_target_components() (TSDataset method) get_target_with_quantiles() (in module etna.datasets.utils) get_timestamp_transform() (DaylySeasonalitySSM method) (WeeklySeasonalitySSM method) (YearlySeasonalitySSM method) GETBOOL_ACTIONS (MergedConfigParser attribute) greater_is_better (_DummyMetric property) (AbstractMetric property) (Coverage property) (MAE property) (MAPE property) (MaxDeviation property) (MedAE property) (MSE property) (MSLE property) (R2 property) (RMSE property) (Sign property) (SMAPE property) (WAPE property) (Width property)

H

has_hierarchy() (TSDataset method) head() (TSDataset method) HierarchicalClustering (class in etna.clustering.hierarchical.base) HierarchicalPipeline (class in etna.pipeline.hierarchical_pipeline) HierarchicalStructure (class in etna.datasets.hierarchical_structure) high (FloatDistribution attribute) (IntDistribution attribute)

hist (MetricPlotType attribute) hist() (in module etna.analysis.outliers.hist_outliers) HolidayTransform (class in etna.transforms.timestamp.holiday) HoltModel (class in etna.models.holt_winters) HoltWintersModel (class in etna.models.holt_winters)

I

ImputerMode (class in etna.transforms.encoders.categorical) (class in etna.transforms.missing_values.imputation) index (TSDataset property) infer_relative_search_space() (ConfigSampler method) info() (TSDataset method) innovation_coeff() (CompositeSSM method) (LevelSSM method) (SSM method) IntDistribution (class in etna.distributions.distributions) inverse() (SklearnPreprocessingPerIntervalModel method) inverse_transform() (_OneSegmentChangePointsTransform method) (_OneSegmentDeseasonalityTransform method) (_OneSegmentLinearTrendBaseTransform method) (_OneSegmentResampleWithDistributionTransform method) (_OneSegmentSpecialDaysTransform method) (_OneSegmentSTLTransform method) (IrreversibleTransform method) (OneSegmentTransform method) (ReversibleTransform method) (Transform method) (TSDataset method)

inverse_transform_target_components() (in module etna.datasets.utils) IrreversibleChangePointsTransform (class in etna.transforms.decomposition.change_points_based.base) IrreversiblePerSegmentWrapper (class in etna.transforms.base) IrreversibleTransform (class in etna.transforms.base) isnull() (TSDataset method)

K

kalman_filter() (LDS method)

kalman_filter_step() (LDS method)

L

LabelEncoderTransform (class in etna.transforms.encoders.categorical) LagTransform (class in etna.transforms.math.lags) LambdaTransform (class in etna.transforms.math.apply_lambda) last (SeasonalPlotAlignment attribute) latent_dim() (CompositeSSM method) (LevelSSM method) (LevelTrendSSM method) (SeasonalitySSM method) (SSM method) LDS (class in etna.models.nn.deepstate.linear_dynamic_system) level_names() (TSDataset method) LevelSSM (class in etna.models.nn.deepstate.state_space_model) LevelTrendSSM (class in etna.models.nn.deepstate.state_space_model) LinearMultiSegmentModel (class in etna.models.linear) LinearPerSegmentModel (class in etna.models.linear) LinearTrendTransform (class in etna.transforms.decomposition.detrend) load() (HierarchicalPipeline class method) (SaveEnsembleMixin class method) (SaveModelPipelineMixin class method) loc (TSDataset property) local_config_files() (ConfigFileFinder method) local_configs() (ConfigFileFinder method)

LocalFileLogger (class in etna.loggers.file_logger) LocalRunner (class in etna.auto.runner.local) log (FloatDistribution attribute) (IntDistribution attribute) log() (_Logger method) (BaseFileLogger method) (BaseLogger method) (ConsoleLogger method) (WandbLogger method) log_backtest_metrics() (_Logger method) (BaseFileLogger method) (BaseLogger method) (ConsoleLogger method) (WandbLogger method) log_backtest_run() (_Logger method) (BaseFileLogger method) (BaseLogger method) (WandbLogger method) log_decorator() (in module etna.models.decorators) log_likelihood() (LDS method) LogTransform (class in etna.transforms.math.log) low (FloatDistribution attribute) (IntDistribution attribute)

M

MADTransform (class in etna.transforms.math.statistics) MAE (class in etna.metrics.metrics) make_future() (TSDataset method) make_samples() (DeepAbstractNet method) (DeepStateNet method) (MLPNet method) (NBeatsBaseNet method) (PatchTSNet method) (RNNNet method) MAPE (class in etna.metrics.metrics) mape() (in module etna.metrics.functional_metrics) match() (GaleShapleyMatcher static method) match_target_components() (in module etna.datasets.utils) match_target_quantiles() (in module etna.datasets.utils) max_deviation() (in module etna.metrics.functional_metrics) MaxAbsScalerTransform (class in etna.transforms.math.scalers) MaxDeviation (class in etna.metrics.metrics) MaxTransform (class in etna.transforms.math.statistics) MeanPerIntervalModel (class in etna.transforms.decomposition.change_points_based.per_interval_models.statistics_based) MeanSegmentEncoderTransform (class in etna.transforms.encoders.mean_segment_encoder) MeanTransform (class in etna.transforms.math.statistics) MedAE (class in etna.metrics.metrics) MedianOutliersTransform (class in etna.transforms.outliers.point_outliers) MedianPerIntervalModel (class in etna.transforms.decomposition.change_points_based.per_interval_models.statistics_based) MedianTransform (class in etna.transforms.math.statistics) MergedConfigParser (class in etna.settings) MethodsWithFolds (class in etna.commands.utils) Metric (class in etna.metrics.base) metric_per_segment_distribution_plot() (in module etna.analysis.forecast.plots) MetricAggregationMode (class in etna.metrics.base) MetricPlotType (class in etna.analysis.forecast.plots) MinMaxDifferenceTransform (class in etna.transforms.math.statistics) MinMaxScalerTransform (class in etna.transforms.math.scalers) MinTransform (class in etna.transforms.math.statistics) MLPBatch (class in etna.models.nn.mlp) MLPModel (class in etna.models.nn.mlp) MLPNet (class in etna.models.nn.mlp) ModelForecastingMixin (class in etna.models.mixins) ModelPipelineParamsToTuneMixin (class in etna.pipeline.mixins) ModelPipelinePredictMixin (class in etna.pipeline.mixins) ModelRelevanceTable (class in etna.analysis.feature_relevance.relevance) module etna.analysis etna.analysis.decomposition etna.analysis.decomposition.plots etna.analysis.decomposition.search etna.analysis.decomposition.utils etna.analysis.eda etna.analysis.eda.plots etna.analysis.eda.utils etna.analysis.feature_relevance etna.analysis.feature_relevance.plots etna.analysis.feature_relevance.relevance etna.analysis.feature_relevance.relevance_table etna.analysis.feature_relevance.utils etna.analysis.feature_selection etna.analysis.feature_selection.mrmr_selection etna.analysis.forecast etna.analysis.forecast.plots etna.analysis.forecast.utils etna.analysis.outliers etna.analysis.outliers.density_outliers etna.analysis.outliers.hist_outliers etna.analysis.outliers.median_outliers etna.analysis.outliers.plots etna.analysis.outliers.prediction_interval_outliers etna.analysis.utils etna.auto etna.auto.auto etna.auto.optuna etna.auto.optuna.config_sampler etna.auto.optuna.wrapper etna.auto.pool etna.auto.pool.generator etna.auto.pool.templates etna.auto.pool.utils etna.auto.runner etna.auto.runner.base etna.auto.runner.local etna.auto.runner.utils etna.auto.utils etna.clustering etna.clustering.base etna.clustering.distances etna.clustering.distances.base etna.clustering.distances.distance_matrix etna.clustering.distances.dtw_distance etna.clustering.distances.euclidean_distance etna.clustering.hierarchical etna.clustering.hierarchical.base etna.clustering.hierarchical.dtw_clustering etna.clustering.hierarchical.euclidean_clustering etna.commands etna.commands.backtest_command etna.commands.forecast_command etna.commands.resolvers etna.commands.utils etna.datasets etna.datasets.datasets_generation etna.datasets.hierarchical_structure etna.datasets.tsdataset etna.datasets.utils etna.distributions etna.distributions.distributions etna.ensembles etna.ensembles.direct_ensemble etna.ensembles.mixins etna.ensembles.stacking_ensemble etna.ensembles.voting_ensemble etna.loggers etna.loggers.base etna.loggers.console_logger etna.loggers.file_logger etna.loggers.wandb_logger etna.metrics etna.metrics.base etna.metrics.functional_metrics etna.metrics.intervals_metrics etna.metrics.metrics etna.metrics.utils etna.models etna.models.autoarima etna.models.base etna.models.catboost etna.models.deadline_ma etna.models.decorators etna.models.holt_winters etna.models.linear etna.models.mixins etna.models.moving_average etna.models.naive etna.models.nn etna.models.nn.deepar etna.models.nn.deepstate etna.models.nn.deepstate.deepstate etna.models.nn.deepstate.linear_dynamic_system etna.models.nn.deepstate.state_space_model etna.models.nn.mlp etna.models.nn.nbeats etna.models.nn.nbeats.blocks etna.models.nn.nbeats.metrics etna.models.nn.nbeats.nbeats etna.models.nn.nbeats.nets etna.models.nn.nbeats.utils etna.models.nn.patchts etna.models.nn.rnn etna.models.nn.tft etna.models.nn.utils etna.models.prophet etna.models.sarimax etna.models.seasonal_ma etna.models.sklearn etna.models.statsforecast etna.models.tbats etna.models.utils etna.pipeline etna.pipeline.assembling_pipelines etna.pipeline.autoregressive_pipeline etna.pipeline.base etna.pipeline.hierarchical_pipeline etna.pipeline.mixins etna.pipeline.pipeline etna.reconciliation etna.reconciliation.base etna.reconciliation.bottom_up etna.reconciliation.top_down etna.settings etna.transforms etna.transforms.base etna.transforms.decomposition etna.transforms.decomposition.change_points_based etna.transforms.decomposition.change_points_based.base etna.transforms.decomposition.change_points_based.change_points_models etna.transforms.decomposition.change_points_based.change_points_models.base etna.transforms.decomposition.change_points_based.change_points_models.ruptures_based etna.transforms.decomposition.change_points_based.detrend etna.transforms.decomposition.change_points_based.level etna.transforms.decomposition.change_points_based.per_interval_models etna.transforms.decomposition.change_points_based.per_interval_models.base etna.transforms.decomposition.change_points_based.per_interval_models.constant etna.transforms.decomposition.change_points_based.per_interval_models.sklearn_based etna.transforms.decomposition.change_points_based.per_interval_models.statistics_based etna.transforms.decomposition.change_points_based.segmentation etna.transforms.decomposition.change_points_based.trend etna.transforms.decomposition.deseasonal etna.transforms.decomposition.detrend etna.transforms.decomposition.stl etna.transforms.encoders etna.transforms.encoders.categorical etna.transforms.encoders.mean_segment_encoder etna.transforms.encoders.segment_encoder etna.transforms.feature_selection etna.transforms.feature_selection.base etna.transforms.feature_selection.feature_importance etna.transforms.feature_selection.filter etna.transforms.feature_selection.gale_shapley etna.transforms.math etna.transforms.math.add_constant etna.transforms.math.apply_lambda etna.transforms.math.differencing etna.transforms.math.lags etna.transforms.math.log etna.transforms.math.power etna.transforms.math.scalers etna.transforms.math.sklearn etna.transforms.math.statistics etna.transforms.missing_values etna.transforms.missing_values.imputation etna.transforms.missing_values.resample etna.transforms.outliers etna.transforms.outliers.base etna.transforms.outliers.point_outliers etna.transforms.timestamp etna.transforms.timestamp.date_flags etna.transforms.timestamp.fourier etna.transforms.timestamp.holiday etna.transforms.timestamp.special_days etna.transforms.timestamp.time_flags etna.transforms.utils

MovingAverageModel (class in etna.models.moving_average) mrmr() (in module etna.analysis.feature_selection.mrmr_selection) MRMRFeatureSelectionTransform (class in etna.transforms.feature_selection.feature_importance) MSE (class in etna.metrics.metrics) MSLE (class in etna.metrics.metrics) mult() (in module etna.commands.resolvers) MultiSegmentModelMixin (class in etna.models.mixins)

N

NaiveModel (class in etna.models.naive) name (AbstractMetric property) (Metric property) NBeats (class in etna.models.nn.nbeats.blocks) NBeatsBaseModel (class in etna.models.nn.nbeats.nbeats) NBeatsBaseNet (class in etna.models.nn.nbeats.nets) NBeatsBatch (class in etna.models.nn.nbeats.nets) NBeatsBlock (class in etna.models.nn.nbeats.blocks) NBeatsGenericModel (class in etna.models.nn.nbeats.nbeats) NBeatsGenericNet (class in etna.models.nn.nbeats.nets)

NBeatsInterpretableModel (class in etna.models.nn.nbeats.nbeats) NBeatsInterpretableNet (class in etna.models.nn.nbeats.nets) NBeatsLoss (class in etna.models.nn.nbeats.metrics) NBeatsMAE (class in etna.models.nn.nbeats.metrics) NBeatsMAPE (class in etna.models.nn.nbeats.metrics) NBeatsMSE (class in etna.models.nn.nbeats.metrics) NBeatsSMAPE (class in etna.models.nn.nbeats.metrics) NonPredictionIntervalContextIgnorantAbstractModel (class in etna.models.base) NonPredictionIntervalContextIgnorantModelMixin (class in etna.models.mixins) NonPredictionIntervalContextRequiredAbstractModel (class in etna.models.base) NonPredictionIntervalContextRequiredModelMixin (class in etna.models.mixins)

O

objective() (Auto static method) (Tune static method) OneHotEncoderTransform (class in etna.transforms.encoders.categorical)

OneSegmentTransform (class in etna.transforms.base) optimal_sse() (in module etna.analysis.outliers.hist_outliers) Optuna (class in etna.auto.optuna.wrapper) OutliersTransform (class in etna.transforms.outliers.base)

P

ParallelLocalRunner (class in etna.auto.runner.local) params_to_tune() (AbstractModel method) (AbstractPipeline method) (BoxCoxTransform method) (CatBoostMultiSegmentModel method) (CatBoostPerSegmentModel method) (ChangePointsLevelTransform method) (ChangePointsSegmentationTransform method) (ChangePointsTrendTransform method) (DateFlagsTransform method) (DeadlineMovingAverageModel method) (DeepARModel method) (DensityOutliersTransform method) (DeseasonalityTransform method) (DifferencingTransform method) (DirectEnsemble method) (ElasticMultiSegmentModel method) (ElasticPerSegmentModel method) (FourierTransform method) (GaleShapleyFeatureSelectionTransform method) (HoltModel method) (HoltWintersModel method) (LabelEncoderTransform method) (LinearMultiSegmentModel method) (LinearPerSegmentModel method) (LinearTrendTransform method) (MeanTransform method) (MedianOutliersTransform method) (MinMaxScalerTransform method) (MLPModel method) (ModelPipelineParamsToTuneMixin method) (MRMRFeatureSelectionTransform method) (NaiveModel method) (NBeatsGenericModel method) (NBeatsInterpretableModel method) (PatchTSModel method) (PredictionIntervalOutliersTransform method) (ProphetModel method) (QuantileTransform method) (RNNModel method) (RobustScalerTransform method) (SARIMAXModel method) (SeasonalMovingAverageModel method) (SklearnTransform method) (SpecialDaysTransform method) (StackingEnsemble method) (StandardScalerTransform method) (StatsForecastARIMAModel method) (STLTransform method) (TFTModel method) (TheilSenTrendTransform method) (TimeFlagsTransform method) (TimeSeriesImputerTransform method) (Transform method) (TreeFeatureSelectionTransform method) (TrendTransform method) (VotingEnsemble method) (WindowStatisticsTransform method) (YeoJohnsonTransform method) parse() (MergedConfigParser method) (Settings static method) PatchTSBatch (class in etna.models.nn.patchts) PatchTSModel (class in etna.models.nn.patchts) PatchTSNet (class in etna.models.nn.patchts) percentile() (in module etna.metrics.utils) PerFoldAggregation (class in etna.analysis.forecast.plots) PerIntervalModel (class in etna.transforms.decomposition.change_points_based.per_interval_models.base) PerSegmentModelMixin (class in etna.models.mixins) PerSegmentWrapper (class in etna.transforms.base) Pipeline (class in etna.pipeline.pipeline)

pl_logger (ConsoleLogger property) (WandbLogger property) pl_loggers (_Logger property) plot() (TSDataset method) plot_anomalies() (in module etna.analysis.outliers.plots) plot_anomalies_interactive() (in module etna.analysis.outliers.plots) plot_backtest() (in module etna.analysis.forecast.plots) plot_backtest_interactive() (in module etna.analysis.forecast.plots) plot_change_points_interactive() (in module etna.analysis.decomposition.plots) plot_clusters() (in module etna.analysis.eda.plots) plot_correlation_matrix() (in module etna.analysis.eda.plots) plot_feature_relevance() (in module etna.analysis.feature_relevance.plots) plot_forecast() (in module etna.analysis.forecast.plots) plot_forecast_decomposition() (in module etna.analysis.forecast.plots) plot_holidays() (in module etna.analysis.eda.plots) plot_imputation() (in module etna.analysis.eda.plots) plot_metric_per_segment() (in module etna.analysis.forecast.plots) plot_periodogram() (in module etna.analysis.eda.plots) plot_residuals() (in module etna.analysis.forecast.plots) plot_time_series_with_change_points() (in module etna.analysis.decomposition.plots) plot_trend() (in module etna.analysis.decomposition.plots) Pool (class in etna.auto.pool.generator) PoolGenerator (class in etna.auto.pool.generator) PositionalEncoding (class in etna.models.nn.patchts) predict() (_CatBoostAdapter method) (_HoltWintersAdapter method) (_ProphetAdapter method) (_SARIMAXBaseAdapter method) (_SklearnAdapter method) (_StatsForecastBaseAdapter method) (AbstractPipeline method) (BasePipeline method) (ConstantPerIntervalModel method) (DeadlineMovingAverageModel method) (DeepARModel method) (DeepBaseModel method) (DistanceMatrix method) (HierarchicalPipeline method) (NonPredictionIntervalContextIgnorantAbstractModel method) (NonPredictionIntervalContextIgnorantModelMixin method) (NonPredictionIntervalContextRequiredAbstractModel method) (NonPredictionIntervalContextRequiredModelMixin method) (PerIntervalModel method) (PredictionIntervalContextIgnorantAbstractModel method) (PredictionIntervalContextIgnorantModelMixin method) (PredictionIntervalContextRequiredAbstractModel method) (PredictionIntervalContextRequiredModelMixin method) (SeasonalMovingAverageModel method) (SklearnPreprocessingPerIntervalModel method) (SklearnRegressionPerIntervalModel method) (StatisticsPerIntervalModel method) (TFTModel method) predict_components() (_CatBoostAdapter method) (_HoltWintersAdapter method) (_LinearAdapter method) (_ProphetAdapter method) (_SARIMAXBaseAdapter method) (_SklearnAdapter method) (_StatsForecastBaseAdapter method) (_TBATSAdapter method) prediction_actual_scatter_plot() (in module etna.analysis.forecast.plots) PredictionIntervalContextIgnorantAbstractModel (class in etna.models.base) PredictionIntervalContextIgnorantModelMixin (class in etna.models.mixins) PredictionIntervalContextRequiredAbstractModel (class in etna.models.base) PredictionIntervalContextRequiredModelMixin (class in etna.models.mixins) PredictionIntervalOutliersTransform (class in etna.transforms.outliers.point_outliers) prepare_test_batch() (in module etna.models.nn.nbeats.utils) prepare_train_batch() (in module etna.models.nn.nbeats.utils) ProphetModel (class in etna.models.prophet) PytorchForecastingDatasetBuilder (class in etna.models.nn.utils) PytorchForecastingMixin (class in etna.models.nn.utils)

Q

qq_plot() (in module etna.analysis.forecast.plots)

QuantileTransform (class in etna.transforms.math.statistics)

R

R2 (class in etna.metrics.metrics) raw_fit() (DeepBaseAbstractModel method) (DeepBaseModel method) raw_forecast() (HierarchicalPipeline method) raw_predict() (DeepBaseAbstractModel method) (DeepBaseModel method) (HierarchicalPipeline method) reconcile() (BaseReconciliator method) ReconciliationProportionsMethod (class in etna.reconciliation.top_down) regressors (TSDataset property) reinit_experiment() (WandbLogger method) RelevanceTable (class in etna.analysis.feature_relevance.relevance) remove() (_Logger method)

remove_params() (in module etna.commands.utils) ResampleWithDistributionTransform (class in etna.transforms.missing_values.resample) reset_tmp_match() (BaseGaleShapley method) retry() (in module etna.auto.utils) ReversibleChangePointsTransform (class in etna.transforms.decomposition.change_points_based.base) ReversiblePerSegmentWrapper (class in etna.transforms.base) ReversibleTransform (class in etna.transforms.base) RMSE (class in etna.metrics.metrics) RNNBatch (class in etna.models.nn.rnn) RNNModel (class in etna.models.nn.rnn) RNNNet (class in etna.models.nn.rnn) RobustScalerTransform (class in etna.transforms.math.scalers) run_dill_encoded() (in module etna.auto.runner.utils) RupturesChangePointsModel (class in etna.transforms.decomposition.change_points_based.change_points_models.ruptures_based)

S

S3FileLogger (class in etna.loggers.file_logger) sample() (LDS method) sample_independent() (ConfigSampler method) sample_relative() (ConfigSampler method) SARIMAXModel (class in etna.models.sarimax) save() (HierarchicalPipeline method) (SaveEnsembleMixin method) (SaveModelPipelineMixin method) SaveEnsembleMixin (class in etna.ensembles.mixins) SaveModelPipelineMixin (class in etna.pipeline.mixins) SaveNNMixin (class in etna.models.mixins) seasonal_plot() (in module etna.analysis.decomposition.plots) SeasonalityBasis (class in etna.models.nn.nbeats.blocks) SeasonalityMode (class in etna.models.deadline_ma) SeasonalitySSM (class in etna.models.nn.deepstate.state_space_model) SeasonalMovingAverageModel (class in etna.models.seasonal_ma) SeasonalPlotAggregation (class in etna.analysis.decomposition.utils) SeasonalPlotAlignment (class in etna.analysis.decomposition.utils) SeasonalPlotCycle (class in etna.analysis.decomposition.utils) SegmentEncoderTransform (class in etna.transforms.encoders.segment_encoder) SegmentGaleShapley (class in etna.transforms.feature_selection.gale_shapley) segments (TSDataset property) select_observations() (in module etna.models.utils) set_columns_wide() (in module etna.datasets.utils) Settings (class in etna.settings) shift() (in module etna.commands.resolvers) Sign (class in etna.metrics.metrics) sign() (in module etna.metrics.functional_metrics) simple_dist() (in module etna.clustering.distances.dtw_distance) SimpleExpSmoothingModel (class in etna.models.holt_winters) SklearnMultiSegmentModel (class in etna.models.sklearn) SklearnPerSegmentModel (class in etna.models.sklearn) SklearnPreprocessingPerIntervalModel (class in etna.transforms.decomposition.change_points_based.per_interval_models.sklearn_based) SklearnRegressionPerIntervalModel (class in etna.transforms.decomposition.change_points_based.per_interval_models.sklearn_based) SklearnTransform (class in etna.transforms.math.sklearn)

SMAPE (class in etna.metrics.metrics) smape() (in module etna.metrics.functional_metrics) SpecialDaysTransform (class in etna.transforms.timestamp.special_days) SSM (class in etna.models.nn.deepstate.state_space_model) StackingEnsemble (class in etna.ensembles.stacking_ensemble) StandardScalerTransform (class in etna.transforms.math.scalers) start_experiment() (_Logger method) (BaseFileLogger method) (BaseLogger method) (LocalFileLogger method) (S3FileLogger method) (WandbLogger method) StatisticsPerIntervalModel (class in etna.transforms.decomposition.change_points_based.per_interval_models.statistics_based) StatisticsRelevanceTable (class in etna.analysis.feature_relevance.relevance) StatsForecastARIMAModel (class in etna.models.statsforecast) StatsForecastAutoARIMAModel (class in etna.models.statsforecast) StatsForecastAutoCESModel (class in etna.models.statsforecast) StatsForecastAutoETSModel (class in etna.models.statsforecast) StatsForecastAutoThetaModel (class in etna.models.statsforecast) StdTransform (class in etna.transforms.math.statistics) step (FloatDistribution attribute) (IntDistribution attribute) step() (DeepAbstractNet method) (DeepStateNet method) (MLPNet method) (NBeatsBaseNet method) (PatchTSNet method) (RNNNet method) stl_plot() (in module etna.analysis.decomposition.plots) STLTransform (class in etna.transforms.decomposition.stl) study (Optuna property) suggest_parameters() (in module etna.auto.utils) summary() (Auto method) (AutoAbstract method) (Tune method) SumTransform (class in etna.transforms.math.statistics)

T

tail() (TSDataset method) target_components_names (TSDataset property) target_quantiles_names (TSDataset property) TBATSModel (class in etna.models.tbats) TFTModel (class in etna.models.nn.tft) TheilSenTrendTransform (class in etna.transforms.decomposition.detrend) TimeFlagsTransform (class in etna.transforms.timestamp.time_flags) TimeSeriesImputerTransform (class in etna.transforms.missing_values.imputation) to_dataset() (TSDataset static method) to_flatten() (TSDataset static method) to_hierarchical_dataset() (TSDataset static method) to_pandas() (TSDataset method) to_tensor() (in module etna.models.nn.nbeats.utils) to_torch_dataset() (TSDataset method) top_k() (AutoAbstract method) (AutoBase method) TopDownReconciliator (class in etna.reconciliation.top_down) train_test_split() (TSDataset method) training_step() (DeepBaseNet method) Transform (class in etna.transforms.base) transform() (_LabelEncoder method) (_OneSegmentChangePointsTransform method) (_OneSegmentDeseasonalityTransform method) (_OneSegmentLinearTrendBaseTransform method) (_OneSegmentResampleWithDistributionTransform method) (_OneSegmentSpecialDaysTransform method) (_OneSegmentSTLTransform method) (OneSegmentTransform method) (Transform method) (TSDataset method)

TransformMode (class in etna.transforms.math.sklearn) transition_coeff() (CompositeSSM method) (LevelSSM method) (LevelTrendSSM method) (SSM method) TreeFeatureSelectionTransform (class in etna.transforms.feature_selection.feature_importance) TrendBasis (class in etna.models.nn.nbeats.blocks) TrendTransform (class in etna.transforms.decomposition.change_points_based.trend) TSDataset (class in etna.datasets.tsdataset) tsdataset_idx_slice() (TSDataset method) Tune (class in etna.auto.auto) tune() (Optuna method) type_hint() (Settings method)

U

update_columns_from_pandas() (TSDataset method) update_horizon() (in module etna.commands.forecast_command)

update_tmp_match() (BaseGaleShapley method) (SegmentGaleShapley method) user_config() (ConfigFileFinder method)

V

v_optimal_hist() (in module etna.analysis.outliers.hist_outliers) validate_on_dataset() (FoldMask method)

validation_step() (DeepBaseNet method) violin (MetricPlotType attribute) VotingEnsemble (class in etna.ensembles.voting_ensemble)

W

WandbLogger (class in etna.loggers.wandb_logger) WAPE (class in etna.metrics.metrics) wape() (in module etna.metrics.functional_metrics)

WeeklySeasonalitySSM (class in etna.models.nn.deepstate.state_space_model) Width (class in etna.metrics.intervals_metrics) WindowStatisticsTransform (class in etna.transforms.math.statistics)

Y

YearlySeasonalitySSM (class in etna.models.nn.deepstate.state_space_model)

YeoJohnsonTransform (class in etna.transforms.math.power)