.. _transforms: Transforms ========== .. automodule:: etna.transforms :no-members: :no-inherited-members: API details ----------- .. currentmodule:: etna.transforms Base: .. autosummary:: :toctree: api/ :template: class.rst IrreversibleTransform ReversibleTransform IrreversiblePerSegmentWrapper ReversiblePerSegmentWrapper OneSegmentTransform Decomposition transforms and their utilities: .. autosummary:: :toctree: api/ :template: class.rst ChangePointsLevelTransform ChangePointsSegmentationTransform ChangePointsTrendTransform DeseasonalityTransform LinearTrendTransform STLTransform TheilSenTrendTransform TrendTransform FourierDecomposeTransform ModelDecomposeTransform decomposition.RupturesChangePointsModel decomposition.StatisticsPerIntervalModel decomposition.MeanPerIntervalModel decomposition.MedianPerIntervalModel decomposition.SklearnPreprocessingPerIntervalModel decomposition.SklearnRegressionPerIntervalModel Categorical encoding transforms: .. autosummary:: :toctree: api/ :template: class.rst SegmentEncoderTransform MeanEncoderTransform MeanSegmentEncoderTransform LabelEncoderTransform OneHotEncoderTransform .. _embeddings: Embedding transforms and their utilities: .. autosummary:: :toctree: api/ :template: class.rst EmbeddingSegmentTransform EmbeddingWindowTransform embeddings.models.TS2VecEmbeddingModel embeddings.models.TSTCCEmbeddingModel Feature selection transforms: .. autosummary:: :toctree: api/ :template: class.rst FilterFeaturesTransform TreeFeatureSelectionTransform GaleShapleyFeatureSelectionTransform MRMRFeatureSelectionTransform Transforms to work with missing values: .. autosummary:: :toctree: api/ :template: class.rst TimeSeriesImputerTransform ResampleWithDistributionTransform Transforms to detect outliers: .. autosummary:: :toctree: api/ :template: class.rst DensityOutliersTransform MedianOutliersTransform PredictionIntervalOutliersTransform IForestOutlierTransform IQROutlierTransform MADOutlierTransform Transforms to work with time-related features: .. autosummary:: :toctree: api/ :template: class.rst DateFlagsTransform TimeFlagsTransform SpecialDaysTransform HolidayTransform FourierTransform EventTransform Shift transforms: .. autosummary:: :toctree: api/ :template: class.rst LagTransform ExogShiftTransform Window-based transforms: .. autosummary:: :toctree: api/ :template: class.rst MeanTransform SumTransform MedianTransform MaxTransform MinTransform QuantileTransform StdTransform MADTransform MinMaxDifferenceTransform Scaling transforms: .. autosummary:: :toctree: api/ :template: class.rst StandardScalerTransform RobustScalerTransform MinMaxScalerTransform MaxAbsScalerTransform Functional transforms and their utilities: .. autosummary:: :toctree: api/ :template: class.rst LambdaTransform AddConstTransform BinaryOperationTransform BinaryOperator LogTransform YeoJohnsonTransform BoxCoxTransform DifferencingTransform LimitTransform