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Installation
Quickstart
Tutorials
API Reference
GitHub
Telegram
Section Navigation
Datasets
TSDataset
HierarchicalStructure
generate_ar_df
generate_const_df
generate_from_patterns_df
generate_hierarchical_df
generate_periodic_df
duplicate_data
set_columns_wide
Models
NonPredictionIntervalContextIgnorantAbstractModel
NonPredictionIntervalContextRequiredAbstractModel
PredictionIntervalContextIgnorantAbstractModel
PredictionIntervalContextRequiredAbstractModel
SeasonalMovingAverageModel
MovingAverageModel
NaiveModel
DeadlineMovingAverageModel
AutoARIMAModel
SARIMAXModel
HoltWintersModel
HoltModel
SimpleExpSmoothingModel
ProphetModel
TBATSModel
BATSModel
StatsForecastARIMAModel
StatsForecastAutoARIMAModel
StatsForecastAutoCESModel
StatsForecastAutoETSModel
StatsForecastAutoThetaModel
CatBoostMultiSegmentModel
CatBoostPerSegmentModel
ElasticMultiSegmentModel
ElasticPerSegmentModel
LinearMultiSegmentModel
LinearPerSegmentModel
SklearnMultiSegmentModel
SklearnPerSegmentModel
RNNModel
MLPModel
DeepStateModel
NBeatsGenericModel
NBeatsInterpretableModel
PatchTSModel
CompositeSSM
LevelSSM
LevelTrendSSM
SeasonalitySSM
DaylySeasonalitySSM
SeasonalitySSM
YearlySeasonalitySSM
DeepARModel
TFTModel
PytorchForecastingDatasetBuilder
Transforms
IrreversibleTransform
ReversibleTransform
IrreversiblePerSegmentWrapper
ReversiblePerSegmentWrapper
OneSegmentTransform
ChangePointsLevelTransform
ChangePointsSegmentationTransform
ChangePointsTrendTransform
DeseasonalityTransform
LinearTrendTransform
STLTransform
TheilSenTrendTransform
TrendTransform
ChangePointsLevelTransform
ChangePointsSegmentationTransform
ChangePointsTrendTransform
DeseasonalityTransform
LinearTrendTransform
STLTransform
TheilSenTrendTransform
TrendTransform
SegmentEncoderTransform
MeanSegmentEncoderTransform
LabelEncoderTransform
OneHotEncoderTransform
FilterFeaturesTransform
TreeFeatureSelectionTransform
GaleShapleyFeatureSelectionTransform
MRMRFeatureSelectionTransform
TimeSeriesImputerTransform
ResampleWithDistributionTransform
DensityOutliersTransform
MedianOutliersTransform
PredictionIntervalOutliersTransform
DateFlagsTransform
TimeFlagsTransform
SpecialDaysTransform
HolidayTransform
FourierTransform
LagTransform
ExogShiftTransform
MeanTransform
SumTransform
MedianTransform
MaxTransform
MinTransform
QuantileTransform
StdTransform
MADTransform
MinMaxDifferenceTransform
StandardScalerTransform
RobustScalerTransform
MinMaxScalerTransform
MaxAbsScalerTransform
LambdaTransform
AddConstTransform
LogTransform
YeoJohnsonTransform
BoxCoxTransform
DifferencingTransform
Metrics
Metric
MetricAggregationMode
MAE
MAPE
MSE
MSLE
R2
RMSE
SMAPE
WAPE
MaxDeviation
MedAE
Sign
Coverage
Width
compute_metrics
Pipelines
BasePipeline
Pipeline
AutoRegressivePipeline
HierarchicalPipeline
FoldMask
assemble_pipelines
Ensembles
DirectEnsemble
StackingEnsemble
VotingEnsemble
Analysis
find_change_points
plot_change_points_interactive
plot_time_series_with_change_points
plot_trend
seasonal_plot
stl_plot
SeasonalPlotAggregation
SeasonalPlotAlignment
SeasonalPlotCycle
acf_plot
cross_corr_plot
distribution_plot
get_correlation_matrix
plot_clusters
plot_correlation_matrix
plot_holidays
plot_imputation
plot_periodogram
plot_feature_relevance
ModelRelevanceTable
RelevanceTable
StatisticsRelevanceTable
get_model_relevance_table
get_statistics_relevance_table
AggregationMode
get_residuals
metric_per_segment_distribution_plot
plot_backtest
plot_backtest_interactive
plot_forecast
plot_forecast_decomposition
plot_metric_per_segment
plot_residuals
prediction_actual_scatter_plot
qq_plot
MetricPlotType
PerFoldAggregation
plot_anomalies
plot_anomalies_interactive
get_anomalies_density
get_anomalies_hist
get_anomalies_median
get_anomalies_prediction_interval
Distributions
BaseDistribution
CategoricalDistribution
FloatDistribution
IntDistribution
Auto
Auto
Tune
Pool
AbstractRunner
LocalRunner
ParallelLocalRunner
Reconciliation
BaseReconciliator
BottomUpReconciliator
TopDownReconciliator
Clustering
Distance
Clustering
HierarchicalClustering
ClusteringLinkageMode
DTWClustering
EuclideanClustering
DTWDistance
EuclideanDistance
DistanceMatrix
Loggers
ConsoleLogger
LocalFileLogger
S3FileLogger
WandbLogger
_Logger
Core
BaseMixin
load
CLI commands
Settings
Settings
Experimental
get_ruptures_regularization
TimeSeriesBinaryClassifier
PredictabilityAnalyzer
TSFreshFeatureExtractor
WEASELFeatureExtractor
API Reference
Distributions
BaseDistribution
BaseDistribution
#
class
BaseDistribution
[source]
#
Bases:
object
Base distribution.
On this page
BaseDistribution
Show Source