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Get Started
Documentation
Installation
API Reference
Get Involved
More
Development
About
Examples
GitHub
Discord
LinkedIn
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Section Navigation
Base
BaseObject
BaseEstimator
Forecasting
BaseForecaster
ForecastingHorizon
make_pipeline
TransformedTargetForecaster
ForecastingPipeline
ColumnEnsembleForecaster
MultiplexForecaster
ForecastX
ForecastByLevel
Permute
HierarchyEnsembleForecaster
FhPlexForecaster
IgnoreX
FallbackForecaster
make_reduction
DirectTabularRegressionForecaster
DirectTimeSeriesRegressionForecaster
DirectReductionForecaster
MultioutputTabularRegressionForecaster
MultioutputTimeSeriesRegressionForecaster
RecursiveTabularRegressionForecaster
RecursiveTimeSeriesRegressionForecaster
DirRecTabularRegressionForecaster
DirRecTimeSeriesRegressionForecaster
YfromX
NaiveForecaster
ForecastKnownValues
SquaringResiduals
NaiveVariance
ConformalIntervals
BaggingForecaster
TrendForecaster
PolynomialTrendForecaster
STLForecaster
CurveFitForecaster
ProphetPiecewiseLinearTrendForecaster
StatsForecastMSTL
ExponentialSmoothing
AutoETS
StatsForecastAutoETS
StatsForecastAutoCES
ThetaForecaster
StatsForecastAutoTheta
AutoREG
ARIMA
StatsModelsARIMA
SARIMAX
VAR
VARMAX
AutoARIMA
StatsForecastAutoARIMA
StatsForecastARCH
StatsForecastGARCH
ARCH
ARDL
BATS
TBATS
StatsForecastAutoTBATS
Prophet
UnobservedComponents
DynamicFactor
LTSFLinearForecaster
LTSFDLinearForecaster
LTSFNLinearForecaster
NeuralForecastRNN
Croston
EnsembleForecaster
AutoEnsembleForecaster
StackingForecaster
ReconcilerForecaster
OnlineEnsembleForecaster
NormalHedgeEnsemble
NNLSEnsemble
UpdateEvery
UpdateRefitsEvery
DontUpdate
HCrystalBallAdapter
ForecastingGridSearchCV
ForecastingRandomizedSearchCV
ForecastingSkoptSearchCV
evaluate
Time series transformations
TransformerPipeline
FeatureUnion
ColumnEnsembleTransformer
ColumnwiseTransformer
FitInTransform
MultiplexTransformer
OptionalPassthrough
InvertTransform
Id
YtoX
IxToX
TransformByLevel
TransformIf
ColumnTransformer
FunctionTransformer
Tabularizer
TimeBinner
TabularToSeriesAdaptor
PandasTransformAdaptor
SummaryTransformer
WindowSummarizer
SplitterSummarizer
DerivativeSlopeTransformer
PlateauFinder
RandomIntervalFeatureExtractor
FittedParamExtractor
ShapeletTransform
RandomShapeletTransform
Rocket
MiniRocket
MiniRocketMultivariate
MiniRocketMultivariateVariable
DWTTransformer
MatrixProfile
SFA
SignatureTransformer
TSFreshRelevantFeatureExtractor
TSFreshFeatureExtractor
Catch22
Lag
ReducerTransform
BoxCoxTransformer
LogTransformer
ScaledLogitTransformer
CosineTransformer
ExponentTransformer
SqrtTransformer
ScaledAsinhTransformer
Detrender
Deseasonalizer
ConditionalDeseasonalizer
STLTransformer
MSTL
VmdTransformer
ClearSky
Filter
BKFilter
CFFilter
HPFilter
KalmanFilterTransformerPK
KalmanFilterTransformerFP
ThetaLinesTransformer
Differencer
SlopeTransformer
KinematicFeatures
TimeBinAggregate
TSInterpolator
IntervalSegmenter
RandomIntervalSegmenter
DilationMappingTransformer
PAA2
SAX2
PAA
SAX
Imputer
DropNA
DateTimeFeatures
HolidayFeatures
CountryHolidaysTransformer
FinancialHolidaysTransformer
TimeSince
FourierFeatures
FourierTransform
PeakTimeFeature
AutoCorrelationTransformer
PartialAutoCorrelationTransformer
MatrixProfileTransformer
HOG1DTransformer
ColumnConcatenator
InvertAugmenter
RandomSamplesAugmenter
ReverseAugmenter
WhiteNoiseAugmenter
FeatureSelection
ElbowClassSum
ElbowClassPairwise
ColumnSelect
IndexSubset
PaddingTransformer
TruncationTransformer
PCATransformer
MovingBlockBootstrapTransformer
SplitterBootstrapTransformer
STLBootstrapTransformer
Merger
HampelFilter
ClaSPTransformer
Aggregator
Reconciler
Time series classification
ClassifierPipeline
ColumnEnsembleClassifier
SklearnClassifierPipeline
MultiplexClassifier
TSCGridSearchCV
BaggingClassifier
ComposableTimeSeriesForestClassifier
WeightedEnsembleClassifier
CNNClassifier
CNTCClassifier
FCNClassifier
LSTMFCNClassifier
InceptionTimeClassifier
MACNNClassifier
MLPClassifier
MCDCNNClassifier
ResNetClassifier
SimpleRNNClassifier
TapNetClassifier
BOSSEnsemble
ContractableBOSS
IndividualBOSS
IndividualTDE
MUSE
TemporalDictionaryEnsemble
WEASEL
ElasticEnsemble
KNeighborsTimeSeriesClassifier
KNeighborsTimeSeriesClassifierPyts
KNeighborsTimeSeriesClassifierTslearn
ProximityForest
ProximityStump
ProximityTree
ShapeDTW
DummyClassifier
ProbabilityThresholdEarlyClassifier
TEASER
Catch22Classifier
FreshPRINCE
MatrixProfileClassifier
RandomIntervalClassifier
SignatureClassifier
SummaryClassifier
TSFreshClassifier
HIVECOTEV1
HIVECOTEV2
CanonicalIntervalForest
DrCIF
RandomIntervalSpectralEnsemble
SupervisedTimeSeriesForest
TimeSeriesForestClassifier
TimeSeriesSVC
Arsenal
RocketClassifier
ShapeletTransformClassifier
MrSEQL
MrSQM
ContinuousIntervalTree
RotationForest
BaseClassifier
BaseDeepClassifier
BaseEarlyClassifier
Time series regression
ComposableTimeSeriesForestRegressor
CNNRegressor
FCNRegressor
MCDCNNRegressor
MLPRegressor
SimpleRNNRegressor
ResNetRegressor
TapNetRegressor
KNeighborsTimeSeriesRegressor
DummyRegressor
TimeSeriesForestRegressor
RocketRegressor
BaseRegressor
BaseDeepRegressor
Time series clustering
TimeSeriesKMeans
TimeSeriesKMeansTslearn
TimeSeriesKMedoids
TimeSeriesKShapes
TimeSeriesKernelKMeans
BaseClusterer
TimeSeriesLloyds
Time series distances/kernels
PwTrafoPanelPipeline
CombinedDistance
IndepDist
AggrDist
FlatDist
DistFromAligner
KernelFromDist
DistFromKernel
AggrDist
FlatDist
DtwDist
DtwPythonDist
DtwDistTslearn
SoftDtwDistTslearn
CtwDistTslearn
LuckyDtwDist
DistFromAligner
EditDist
LcssTslearn
AggrDist
FlatDist
GAKernel
SignatureKernel
BasePairwiseTransformerPanel
ScipyDist
BasePairwiseTransformer
ddtw_distance
dtw_distance
edr_distance
erp_distance
euclidean_distance
lcss_distance
msm_distance
pairwise_distance
squared_distance
twe_distance
wddtw_distance
wdtw_distance
Parameter estimation
ParamFitterPipeline
FunctionParamFitter
PluginParamsForecaster
PluginParamsTransformer
FixedParams
SeasonalityACF
SeasonalityACFqstat
SeasonalityPeriodogram
StationarityADF
StationarityKPSS
StationarityADFArch
StationarityDFGLS
StationarityPhillipsPerron
StationarityKPSSArch
StationarityZivotAndrews
StationarityVarianceRatio
Performance metrics
MeanAbsoluteScaledError
MedianAbsoluteScaledError
MeanSquaredScaledError
MedianSquaredScaledError
MeanAbsoluteError
MeanSquaredError
MedianAbsoluteError
MedianSquaredError
GeometricMeanAbsoluteError
GeometricMeanSquaredError
MeanAbsolutePercentageError
MedianAbsolutePercentageError
MeanSquaredPercentageError
MedianSquaredPercentageError
MeanRelativeAbsoluteError
MedianRelativeAbsoluteError
GeometricMeanRelativeAbsoluteError
GeometricMeanRelativeSquaredError
MeanAsymmetricError
MeanLinexError
RelativeLoss
make_forecasting_scorer
mean_absolute_scaled_error
median_absolute_scaled_error
mean_squared_scaled_error
median_squared_scaled_error
mean_absolute_error
mean_squared_error
median_absolute_error
median_squared_error
geometric_mean_absolute_error
geometric_mean_squared_error
mean_absolute_percentage_error
median_absolute_percentage_error
mean_squared_percentage_error
median_squared_percentage_error
mean_relative_absolute_error
median_relative_absolute_error
geometric_mean_relative_absolute_error
geometric_mean_relative_squared_error
mean_asymmetric_error
mean_linex_error
relative_loss
PinballLoss
EmpiricalCoverage
ConstraintViolation
CRPS
LogLoss
SquaredDistrLoss
count_error
hausdorff_error
prediction_ratio
Splitters
temporal_train_test_split
CutoffSplitter
SingleWindowSplitter
SlidingWindowSplitter
ExpandingWindowSplitter
ExpandingGreedySplitter
TemporalTrainTestSplitter
Repeat
SameLocSplitter
TestPlusTrainSplitter
Time series alignment
AlignerNaive
AlignerDTW
AlignerDTWfromDist
AlignerDtwNumba
AlignerLuckyDtw
AlignerEditNumba
Time series annotation
ClaSPSegmentation
EAgglo
GaussianHMM
GMMHMM
GreedyGaussianSegmentation
HMM
InformationGainSegmentation
PoissonHMM
STRAY
PyODAnnotator
Datasets
load_forecastingdata
load_UCR_UEA_dataset
load_airline
load_longley
load_lynx
load_macroeconomic
load_shampoo_sales
load_solar
load_uschange
load_acsf1
load_arrow_head
load_basic_motions
load_gunpoint
load_italy_power_demand
load_japanese_vowels
load_macroeconomic
load_osuleaf
load_from_arff_to_dataframe
load_from_tsfile
load_from_tsfile_to_dataframe
load_from_ucr_tsv_to_dataframe
load_from_long_to_dataframe
load_tsf_to_dataframe
write_panel_to_tsfile
write_dataframe_to_tsfile
write_ndarray_to_tsfile
write_tabular_transformation_to_arff
write_results_to_uea_format
File Format Specifications
ts
File Format v1.0
Deployment and MLOps
get_default_pip_requirements
get_default_conda_env
save_model
log_model
load_model
Utility functions
convert_to
convert
check_raise
check_is_mtype
check_is_scitype
mtype
scitype
mtype_to_scitype
scitype_to_mtype
make_pipeline
sklearn_to_sktime
all_estimators
all_tags
check_tag_is_valid
craft
deps
imports
plot_series
plot_lags
plot_correlations
check_estimator
Exceptions
NotEvaluatedError
NotFittedError
FitFailedWarning
Pipeline
make_pipeline
Pipeline
API Reference
Time series transformations
SAX
SAX
#
SAX
[source]
#
alias of
SAXlegacy
On this page
SAX
