Utility functions#
sktime
has a number of modules dedicated to utilities:
sktime.datatypes
, which contains utilities for data format checks and conversion.sktime.pipeline
, which contains generics for pipeline construction.sktime.registry
, which contains utilities for estimator and tag search, as well as serialization of estimator blueprints as strings.sktime.utils
, which contains generic utility functions.
Data Format Checking and Conversion#
Module exports: data type definitions, checks, validation, fixtures, converters.
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Convert object to a different machine representation, subject to scitype. |
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Convert objects between different machine representations, subject to scitype. |
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Check object for compliance with mtype specification, raise errors. |
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Check object for compliance with mtype specification, return metadata. |
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Check object for compliance with scitype specification, return metadata. |
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Infer the mtype of an object considered as a specific scitype. |
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Infer the scitype of an object. |
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Infer scitype belonging to mtype. |
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Return list of all mtypes belonging to scitype. |
Pipeline construction generics#
Pipeline maker utility.
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Create a pipeline from estimators of any type. |
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Coerces an sklearn estimator to the sktime pipeline interface. |
Estimator Blueprint Serialization#
Registry for sktime estimator base classes, tags, global aliases.
Plotting#
Common timeseries plotting functionality.
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Plot one or more time series. |
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Plot one or more lagged versions of a time series. |
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Plot series and its ACF and PACF values. |
Estimator Validity Checking#
Estimator checker for extension.
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Run all tests on one single estimator. |