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Welcome to TSFuse's documentation! | ||
================================== | ||
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TSFuse is a Python package for automatically constructing features from | ||
multiple time series. Instead of extracting univariate time series features, | ||
TSFuse generates new series by applying time series fusion operations. | ||
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.. toctree:: | ||
:caption: Contents | ||
:maxdepth: 1 | ||
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installation | ||
quickstart.ipynb | ||
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.. toctree:: | ||
:caption: Modules | ||
:maxdepth: 1 | ||
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modules/tsfuse | ||
modules/tsfuse.data | ||
modules/tsfuse.computation | ||
modules/tsfuse.construction | ||
modules/tsfuse.transformers |
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Installation | ||
------------ | ||
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Install the latest release using pip: | ||
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:: | ||
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$ pip install tsfuse | ||
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Alternatively, you can install the unreleased version from GitHub: | ||
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:: | ||
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$ pip install git+https://github.com/arnedb/tsfuse#egg=tsfuse |
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tsfuse.computation | ||
================== | ||
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.. automodule:: tsfuse.computation | ||
:members: |
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tsfuse.construction | ||
=================== | ||
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.. automodule:: tsfuse.construction | ||
:members: |
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tsfuse.data | ||
=========== | ||
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.. automodule:: tsfuse.data | ||
:members: |
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tsfuse | ||
====== | ||
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.. automodule:: tsfuse | ||
:members: |
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.. _transformers: | ||
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tsfuse.transformers | ||
=================== | ||
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tsfuse.transformers.boolean | ||
--------------------------- | ||
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.. automodule:: tsfuse.transformers.boolean | ||
:members: | ||
:undoc-members: | ||
:exclude-members: apply, graph, unit | ||
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tsfuse.transformers.frequency | ||
----------------------------- | ||
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.. automodule:: tsfuse.transformers.frequency | ||
:members: | ||
:undoc-members: | ||
:exclude-members: apply, graph, unit | ||
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tsfuse.transformers.geometry | ||
---------------------------- | ||
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.. automodule:: tsfuse.transformers.geometry | ||
:members: | ||
:undoc-members: | ||
:exclude-members: apply, graph, unit | ||
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tsfuse.transformers.mathematics | ||
------------------------------- | ||
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.. automodule:: tsfuse.transformers.mathematics | ||
:members: | ||
:undoc-members: | ||
:exclude-members: apply, graph, unit, Sin, Cos, Tan, ArcSin, ArcCos, ArcTan | ||
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tsfuse.transformers.peaks | ||
------------------------- | ||
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.. automodule:: tsfuse.transformers.peaks | ||
:members: | ||
:undoc-members: | ||
:exclude-members: apply, graph, unit | ||
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tsfuse.transformers.sampling | ||
---------------------------- | ||
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.. automodule:: tsfuse.transformers.sampling | ||
:members: | ||
:undoc-members: | ||
:exclude-members: apply, graph, unit | ||
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tsfuse.transformers.statistics | ||
------------------------------ | ||
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.. automodule:: tsfuse.transformers.statistics | ||
:members: | ||
:undoc-members: | ||
:exclude-members: apply, graph, unit, SinglePassStatistics | ||
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tsfuse.transformers.uniqueness | ||
------------------------------ | ||
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.. automodule:: tsfuse.transformers.uniqueness | ||
:members: | ||
:undoc-members: | ||
:exclude-members: apply, graph, unit |
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