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xskillscore: Metrics for verifying forecasts

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xskillscore is an open source project and Python package that provides verification metrics of deterministic (and probabilistic from properscoring) forecasts with xarray.

Installing

$ conda install -c conda-forge xskillscore

or

$ pip install xskillscore

or

$ pip install git+https://github.com/xarray-contrib/xskillscore

Documentation

Documentation can be found on readthedocs <https://xskillscore.readthedocs.io/en/latest/>_.

See also

  • If you are interested in using xskillscore for data science where you data is mostly in pandas.DataFrames's check out the xskillscore-tutorial <https://github.com/raybellwaves/xskillscore-tutorial>_.
  • If you are interested in using xskillscore for climate prediction check out climpred <https://climpred.readthedocs.io/en/stable/>_.

History

xskillscore was originally developed to parallelize forecast metrics of the multi-model-multi-ensemble forecasts associated with the SubX <https://journals.ametsoc.org/doi/pdf/10.1175/BAMS-D-18-0270.1>_ project.

We are indebted to the xarray community for their advice <https://groups.google.com/forum/#!searchin/xarray/xskillscore%7Csort:date/xarray/z8ue0G-BLc8/Cau-dY_ACAAJ>_ in getting this package started.

.. |binder| image:: https://mybinder.org/badge_logo.svg :target: https://mybinder.org/v2/gh/raybellwaves/xskillscore-tutorial/master?urlpath=lab :alt: Binder

.. |codecov| image:: https://codecov.io/gh/xarray-contrib/xskillscore/branch/main/graph/badge.svg :target: https://codecov.io/gh/xarray-contrib/xskillscore :alt: Codecov

.. |conda-forge| image:: https://img.shields.io/conda/vn/conda-forge/xskillscore.svg :target: https://anaconda.org/conda-forge/xskillscore :alt: conda-forge

.. |docs| image:: https://img.shields.io/readthedocs/xskillscore/stable.svg?style=flat :target: https://xskillscore.readthedocs.io/en/stable/?badge=stable :alt: Documentation Status

.. |license| image:: https://img.shields.io/github/license/xarray-contrib/xncml.svg :target: https://github.com/xarray-contrib/xncml/blob/main/LICENSE :alt: License

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.. |status| image:: https://www.repostatus.org/badges/latest/active.svg :target: https://www.repostatus.org/#active :alt: Project Status: Active – The project has reached a stable, usable state and is being actively developed.

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.. |zenodo| image:: https://zenodo.org/badge/DOI/10.5281/zenodo.5173152.svg :target: https://doi.org/10.5281/zenodo.5173152 :alt: Zenodo DOI

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