xskillscore: Metrics for verifying forecasts

.. image:: https://github.com/xarray-contrib/xskillscore/actions/workflows/xskillscore_testing.yml/badge.svg :target: https://github.com/xarray-contrib/xskillscore/actions/workflows/xskillscore_testing.yml

.. image:: https://github.com/xarray-contrib/xskillscore/actions/workflows/upstream-dev-ci.yml/badge.svg :target: https://github.com/xarray-contrib/xskillscore/actions/workflows/upstream-dev-ci.yml

.. image:: https://results.pre-commit.ci/badge/github/xarray-contrib/xskillscore/main.svg :target: https://results.pre-commit.ci/latest/github/xarray-contrib/xskillscore/main

.. image:: https://img.shields.io/pypi/v/xskillscore.svg :target: https://pypi.python.org/pypi/xskillscore/

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

.. image:: https://img.shields.io/readthedocs/xskillscore/stable.svg?style=flat :target: https://xskillscore.readthedocs.io/en/stable/?badge=stable

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

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

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

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 orginally 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.