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https://github.com/xarray-contrib/xskillscore

Metrics for verifying forecasts
https://github.com/xarray-contrib/xskillscore

forecasting metrics pangeo verification

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Metrics for verifying forecasts

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xskillscore: Metrics for verifying forecasts
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.. 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

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: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 `_.

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 `_
- If you are interested in using **xskillscore** for climate prediction check out
`climpred `_.

History
-------

**xskillscore** was orginally developed to parallelize forecast metrics of the multi-model-multi-ensemble
forecasts associated with the `SubX `_ project.

We are indebted to the **xarray** community for their
`advice `_
in getting this package started.