xskillscore

An open source project and Python package that provides verification metrics of deterministic (and probabilistic from properscoring) forecasts with xarray.
https://github.com/xarray-contrib/xskillscore

Category: Climate Change
Sub Category: Climate Data Processing and Analysis

Keywords

forecasting metrics pangeo verification

Keywords from Contributors

climate data-catalog data-access climate-analysis prediction s2d s2s earth-system-model weather opendap

Last synced: about 15 hours ago
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Repository metadata

Metrics for verifying forecasts

• Host: GitHub
• URL: https://github.com/xarray-contrib/xskillscore
• Owner: xarray-contrib
• License: apache-2.0
• Created: 2018-06-14T19:23:57.000Z (almost 8 years ago)
• Default Branch: main
• Last Pushed: 2026-04-06T19:48:40.000Z (2 months ago)
• Last Synced: 2026-06-05T22:04:19.388Z (8 days ago)
• Topics: forecasting, metrics, pangeo, verification
• Language: Python
• Homepage: https://xskillscore.readthedocs.io/en/stable/
• Size: 2.37 MB
• Stars: 241
• Watchers: 11
• Forks: 45
• Open Issues: 44
• Releases: 9
• Metadata Files:
  • Readme: README.rst
  • Changelog: CHANGELOG.rst
  • Contributing: CONTRIBUTING.md
  • License: LICENSE.txt
  • Citation: CITATION.cff

README.rst

          xskillscore: Metrics for verifying forecasts
============================================

+---------------------------+-------------------------------------------+
| Documentation and Support | |docs| |binder|                           |
+---------------------------+-------------------------------------------+
| Open Source               | |pypi| |conda-forge| |license| |zenodo|   |
+---------------------------+-------------------------------------------+
| Coding Standards          | |codecov| |pre-commit|                    |
+---------------------------+-------------------------------------------+
| Development Status        | |status| |testing| |upstream|             |
+---------------------------+-------------------------------------------+

**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 originally 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.

.. |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

.. |pre-commit| 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
        :alt: Pre-Commit

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

.. |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.

.. |testing| 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
        :alt: Testing

.. |upstream| 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
        :alt: Upstream Testing

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

        

Citation (CITATION.cff)

# YAML 1.2
# Metadata for citation of this software according to the CFF format (https://citation-file-format.github.io/)
cff-version: 1.2.0
message: If you use this software, please cite it using these metadata.
# FIXME title as repository name might not be the best name, please make human readable
title: 'xarray-contrib/xskillscore: Metrics for verifying forecasts '
doi: 10.5281/zenodo.5173153
# FIXME splitting of full names is error prone, please check if given/family name are correct
authors:
- given-names: Ray
  family-names: Bell
  affiliation: DTN
  https://orcid.org/0000-0003-2623-0587
- given-names: Aaron
  family-names: Spring
  affiliation: Max-Planck-Institute for Meteorology
  orcid: https://orcid.org/0000-0003-0216-2241
- given-names: Riley
  family-names: Brady
  affiliation: McKinsey & Company
  orcid: https://orcid.org/0000-0002-2309-8245
- given-names: Andrew
  family-names: Huang
- given-names: Dougie
  family-names: Squire
  affiliation: CSIRO
  orcid: https://orcid.org/0000-0003-3271-6874
- given-names: Zachary
  family-names: Blackwood
  affiliation: DTN
- given-names: Maximilian
  family-names: Sitter
  name-particle: Cosmo
- given-names: Taher
  family-names: Chegini
  affiliation: University of Houston
  orcid: https://orcid.org/0000-0002-5430-6000
url: https://github.com/xarray-contrib/xskillscore
license: Apache-2.0

---

Owner metadata

• Name: xarray-contrib
• Login: xarray-contrib
• Email:
• Kind: organization
• Description: xarray compatible projects
• Website: https://xarray.dev
• Location:
• Twitter: xarray_dev
• Company:
• Icon url: https://avatars.githubusercontent.com/u/35757293?v=4
• Repositories: 23
• Last ynced at: 2023-03-04T02:29:00.282Z
• Profile URL: https://github.com/xarray-contrib

---

GitHub Events

Total

• Delete event: 3
• Member event: 1
• Pull request event: 14
• Fork event: 2
• Issues event: 2
• Watch event: 11
• Issue comment event: 17
• Push event: 19
• Pull request review comment event: 6
• Pull request review event: 8
• Create event: 6

Last Year

• Delete event: 2
• Pull request event: 8
• Fork event: 1
• Issues event: 1
• Watch event: 2
• Issue comment event: 9
• Push event: 16
• Pull request review comment event: 6
• Pull request review event: 6
• Create event: 6

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Committers metadata

Last synced: 4 days ago

Name	Email	Commits
Aaron Spring	a****g	112
Ray Bell	r****0@g****m	107
Ray Bell	r****l@d****m	80
Ray Bell	r****0@g****m	71
Riley Brady	r****y@c****u	67
AS	a****g@m****e	61
raybellwaves	r****7@g****m	61
ahuang11	a****1@i****u	37
Trevor James Smith	1****e	21
pre-commit-ci[bot]	6****]	19
Dougie Squire	4****e	6
Ray Bell	r****l@a****l	6
Zachary Blackwood	z****d@d****m	5
Maximilian Cosmo Sitter	4****r	3
Taher Chegini	t****i@g****m	1
dependabot[bot]	4****]	1
weipeng	9****1@q****m	1

Committer domains:

• dtn.com: 2
• qq.com: 1
• illinois.edu: 1
• mpimet.mpg.de: 1
• colorado.edu: 1

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Issue and Pull Request metadata

Last synced: 6 days ago

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/xarray-contrib/xskillscore

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Package metadata

• Total packages: 4
• Total downloads:
  • pypi: 14,260 last-month
• Total docker downloads: 293
• Total dependent packages: 10 (may contain duplicates)
• Total dependent repositories: 34 (may contain duplicates)
• Total versions: 63
• Total maintainers: 3

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Dependencies

Score: 18.07468479036534