A curated list of open technology projects to sustain a stable climate, energy supply, biodiversity and natural resources.

climpred

Aims to be the primary package used to analyze output from initialized dynamical forecast models, ranging from short-term weather forecasts to long-term climate forecasts.
https://github.com/pangeo-data/climpred

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

Keywords

climate climate-analysis dask forecasting pangeo prediction python s2d s2s xarray

Keywords from Contributors

compression data-catalog archiving observation climate-model verification earth-system-model transformer opendap data-access

Last synced: about 18 hours ago
JSON representation

Repository metadata

:earth_americas: Verification of weather and climate forecasts :earth_africa:

README.rst

          .. image:: https://i.imgur.com/HPOdOsR.png

Verification of weather and climate forecasts

..
    Table version of badges inspired by pySTEPS.

.. list-table::
    :stub-columns: 1
    :widths: 10 90

    * - docs
      - |docs| |joss| |doi|
    * - tests
      - |ci| |upstream| |codecov| |precommit|
    * - package
      - |conda| |conda downloads| |pypi| |pypi downloads|
    * - license
      - |license|
    * - community
      - |gitter| |contributors| |forks| |stars| |issues| |PRs|
    * - tutorials
      - |gallery| |workshop| |cloud|

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

.. |joss| image:: https://joss.theoj.org/papers/246d440e3fcb19025a3b0e56e1af54ef/status.svg
    :target: https://joss.theoj.org/papers/246d440e3fcb19025a3b0e56e1af54ef
    :alt: JOSS paper

.. |doi| image:: https://zenodo.org/badge/DOI/10.5281/zenodo.4556085.svg
    :target: https://doi.org/10.5281/zenodo.4556085
    :alt: DOI

.. |ci| image:: https://github.com/pangeo-data/climpred/actions/workflows/climpred_testing.yml/badge.svg
    :target: https://github.com/pangeo-data/climpred/actions/workflows/climpred_testing.yml
    :alt: CI

.. |upstream| image:: https://github.com/pangeo-data/climpred/actions/workflows/upstream-dev-ci.yml/badge.svg
    :target: https://github.com/pangeo-data/climpred/actions/workflows/upstream-dev-ci.yml
    :alt: CI upstream

.. |codecov| image:: https://codecov.io/gh/pangeo-data/climpred/branch/main/graph/badge.svg
      :target: https://codecov.io/gh/pangeo-data/climpred
      :alt: coverage

.. |precommit| image:: https://results.pre-commit.ci/badge/github/pangeo-data/climpred/main.svg
   :target: https://results.pre-commit.ci/latest/github/pangeo-data/climpred/main
   :alt: pre-commit.ci status

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

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

.. |license| image:: https://img.shields.io/github/license/pangeo-data/climpred.svg
    :alt: license
    :target: LICENSE.txt

.. |gitter| image:: https://badges.gitter.im/Join%20Chat.svg
    :target: https://gitter.im/climpred
    :alt: gitter chat

.. |contributors| image:: https://img.shields.io/github/contributors/pangeo-data/climpred
    :alt: GitHub contributors
    :target: https://github.com/pangeo-data/climpred/graphs/contributors

.. |conda downloads| image:: https://img.shields.io/conda/dn/conda-forge/climpred
    :alt: Conda downloads
    :target: https://anaconda.org/conda-forge/climpred

.. |pypi downloads| image:: https://pepy.tech/badge/climpred
    :alt: pypi downloads
    :target: https://pepy.tech/project/climpred

.. |gallery| image:: https://img.shields.io/badge/climpred-examples-ed7b0e.svg
    :alt: climpred gallery
    :target: https://mybinder.org/v2/gh/pangeo-data/climpred/main?urlpath=lab%2Ftree%2Fdocs%2Fsource%2Fquick-start.ipynb

.. |workshop| image:: https://img.shields.io/badge/climpred-workshop-f5a252
    :alt: climpred workshop
    :target: https://mybinder.org/v2/gh/bradyrx/climpred_workshop/master

.. |cloud| image:: https://img.shields.io/badge/climpred-cloud_demo-f9c99a
    :alt: climpred cloud demo
    :target: https://github.com/aaronspring/climpred-cloud-demo

.. |forks| image:: https://img.shields.io/github/forks/pangeo-data/climpred
    :alt: GitHub forks
    :target: https://github.com/pangeo-data/climpred/network/members

.. |stars| image:: https://img.shields.io/github/stars/pangeo-data/climpred
    :alt: GitHub stars
    :target: https://github.com/pangeo-data/climpred/stargazers

.. |issues| image:: https://img.shields.io/github/issues/pangeo-data/climpred
    :alt: GitHub issues
    :target: https://github.com/pangeo-data/climpred/issues

.. |PRs| image:: https://img.shields.io/github/issues-pr/pangeo-data/climpred
    :alt: GitHub PRs
    :target: https://github.com/pangeo-data/climpred/pulls

..


    We are actively looking for new contributors for climpred!
    `Riley `_ moved to McKinsey's
    Climate Analytics team as a climate software engineer.
    `Aaron `_ moved to XING as a data scientist.
    We especially hope for python enthusiasts from seasonal, subseasonal or weather
    prediction community. In our past coding journey, collaborative coding, feedbacking
    issues and pull requests advanced our code and thinking about forecast verification
    more than we could have ever expected.
    Feel free to implement your own new feature or take a look at the
    `good first issue `_
    tag in the issues. If you are interested in maintaining climpred, please ping us.

Installation
============

You can install the latest release of ``climpred`` using ``pip`` or ``conda``:

.. code-block:: bash

    python -m pip install climpred[complete]

.. code-block:: bash

    conda install -c conda-forge climpred

You can also install the bleeding edge (pre-release versions) by cloning this
repository or installing directly from GitHub:

.. code-block:: bash

    git clone https://github.com/pangeo-data/climpred.git
    cd climpred
    python -m pip install . --upgrade

.. code-block:: bash

    pip install git+https://github.com/pangeo-data/climpred.git


Documentation
=============

Documentation is in development and can be found on readthedocs_.

.. _readthedocs: https://climpred.readthedocs.io/en/latest/

        

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: 'climpred: Verification of weather and climate forecasts'
doi: 10.5281/zenodo.4556085
# FIXME splitting of full names is error prone, please check if given/family name are correct
authors:
- given-names: Riley
  family-names: Brady
  affiliation: McKinsey & Company
  orcid: https://orcid.org/0000-0002-2309-8245
- given-names: Aaron
  family-names: Spring
  affiliation: Max-Planck-Institute for Meteorology
  orcid: https://orcid.org/0000-0003-0216-2241
- given-names: Andrew
  family-names: Huang
- given-names: Anderson
  family-names: Banihirwe
  affiliation: '@NCAR'
- given-names: Ray
  family-names: Bell
  affiliation: DTN
url: https://github.com/pangeo-data/climpred
license: MIT
preferred-citation:
  type: article
  authors:
  - given-names: Riley
    family-names: Brady
    affiliation: McKinsey & Company
    orcid: https://orcid.org/0000-0002-2309-8245
  - given-names: Aaron
    family-names: Spring
    affiliation: Max-Planck-Institute for Meteorology
    orcid: https://orcid.org/0000-0003-0216-2241
  doi: 10.21105/joss.02781
  journal: "Journal of Open Research Software"
  day: 2
  month: 3
  year: 2021
  title: "climpred: Verification of weather and climate forecasts"
  volume: 6
  issue: 59

Owner metadata


GitHub Events

Total
Last Year

Committers metadata

Last synced: 4 days ago

Total Commits: 950
Total Committers: 12
Avg Commits per committer: 79.167
Development Distribution Score (DDS): 0.497

Commits in past year: 70
Committers in past year: 4
Avg Commits per committer in past year: 17.5
Development Distribution Score (DDS) in past year: 0.414

Name Email Commits
Riley X. Brady r****y@c****u 478
Aaron Spring a****g 311
Trevor James Smith 1****e 41
AS a****g@m****e 33
dependabot[bot] 4****] 31
pre-commit-ci[bot] 6****] 27
ahuang11 a****1@i****u 14
Kathy Pegion k****n@g****u 4
Anderson Banihirwe a****e@u****u 4
Ray Bell r****0@g****m 4
Mathias Hauser m****e 2
Trevor c****s@g****m 1

Committer domains:


Issue and Pull Request metadata

Last synced: 2 days ago

Total issues: 355
Total pull requests: 501
Average time to close issues: 4 months
Average time to close pull requests: 8 days
Total issue authors: 24
Total pull request authors: 11
Average comments per issue: 3.39
Average comments per pull request: 3.59
Merged pull request: 412
Bot issues: 4
Bot pull requests: 65

Past year issues: 4
Past year pull requests: 9
Past year average time to close issues: 1 day
Past year average time to close pull requests: 1 day
Past year issue authors: 3
Past year pull request authors: 3
Past year average comments per issue: 1.5
Past year average comments per pull request: 1.67
Past year merged pull request: 7
Past year bot issues: 0
Past year bot pull requests: 5

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/pangeo-data/climpred

Top Issue Authors

  • aaronspring (168)
  • bradyrx (127)
  • ahuang11 (25)
  • Zeitsperre (5)
  • github-actions[bot] (4)
  • gmacgilchrist (3)
  • raybellwaves (3)
  • judithberner (2)
  • dougiesquire (2)
  • zmli-666 (2)
  • lukelbd (1)
  • brianpm (1)
  • andersy005 (1)
  • abkfenris (1)
  • Hongmei-Li (1)

Top Pull Request Authors

  • aaronspring (261)
  • bradyrx (143)
  • dependabot[bot] (37)
  • pre-commit-ci[bot] (28)
  • Zeitsperre (9)
  • ahuang11 (9)
  • raybellwaves (5)
  • andersy005 (4)
  • kpegion (2)
  • mathause (2)
  • threexc (1)

Top Issue Labels

  • feature request (77)
  • bug (58)
  • infrastructure (57)
  • help wanted (46)
  • low priority (45)
  • cleanup (39)
  • documentation (39)
  • high priority (21)
  • question (20)
  • good first issue (18)
  • ASP Projects (12)
  • usability (11)
  • performance (8)
  • CI (5)
  • testing (5)
  • visualization (4)
  • versioning (3)
  • software engineering (3)
  • example (2)
  • dependencies (1)

Top Pull Request Labels

  • cleanup (55)
  • feature request (54)
  • dependencies (45)
  • bug (36)
  • documentation (33)
  • infrastructure (32)
  • github_actions (28)
  • versioning (22)
  • don't merge (18)
  • testing (17)
  • high priority (16)
  • low priority (11)
  • CI (10)
  • usability (9)
  • example (5)
  • performance (4)
  • run-benchmark (3)
  • software engineering (2)
  • visualization (2)
  • ASP Projects (1)
  • help wanted (1)

Package metadata

pypi.org: climpred

"""Verification of weather and climate forecasts and prediction."""

  • Homepage: https://climpred.readthedocs.io/en/stable/
  • Documentation: https://climpred.readthedocs.io/
  • Licenses: Copyright (c) 2018 The Python Packaging Authority Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
  • Latest release: 2.5.0 (published 10 months ago)
  • Last Synced: 2025-04-25T12:10:10.260Z (2 days ago)
  • Versions: 18
  • Dependent Packages: 1
  • Dependent Repositories: 2
  • Downloads: 1,280 Last month
  • Docker Downloads: 11
  • Rankings:
    • Dependent packages count: 3.242%
    • Docker downloads count: 3.629%
    • Stargazers count: 4.761%
    • Forks count: 6.059%
    • Average: 6.461%
    • Downloads: 9.28%
    • Dependent repos count: 11.793%
  • Maintainers (3)
conda-forge.org: climpred

  • Homepage: http://github.com/pangeo-data/climpred
  • Licenses: MIT
  • Latest release: 2.2.0 (published over 3 years ago)
  • Last Synced: 2025-04-25T12:10:43.405Z (2 days ago)
  • Versions: 14
  • Dependent Packages: 2
  • Dependent Repositories: 14
  • Rankings:
    • Dependent repos count: 9.349%
    • Dependent packages count: 19.581%
    • Average: 21.023%
    • Stargazers count: 26.808%
    • Forks count: 28.355%

Dependencies

.github/workflows/benchmarks.yml actions
  • actions/checkout v3 composite
  • actions/upload-artifact v3 composite
  • conda-incubator/setup-miniconda v2 composite
.github/workflows/climpred_installs.yml actions
  • actions/checkout v3 composite
  • actions/setup-python v4 composite
  • xarray-contrib/ci-trigger v1.2 composite
.github/workflows/climpred_testing.yml actions
  • actions/checkout v3 composite
  • codecov/codecov-action v3 composite
  • conda-incubator/setup-miniconda v2 composite
  • xarray-contrib/ci-trigger v1.2 composite
.github/workflows/comment_binder_pr_link.yml actions
  • mshick/add-pr-comment v1 composite
.github/workflows/python-publish.yml actions
  • actions/checkout v3 composite
  • actions/create-release v1 composite
  • actions/setup-python v4 composite
.github/workflows/upstream-dev-ci.yml actions
  • actions/checkout v3 composite
  • actions/download-artifact v3 composite
  • actions/github-script v6 composite
  • actions/setup-python v4 composite
  • actions/upload-artifact v3 composite
  • mamba-org/provision-with-micromamba f347426e5745fe3dfc13ec5baf20496990d0281f composite
  • xarray-contrib/ci-trigger v1.2 composite
requirements.txt pypi
  • cf_xarray >=0.6.0
  • cftime >=1.5.0
  • dask >=2021.10.0
  • xarray >=0.19.0
  • xskillscore >=0.0.20
.binder/environment.yml conda
  • bias_correction >=0.4
  • cf_xarray >=0.6.0
  • cftime >=1.5.0
  • dask-core >=2021.10.0
  • esmpy
  • esmtools >=1.1.3
  • matplotlib-base
  • nc-time-axis >=1.4.0
  • netcdf4
  • pip
  • pydap
  • python >=3.9
  • toolz
  • xarray >=0.19.0
  • xclim !=0.30.0
  • xesmf
  • xrft
  • xskillscore >=0.0.20
pyproject.toml pypi
setup.py pypi

Score: 15.207001393990982