Verification of weather and climate forecasts. prediction.

climate, climate-analysis, dask, forecasting, pangeo, prediction, python, s2d, s2s, xarray
pip install climpred==2.4.0


Verification of weather and climate forecasts.

docs Documentation Status JOSS paper DOI
tests CI CI upstream coverage status
package Conda Version Conda downloads pypi Version pypi downloads
license license
community gitter chat GitHub contributors GitHub forks GitHub stars GitHub issues GitHub PRs
tutorials climpred gallery climpred workshop climpred cloud demo
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.


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

pip install climpred[complete]
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:

git clone
cd climpred
pip install . --upgrade
pip install git+


Documentation is in development and can be found on readthedocs.