climpred: verification of weather and climate forecasts#


Documentation Status JOSS paper DOI


CI CI upstream codecov status


Conda Version Conda downloads pypi Version pypi downloads




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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. 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+

Getting Started

User Guide

Help & Reference