This is a collection of Python scripts and functions used to calculate the dataset: " Lamb circulation types for the northern hemisphere derived from historical CMIP simulations and reanalysis data", doi: 10.5281/zenodo.4452081 For further information, please refer to: Brands, S (2022): A circulation-based performance atlas of the CMIP5 and 6 models for regional climate studies in the northern hemisphere mid-to-high latitudes, Geoscientific Model Development, doi: 10.5194/gmd-2020-418 Update history: Version 2 contains an updated version of Version 3 contains an updated version of , the files are no longer packed.

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