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The GEOS-Chem CHEmistry and Emissions REanalysis Interface with Observations (CHEEREIO) is a set of Python and shell scripts that support data assimilation and emissions inversions for arbitrary runs of the GEOS-Chem chemical transport model via an ensemble approach (i.e. without the model adjoint).