Scikit-downscale is a toolkit for statistical downscaling usising Xarray. It is meant to support the development of new and existing downscaling methods in a common framework. It implements a fit/predict API that accepts Xarray objects, similiar to Python’s Scikit-Learn, for building a wide range of statitical downscaling models.