feather file format from feather-format is supposedly really fast in read/write operations.
It could speed up the work (especially where steps cache is used)
ConfidenceRate transformer is missing the fit method and all the transformations are performed
in the transform. It should save all the groupby level target means during fit and simply retrieve them during transform