Maximum distinct categories
Up to this limit, each categorical feature keeps its most frequent categories. Any additional categories are grouped into an "Other" category.
Rescale numerical variables
Standardizes generated numerical variables to improve scale consistency and model convergence.
Setting common to all generated numerical features.