I have a dataset containing numerical as well as categorical variables.
After I've fit my dataset to a CatBoostClassifier, I want to extract the entire feature set, with the categorical variables encoded in whatever method the classifier decided to encode them.
How can I extract the fully transformed (encoded) features? (similar to what a fit_transform method would return)