Simplify BaseEncoder mapping #403
Description
Current State
The class variable mapping of the BaseEncoder class is a dictionary with the following structure
a dictionary with the following item:
- 'col' -> column name (str)
- 'mapping' -> pd.Series containing the mapping from category to encoding
Suggestion
Avoid pandas data frames and just use dictionaries instead. These are faster, easier to read and easier to manipulate. Mappings could be chained more easily. Moreover, many of the encoders, they are converted to dict anyways.
Use a nested dictionary of the structure {colname: {'cat_a': mapping_val_a, 'cat_b': mapping_val_b, 'cat_c': mapping_val_c ,...)
Actually the whole encoder could just yield the mapping dictionary, because the column names can be retrieved by mapping.keys().
This would really be helpful for better development and readability, but would be work to update and test all subclasses. I think it is unnecessary that users can supply both dictionaries and pd.Series as mappings because they can run pd.Series.to_dict() themselves.