sdtypes
dictionary describes the semantic data types of each of your columns and the transformers
dictionary describes which transformer to use for each column.fit
.transform
method will return cleaned, numerical data that's ready for data science.reverse_transform
data to get back data in the original format with the original column names. Note that this data may not be exactly the same as the original data, depending on the transformers & their settings.