Data Augmentation

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I am fairly new to the augmentation scene and I have to work with a database where I have, besides numerical columns, two categorical columns and one date column.

I used labelencoder for the date column and onehotencoding for the categorical. If I exclude these columns from scaling, GAN models give some very weird results. None of the labeled columns is my target variable.

Does somebody know of a model that can coöp with this kind of dataset?

Kind regards!
 

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