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words, such as “Calvin Klein;BCBGeneration;Hanes”. Dealing with this type of features can sometimes be painful as you need to handle them with text splitters, tokenizers, lemmatizers, etc. Hopefully, CatBoost can manage everything for us! # Define features features = { 'numerical': ['retail_price',