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At first blush, categorical variables aren’t that different from numerical ones. But once you start digging deeper and implement your machine learning (and preprocessing) ideas in code, you will stop every minute asking questions such as “Do I do feature engineering on both train and test sets?” or “I heard something about cardinality — what is that and should I Google more about it?”
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