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get what we call a “data leakeage”: the target is part of the features, the model is given the answer when learning. We now get this new df_agg dataframe: Comparing with the original dataframe, we see that user_id 2 has indeed purchased IZOD, Parke & Ronen, and finally Orvis which is not in the