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The plt render should be moved back one indentation, since you're really only interested in the final result and it saves you 5000 unnecessary renders def monte_carlo(n): results = 0...

This line : `top_similar_user_ratings.extend([global_avg_rating[movie]] * (5 - len(ratings)))` should be `top_similar_user_ratings.extend([global_avg_rating[movie]] * (5 - len(top_similar_user_ratings)))` Because len(ratings) is a const large value here which is not right. https://github.com/towardsai/tutorials/blob/master/recommendation_system_tutorial/recommendation_system_tutorial_netflix.py#L174

This notebook details how to use data-centric techniques to find mislabeled tabular data and train more robust XGBoost (and other) models. I also [published](https://pub.towardsai.net/handling-mislabeled-tabular-data-to-improve-your-xgboost-model-fbe051f4a6a6) the article on your site which...