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8080labs avatar 8080labs commented on August 22, 2024

Sorry, but I do not understand the intention of your issue.
Can you please go into more detail and provide a full code example?

Thank you,
Florian

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The-Gupta avatar The-Gupta commented on August 22, 2024

The DataFrame here is passed to the function _calculate_model_cv_score_ which can have lots of duplicate rows [i.e., feature-target pair] and those duplicates are not being removed at any further step. It causes overfitting and thus, the evaluation metric score is incorrect.

If you want to see those duplicates, add df.to_csv(r'C:\Users\username\Desktop\temp\\' + x + '__' + y + '.csv', index=False, encoding='utf-8') to save all dataframes locally and inspect [starting from those feature and target pairs that have low count of unique values.]

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8080labs avatar 8080labs commented on August 22, 2024

So, do you propose to remove duplicates?

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