Fitting scalers on full data before train/test split causes:
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Short Explanation and Infographic
Fit preprocessors on train only — fitting on all data leaks test info.
Full explanation below image
Full Explanation
Pipelines must nest preprocessing inside fold/split discipline to avoid leakage.