My comments :
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“instead to read” => “instead of reading” (first block)
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By contrast, with the previous notebook, we will select the numerical features from the original dataset instead to read an external file where the selection has been done beforehand.I think that we did the exact same thing in the previous notebook already. Not sure this statement is useful here. -
it could be interesting to compare the statistical performance of the logistic regression computed with cross-validation performance of the predictor used in the first notebook.