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.