Need something better than SimpleImputer for missing value imputation?
Try KNNImputer or IterativeImputer (inspired by R’s MICE package). Both are multivariate approaches (they take other features into account!)

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Impute missing values using KNNImputer or IterativeImputer
3.70 GEEK