For efficient data preprocessing, Simple Imputer and Most Frequent Imputation are effective techniques. Simple Imputer fills missing categorical values with a specified constant, while Most Frequent Imputation replaces them with the most frequent category in the column. These methods ensure a robust approach to addressing missing categorical data in your dataset.
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