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category with binary values. Preferable for nominal data. df = pd.get_dummies(df, columns=['nominal_category_column']) After these steps, your dataset, now named df, is clean and ready for further analysis. It's a canvas primed for the artist's touch. Step 2: Scaling — Why and How to Scale Your