Preprocessing Transformers

StandardScaler, OneHotEncoder, PolynomialFeatures — fit on train, transform test. Home: area mean 1742.6692 / scale 495.4195; test z 0.6526 vs leak 0.6915; OHE (3,3) unseen zeros; poly (3,2)→(3,5).

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