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Add squared and interaction terms with PolynomialFeatures and compare validation error. Concepts: Polynomial regression; interactions; overfitting with high degree Project A: Interaction duration × checking status (does long duration hurt more when overdrawn?). Project B: temperature² captures the U-shape; compare with heating/cooling degree features from the EDA.