Training, validation and test rows 8 4 4 Input features exclude identity, group and target 2 First validation observation identity 401 Prediction retains declared target unit kWh Validation and test reproduce the synthetic rule true true First validation prediction is 108 kWh within tolerance true Training center, scale and held-out transformed value 15.0 5.0 17.0 Restored workflow preserves the verified prediction contract true