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Including extra parameters to your supplied product normally raises the R2 but can result in overfitting, i.e., managing the noise in the info as genuine sign. When overfitting occurs, the model will arrive at a really superior R2 from the information on which it was trained, but Substantially decrease R2 values towards new observations.Complements