When evaluating the predicted versus the measured r i values for these models a trend of over prediction for lower r i values and under prediction of higher r i values was found(Figures S4, S6, and S8), corresponding to the regions where the RF regression models were extrapolating. These regions were used for establishing the 'maybe' areas for the RPLC classification dataset.