Overall, these models show that a combination of the 2DAPC fingerprints and the reduced PubChem fingerprints can be used to predict r i values. All three models performed almost equally well with negligible deviations for the training set accuracy. However, depending on the chemicals for which r i would be predicted, it is advised to evaluate which model would be most suitable based on the leverage applicability domain calculations.