Overall, our RPLC classification model was highly successful in identifying the chemical structures that are easily analyzable via RPLC (i.e., 'inside' cases) as well as the 'maybe' and 'outside' cases. The classification model used a combination of similar molecular fingerprints as those used by the three r i models, taking advantage of all the structural information.