The observation that MolProps appears to outperform other feature sets suggests some of the descriptors included in MolProps correlate well with free energies of hydration. This is reinforced by our observation that the MolProps feature set outperforms generally other feature sets when predicting ∆G of hydration directly in our pure ML models (see figure ).