Our ML models use a subset of features from the Mordred molecular descriptor calculator. Mordred is a feature calculator that produces 1826 features, including all features found in RDKit. We apply the Mordred calculator to all SMILES strings found in QM9, while omitting 3-dimensional features (214 features) to reduce feature dimensionality (3-dimensional features were not found to improve model accuracy).