Given the optimized structures for each molecule of the QM9 dataset, we conducted single-point calculations at the def2-TZVPD + ωB97M-V level of theory. We used Q-Chem 5.4.2 interfaced with NBO5 to perform the calculations resulting in targets for atom, bond, lone pairs, and orbital interactions, illustrated in Figure . These are described as follows: