Node-level tasks included predicting properties for atoms, lone pairs, and bonds. For atoms, excellent R 2 scores were obtained; MAEs and RMSEs were less than 0.03 electrons. Lone pair-related tasks included s-, p-, d-, f-characters, and occupancies. For sand p-character prediction tasks excellent scores were obtained. Results for dand f-character prediction were worse, but still very good. Occupancy prediction was also successful. For bonds, occupancies were predicted with good scores. Differences in hybridization characters and polarizations were also successful except dand fcharacters, which have minimal applicability here, as only the first two row elements were considered.