• We then set the metal formal oxidation state by subtracting the sum of the ligand charges from the TMC overall charge. In this way the overall charge of each TMC SMILES will match the tmQMg dataset. However, TM formal oxidation states can still be inaccurate compared to the true CSD structure if ligand charges from the DFT-NBOs are wrong.