For each element we selected a subset of MAGMOM values that included the lowest DFT energy for a given size (within 1 meV/atom) at least 97% of the time (Table ). These values were used to initialize the DFT calculations. For elements for which multiple MAGMOM values were used, for each cluster the calculation that resulted in the lowest energy was added to the database.