TECHNICAL VALIDATION For a given cluster size and element, we compared the lowest-energy cluster from the literature against the lowest-energy non-literature cluster in the database to assess which had lower energy. There are 1540 systems for which there is at least one literature structure in the database. The database contains clusters that are lower in energy by at least 1 meV / atom for 589 of these (Figure ).