I.e. a structure with multiple chemical elements present would be considered the same as another structure with different elements provided the positions remained the same. This would only be problematic if we were to consider unoptimised structures (c.f. supporting information S2) or elements with very similar atomic interactions which we do not in this work. Should this become relevant in the future other types of distance matrices exist that do account for atomic species such as a Coulomb matrix.