In the previous Section MACE performance and transferability we showed that MACE extrapolates well to a range of diverse datasets. In this section, we aim to assess the diversity of and relationship between these datasets by calculating geometric descriptors and projecting them into 2D space for visualisation. However, this observation is empirical, based on only 12 structures, some of which have both joined rings and elongated bonds.