The CIFs produced by our WGAN were a positive shift in the correct direction. There was far more variability in the lattice parameters, lattice angles, space groups, and elements present when CIFs were generated. There are echoes of symmetrical components visible within the CIFs, however, symmetry would not be a word used to describe these CIFs. Although four of the CIFs shown still had decomposition energy (eV/atom) above 1, two of them did not. There is clearly room for improvement for the CIFs generated from our WGAN.