When the distribution of lattice parameters, lattice angles, space group numbers, and atomic numbers of each model was checked against the values in the real distribution, we found that once again, our Diffusion Model performed best. In all areas, Diffusion Models performed exceedingly well, even capturing the peaks in the distribution of space group and atomic numbers (See , WGANs were not able to do this and Vanilla GAN distributions were even worse with indications of severe mode collapse.