The WAE demonstrates poorer performance, displaying a maximum of SS = 0.24 ± 0.02 in PC's [2,4] at 64 dimensions this performance is largely independent of latent space dimensionality. The RNN and RNN-Attention demonstrate the worst abilities as measured by the Silhouette score, with a maximum of SS = 0.1 ± 0.02 in any of the top five PCs for the RNN and SS = 0.02 ± 0.02 for the RNN-Attention.