Concerning the quality of the embeddings, PH2 and PH3 have atypical behaviors compared to all other fingerprints, with the former having one large compound group separated from everything else, while the latter showing none. These patterns are likely caused by the very broad similarity distribution observed for these fingerprints, making it difficult for the UMAP algorithm to preserve the manifold correctly.