Fig. 5: Materials on the convex hull of Alexandria, projected into two dimensions using UMAP with our Pettifor ⊕ STR embeddings.
From: A non-orthogonal representation for materials based on chemical similarity

We distinguish between metallic and non-metallic (top), as well as magnetic and non-magnetic materials (bottom).