fig10
Figure 10. UMAP feature analyses on various data subsets of substitutions where the substitution energies are predicted by the CE-SVR models: (A) Nb, (B) NbI-Nb5Si3, (C) NbII-Nb5Si3, (D) SiI-Nb5Si3, (E) SiII-Nb5Si3, and (F) combined Nb5Si3. UMAP: Uniform manifold approximation and projection; CE-SVR: center-environment-support vector regression.