Two-dimensional UMAP views of the fixed DINOv2 embedding. Panels show (a) ellipticity, (b) Kron radius, (c) ﹩{\mu }_{{\rm{\max }}}﹩, and (d) ﹩{\mu }_{{\rm{\max }}}-m﹩ for a 120,000-object display sample selected with pandas random_state=42. The saved projection was fitted to the raw embedding with n_neighbors = 15, ﹩{\rm{\min }}\_{\rm{dist}}=0.1﹩, Euclidean distance, and UMAP random_state=42. Colors are clipped to the 1st–99th percentiles for visualization. UMAP is used descriptively and does not preserve global distances.