Used for understanding individual storm evolution through isomap space. Idalia observations projected into the all-storm Isomap embedding and colored by storm-relative quadrant and radius. Distinct regions of the manifold are preferentially occupied by different storm-relative geometries, demonstrating that the embedding captures physically meaningful organization of the TC wave field.