Unified representation of blazar evolution. The continuous UMAP representation of the TabPFN latent space has been divided into three bins of P_BLL, corresponding to the three potential evolutionary phases. For each phase, we provide the characteristic ranges for the most discriminating features. These ranges represent high-density intervals around the KDE peaks identified in the histograms presented in previous sections.