Two-dimensional UMAP representation of the latent space for the full 4LAC-DR3 sample, colour-coded with the high-energy photon index PL_Index (top left), Variability_Index (top middle) the frequency of the synchrotron peak nu_syn (top right), the detection significance Signif_Avg (bottom left), the redshift z (bottom middle) and the SED_class (bottom right). For better visibility, missing values of the redshift (z) and of the synchrotron peak (nu_syn) are not displayed.