Bar chart showing the Pearson correlation score of input variables and the black hole mass, from the training sample data. The redshift, luminosity, and bolometric luminosity correlations are included in this chart, since z (and thus L_X) are known for almost half of the sources, and the outputs will be predicted before the black hole mass, underlining the logic behind the chain regression.