Energy bias and resolution as a function of true energy for a representative zenith angle of 20◦. Both are taken from the (E_rec − E_MC)/E_MC distribution. Bias (left column) is defined as the median of the distribution, while resolution (right column) is defined as the half-width of the interval around zero that contains 68% of the distribution. In the top panel, Event types (full purple line) is compared to the standard configurations of HAP, Mono (full gray line), and Stereo (full orange line) and to the intermediate configurations with the old definition and new improvements, Mono++ (dashed gray line), and Stereo++ (dashed orange line). In the bottom panel, Event types is compared to the individual types Type M (full green line), Type B (full blue line), and Type A (full magenta line). The uncertainties are calculated via bootstrapping and shown as shaded regions around the lines. The shaded areas in the bottom panel show the energy range in which each type dominates the joint analysis. The combined resolution for Event types was calculated as discussed in Section 4.2.