By using special plots known as SHAP plots, the contribution of a given feature to increase or decrease the predicted ℎ .# value of each molecule was evaluated. For the 11 molecules of the test set, the direction of the contribution depends on their sensitivity. For sensitive molecules (ℎ .# ≲ 50 cm), the four features contributed to reducing ℎ .# . For the intermediate range 70 cm ≲ ℎ .# ≲ 100 cm, the number of the nitro groups and, more significantly, the polarization of the nitro groups, contributed to increasing ℎ .# while the other two contributed to reducing it; in all cases, the electron delocalization of the ring atoms contributed to reducing ℎ .# . Finally, for the most insensitive molecules, DNAN (ℎ .# = 220 cm) and DATB (320 cm), all properties contributed to increasing ℎ .# (i.e., to decrease the sensitivity), except for the polarization of the nitro groups that contributes to reducing slightly ℎ .# in DNAM.