Motivated by the limited number of features selected by random forest feature importance analysis, we aimed to further identify a minimal set of features that define an energy landscape for galactose-aromatic CH-p interactions. Because carbon atoms C3 and C5 consistently participate in component CH-p interactions, they do not distinguish between the different systems in our set.