From the screening of the seven atomic descriptors, we find that a charge shell descriptor with 5 shells and values sorted according to the Cahn-Ingold-Prelog (CIP) rules is particularly good for predicting the regioselectivty of bromination reactions (see Table and Figure in the supporting information). An illustration of this 485-dimensional descriptor can be seen in Figure .