Utilization of available experimental crystal structures for the HEMs in our compound library was initially convenient for featurization efforts in lieu of structures calculated using molecular mechanics. HEM sensitivity properties are also influenced by the solid state structure of the crystal lattice. As later discussions will illustrate, we also demonstrate that our methods can be used to model compounds lacking experimental crystal structures in order to support streamlined ab initio screening of HEM candidates.