In order to select a maximally diverse test set from the pool of molecules available in the ThermoML Archive or MNSolv Database, a distance metric based on molecular fingerprints was defined to determine how distinct any two substances are. Then, binary mixtures were selected by a greedy optimization that maximized this distance metric. For a more detailed description of this process, see the Supporting Information Section 1.