In part, our work is motivated by the Open Force Field Initiative (OpenFF), which seeks to develop open data sets and infrastructure which can be used to produce new force fields which improved accuracy. It recently released an initial prototype force field, SMIRNOFF99Frosst and, given our connection with OpenFF, SMIRNOFF99Frosst is one focus of our testing in the present study.