Plane-wave, periodic DFT calculations were carried out using the Vienna ab initio Simulation Package (VASP) version 5.4.4 and the Atomic Simulation Environment (ASE) version 3.20.0b1. We consider properties calculated with four exchange-correlation functionals: PBE-D3(BJ), HLE17, 38 HSE06, and HSE06 * (i.e. HSE06 with reduced HF exchange). The PBE-D3(BJ) calculations were obtained from the QMOF Database, as previously reported. The HLE17, HSE06, and HSE06 * calculations are new to this work and were carried out using structures from the QMOF Database 24 that were previously optimized with the PBE-D3(BJ) exchange-correlation functional. In commonly accepted notation, these levels of theory would generally be referred to as PBE-D3(BJ), HLE17//PBE-D3(BJ), HSE06//PBE-D3(BJ), and HSE06 * //PBE-D3(BJ), indicating that the functional to the left of the double-slash is a single-point (i.e. static) calculation carried out on the geometry obtained using the functional to the right of the double-slash. For brevity, we will simply refer to these levels of theory as PBE, HLE17, HSE06, and HSE06 * , respectively. Of the 20,000+ structures in the QMOF Database with properties computed using PBE, approximately 10,700 have newly computed properties at the HLE17, HSE06, and HSE06 * levels of theory.