Each component of the level of theory -the functional, basis set, and solvent method -is assigned a score. Because the accuracy and appropriateness of computational methods depends sensitively on the property of interest and the types of molecules being considered, these scores are inherently arbitrary and heuristic in nature and are based on e.g. previous benchmark studies and simple rules. Further details regarding the scoring of the components of level of theory are provided in the Supplementary Information.