We performed statistical analysis to determine whether the presence of a building block or functional group could have positive, negative, or no effects on our photocatalytic DFT descriptors. We employed boostrapped effect sizes with the DABEST package 70 for quantitative estimation of effect sizes. Detailed information on the statistical tests is available as a supplementary material.