Comparing the coverage and speedup shows that a mutation rate of 40% has similar coverage to 30%, 50%, 70%, 80%, and 90% mutation, but much larger speedups (ESI Table ). Examination of this trade-off for chemical properties individually (ESI Figure ) showed 40% mutation gave the best balance of coverage and speedup for all 3 properties. For future GAs, 40% mutation rate is recommended.