To understand how different GA hyperparameters tune the GA's emphasis on exploration versus exploitation, the population size, elitism percentage, selection method, and mutation rate are examined. While testing each parameter, all other parameters remained constant. The default parameters were a population size of 32, an elitism percentage of 50%, random selection, and a mutation rate of 40%. The previously determined convergence method was used with a minimum Spearman coefficient of 0.8 and 50 convergence generations. To measure the performance of the GAs with tuned hyperparameters, the champion, coverage, and speedup performance metrics are calculated in the same manner as described in the convergence criteria section.