The three chemical properties examined in this paper are the polarizability, optical bandgap, and solvation energy ratio between water and hexane. Since the goal of this work is to understand the effects of the GA hyperparameters on the search through the chemical space, the chemical space needs to be fully mapped. With this method, the global optimum will be known and one way the hyperparameters can be evaluated is based on if they found the champion hexamer. To do this, the three chemical properties were exhaustively calculated for all 100,128 oligomers. This database of properties can be accessed within the GA during the fitness evaluation step.