In the following sections we lay out the line of investigation that interrogates the individual factors, that is, the changes imposed on the data and synthesis route finding query. Moreover, we show how the results demonstrated an improvement in the performance of synthesis route search in a drastic manner. Finally, we set forth to find topological explanation for the improved performance.