Ab-initio methods, as much as all other chemical approaches to understand the structure property relationships of propagation rate coefficients have to date been based on an accurate calculation of specific influences, based on quantum chemical methods, or based on equations that directly relate properties based on physical laws. In our current approach we have turned this approach upside down. Rather than understanding relationships and correlations on the basis of physical understanding, we aimed to identify correlations purely based on statistical methods. As such, the tool we describe address pure scientific discovery, as outlined in a recent perspective. In this approach, a deeper understanding for the reason of correlation of parameters is per se not required. However, once correlations are established, this information can be used to infer new scaling laws, eventually leading to a better physical understanding. As for the basis of correlation, we have chosen for physical properties of monomers, ideally properties that can be easily measured or calculated by simple means. The aim is hereby to provide a framework that is as simple and accessible as possible.