R is an open source programming language and software traditionally used in statistical analysis but is now gaining ground in other areas such as chemo metrics and computational physics using R modified packages. The R packages used in this analysis seek to identify the characteristics in solvents that are key in affecting their solubility. These characteristics are melting point, boiling point, density, dielectric, refractive index and dipole moment.