The following physicochemical properties of pharmaceutical interest were calculated in Python employing the RDKit module: SlogP, molecular weight (MW), topological polar surface area (TPSA) , number of rotatable bonds (Rb), number of hydrogen bond acceptors (HBA), and number of hydrogen bond donors (HBD). The distribution of the physicochemical properties was depicted with violin plots, constructed in the Python programming language with the Scikit-learn module.