After training our initial model and analysing the results (see Compounds that fail to be appropriately predicted show chemical patterns), we decided to add more functional groups to our model to attempt to improve our results. The SMARTS strings used for both models discussed in this work are shown in Table and the distribution of functional groups are given in Figure .