Considering the modelling of a large chemical system such as a POC, the design of molecular representations requires careful consideration. Lower-dimensional representations, though easier to generate, are not able to retain sufficient structural information to fully describe POCs compared to their small molecule components. The three-dimensional conformation of a POC is not able to be approximated by a single SMILES string representation.