Using the RDKIT library, we generate fingerprints for each compound using Morgan 2 (Morgan Fingerprints). This library was specifically chosen for its ability to capture chemical structure diversity in a way that is computationally efficient for the model. Based on their composition and chemical structure, these fingerprints allow a detailed and accurate comparison between molecules.