T2 is addressed by a few approaches that utilize various XAI methods to highlight contributions of compound substructures. In general, data scientists write scripts that visually map the explanations onto molecular diagrams, using functionalities from programming toolkits (e.g., a function from RDKit originally created for similarity mapping ). The resulting images are explored individually or in small portions in a non-interactive fashion.