Try the Materials Informatics Toolkit, which is designed to easily handle SMILES data. This and other helpful add-ins are available in the JMP® Marketplace
In this case study there is a high scrap rate and we don't understand the causes. By exploring the data with the visual and interactive tools in JMP we find the key drivers and what we need to do to fix the process for good.