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
Filter to find important factors (Predictor Screening) and determine their capability
Monitor multiple parameters in one control chart through Model Driven Multivariate Control Chart to ID the underlying components that lead to out-of-control signals