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 video, we show how to create a tree map using the S&P 500 data. Tree maps show values as rectangles in a rectangular display and are useful when you have categorical data with many levels.