Package for implementing Bayesian Rule Set (BRS) in R, as well as graphical tools introduced in Chiu and Xu (working paper). BRS is an interpretable machine learning algorithm that uses rule sets to classify data. This package also allows users to create bar plots, t-SNE plots, and chord diagrams to help visualize the results of BRS.