An implementation of the blocking algorithm transitive locality-sensitive hashing (TLSH) in Steorts, Ventura, Sadinle, Fienberg (2014) doi:10.1007/978-3-319-11257-2_20, which is a k-means variant of locality sensitive hashing. The method is illustrated with examples and a vignette.