In this paper, I employ an LDA model in order to classify 20,227 judicial decisions from the Philippine Supreme Court during the 1996-2012. I begin by introducing the Philippine Supreme Court, its jurisdiction, and significant controversies during this time period. Next, I explain the problems that would arise from hand-coding these judicial decisions. I then explain the Latent Dirichlet Alloca...