Here we began a study of clustering methods applied to graph theory with the goal of understanding community detection in social networks. We began with an application from Oggier, Phetsouvanh and Datta, “BiVA: Bitcoin Network Visualization & Analysis” which applies clustering techniques and entropy centrality to produce visualizations of the transaction network defined by the Bitcoin block chain.