This document proposes a novel system for monitoring and analyzing large-scale network traffic data using Hadoop. It describes a three-step algorithm for identifying communities in network traffic graphs and a Jaccard-based learning method for building a cellular device model database. Experimental results revealed network traffic and user behavior phenomena not previously shown.