This document discusses tracking the dynamics of social communities on Twitter through visualizing changing word clouds. It describes features of Twitter like hashtags and mentions. It then presents an analysis application that can inspect communication within Twitter communities to track changes over time through networks of users, hashtags, and content. The application integrates Twitter API data and could be enhanced with location data and other extractors. The goal is to better understand group dynamics and incorporate the tools into other systems.