Collecting flow for any length of time can lead to an overwhelming number of records especially if one is attempting to find anomalies. Creating a method that will reduce the number of records that require examination and highlighting anomalous flows is the goal of this paper. We do this by using encounter traces to form an encounter complex and examining the result.