This paper introduced NgViz, a tool that examines DNS traffic and shows anomalies in n-gram frequencies. This is accomplished by comparing input files against a fingerprint of legitimate traffic. Both quantitative analysis and visual aids are provided that allow the user to make determinations about the legitimacy of the DNS traffic. Categories and Subject Descriptors C.2.3 [Computer-Communication Networks]: Network Operations General Terms Measurement, Security, Experimentation, Algorithms Keywords Anomaly Detection, Network Traffic Analysis, DNS, Tunnel Detection, Character Frequency Analysis, Visualization