Self-Organizing Maps (SOM) are considered by many to be black boxes because the results are often non-intuitive. Our research takes the multidimensional output from a successful intrusion detecting SOM and displays it in novel full color and 3D formats, with landscape features similar to an island, that assist in understanding the SOM results. This paper describes the visual data mining f…