Using Self-Organizing Map code developed in R and ACS demographic data, I created a customer segmentation for a large restaurant chain.  The value in using SOM techniques lie in the neural network methodology which accurately learns key features on highly dimensional data and visualizes it in a user friendly way.  The map below shows the key features within each node by fan diagrams and colors coding the primary clusters.