This example achieves locality-sensitive color clustering by mimicing the behavior of Kohonen's Self Organizing Maps (a type of a neural network, commonly referred as SOM). With few modifications to Kohonen's idea, it is being demonstrated that how SOMs achieve a map of locality-sensitive soft data clustering, which is used in tasks like unsupervised (and supervised) modeling.