Figure 1. How data is translated into a cluster map by KDE. The first part of this figure shows the data for chromosome XYZ, from two files, plotted to create two unique points in 3-dimensional space. As more data are added, the additional points may cluster around the original points or may seed additional clusters. The clustering is unsupervised, the number of clusters that form depends entirely on the nature of the data.