Point Clustering

Point Clustering: Various Approaches
Please fill this in with any approaches that you have tried for Point Clustering along with code snippets. Please include discussion on why a particular method worked well or didn't work well and what circumstances it may be good for.

Possible Approaches:

 * Coordinate interleaving
 * K means Clustering
 * Heirarchical Clustering
 * distance calculation for each coordinate pair