The spatial scan statistic (1) is the most used measure for cluster strenght. The evaluation of all possible subsets of regions in a large dataset is computationally infeasible. Many heuristics have appeared recently to compute approximate values that maximizes the logarithm of the likelihood ratio. The Fast Subset Scan (2) finds exactly the optimal irregularly spatial cluster; however, the solution may not be connected.