The algorithm converges when the final number of points cannot be further reduced, since they all are farther apart from each other than the maximum distance d. After assigning each instance its new coordinates, we follow<cite> Han et al. (2012</cite> Han et al. ( , 2014 in using the GeoNames data set to associate clusters with cities, by substituting the instance coordinates with those of the closest town center.