To further investigate why these methods fail , we performed a sequence of experiments with the two nested ' C 's data , while changing the distance between the two clusters . The results are shown in Figure 6 . We can see that all three methods fail to cluster the points correctly once the clusters can not be separated using non - overlapping convex shapes .