To avoid this, Kolaczyk (1) recommended setting an upper limit on gi, j , equal, for instance, to N (i.e., the number of nodes). However, in this case, because of the large difference between the maximum geodesic distance separating two connected nodes and N, nodes belonging to the same component would have had similar values for closeness and could not have been discriminated.