Take a look at this wikipedia page on determining the number of clusters in a data set.
Also you might want to try Agglomerative hierarchical clustering out. This approach does not need to know the number of clusters, it will incrementally form clusters of cluster till only one exists. This technique also exists in SciPy (scipy.cluster.hierarchy).
