[markweitzman]

I haven't had any problem since I used the approach of updating the mean of a cluster to a random point if the cluster was empty. And to my surprise once I figured out the parameters the scilearn python package has a routine which implements lloyds algorithm and it agreed with my own coding once I set equivalent parameters and seeds.