would be no power to detect an effect at such SNPs. We note that the HapMap 3 samples were phased together in continental groups, which implies that the absolute accuracies in this experiment may be slightly optimistic. However, our main focus is on the relative accuracy of different reference panel configurations, so the non-independence of cross-validation samples is not a meaningful shortcoming.