This sample emphasizes distinct populations, including isolated and geographically well-separated peoples. In contrast the Population Reference Sample (POPRES) was assembled with the goal of bringing together a set of DNA samples that would support a variety of efforts related to pharmacogenetics research [29]. It tends to represent major populations. The features of these collections will be used to examine the performance of eigenmaps constructed using a variety of base samples.