For the 1000 genomes data set 3 randomizations are sufficient to provide highly significant P values when adopting a one-tailed t -test and comparing to the real data.
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Turning Vice into Virtue: Using Batch-Effects to Detect Errors in Large Genomic Data Sets.
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