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The visualization of population structure is one of the most common applications of PCA to SNP data. PCA analyzes both matrix rows and columns [1]. The distinction between a PCA graph and a PCA biplot is that the former has points for only the rows or only the columns of a data matrix, whereas the latter includes both.
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