A particular advantage of reducing the dimensionality of a dataset is that the first two components (PC1 vs. PC2, for instance) can be presented in a 2-dimensional plot, providing a straightforward visual representation of the data. By comparing the score plot (a plot showing sample locations along the new reference system) and the corresponding loadings plot (a plot showing the contributions of variables along the same PCs), the data can be interpreted
relatively easily.