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Motivation As mentioned in our high-dimensional PCA note, understanding the spectrum of Toeplitz matrix is important. The subject itself is a bit technical, but the analytical techniques involved in it are splendid and general. So here I took note from this paper and present way to calculate the spectrum on paper (or by mathematica).