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Statistics Help on understanding a proof

If anyone could help me in understanding why in the attached document that ES^2 = E ( 1/n(SIgma^2 + mew^ 2)....)


This is somewhere in the middle of the page.
Sorry I could not write the Lemma in Latex.

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