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How is covariance related to the variance of a single variable?
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In statistics, the covariance between a variable and itself is equivalent to the variance of that single variable. This relationship is expressed by the formula:
While covariance generally measures the joint variability between two different random variables, applying the covariance calculation to a single variable effectively measures how that variable deviates from its own mean, resulting in its variance.1