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What is the relationship between the standard deviation of each column of data and the standard deviation of the distribution of means? Be as quantitative

What is the relationship between the standard deviation of each column of data and the standard deviation of the distribution of means? Be as quantitative as possible in your answer (is there an equation that approximately describes the relationship?).

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