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In fact, one of the points I illustrate in Section 4.4.1 of Exploring Data in Engineering, the Sciences, and Medicine is that there are cases where not only the means but all of the moments (i.e., variance, skewness, kurtosis, etc.) are identical but the distributions are profoundly different.
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