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For independent random variables , we consider the maximal correlation coefficient . If are identically distributed with the same continuous distribution, we find that . For discrete distributions, we calculate the maximal correlation coefficient for Bernoulli distributions, geometric distributions, binomial distributions and Poisson distributions. Our paper answers a question in \cite[Section~6]{ChangChen}.

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