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In information theory, the entropy of a random variable is the average level of "information", "surprise", or "uncertainty" inherent to the variable's possible outcomes. Given a discrete random variable, which takes values in the set and is distributed according to, the entropy is where denotes the sum over the variable's possible values. The choice of base for, the logarithm, varies for different... Wikipedia