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The emergence of the magic number 2 in recent statistical literature is explained by adopting the predictive point of view of statistics with entropy as the basic criterion of the goodness of a fitted model. The historical development of the concept of entropy is reviewed, and its relation to statistics is explained by examples. The importance of the entropy maximization principle as a basis of the unification of conventional and Bayesian statistics is discussed.