Here is an awesome explanation and example of the beta distribution from David Robinson stats exchange. http://stats.stackexchange.com/questions/47771/what-is-the-intuition-behind-beta-distribution The short version is that the Beta distribution can be understood as representing a distribution of probabilities- that is, it represents all the possible values of a probability when we don't know what that probability is. Here

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