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Two variables share I(X;Y) = H(X) + H(Y) − H(X,Y) bits: an umbrella that copies the weather perfectly shares all of the weather's entropy, one matched at reliability ½ shares none, and the overlap can never exceed the smaller of the two entropies.

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