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What is information entropy?

What is information entropy? Here are some definitions.

Noun
  1. (information theory) A measure of the uncertainty associated with a random variable ; a measure of the average information content one is missing when one does not know the value of the random variable (usually in units such as bits); the amount of information (measured in, say, bits) contained per average instance of a character in a stream of characters.
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