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Is there any book that contains all functions with their series representations like this site http://functions.wolfram.com/ElementaryFunctions/Log/06/ShowAll.html?

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The standard hardcopy reference is Handbook of Mathematical Functions by Abramowitz and Stegun, which is now also available online.

Series for logarithmic function are on page 68.