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In the literature many different similarity measures have been proposed that can be used to further summarize the information in a 2 \u00d7 2 table. Many of these measures are just functions of the four cells. In this paper the important ones are reviewed. Furthermore, it is shown how various similarity measures are related to one another by considering certain general similarity measures that have various important similarity measures as special cases. 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