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We have been researching for chance discovery more than 10 years. The aim of chance discovery is discover something, but chance discovery is rather different from data mining. In 2007 Taleb introduced a concept "Black Swan." Taleb uses this rare black swan metaphor to explain how usual person tend to ignore rare or novel events and the importance of being aware of such rare or novel events. The main concept of Black Swan seems coincide with that of chance discovery. Thus, in this paper, I compare a chance with Black Swan and present the future feather of chance discovery.