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This experiment is done by people working within the psychology field. the site is called beautycheck and their conclusions are that the average looking person is the one that people find to be attractive.
http://www.uni-regensburg.de/Fakultaeten/phil_Fak_II/Psychologie/Psy_II/beautycheck/english/morphing/morphing.htm