He examined the locations of victims of the 1854 London cholera outbreak and deduced that the cause was the Broad Street water pump (later found to be located too close to a cesspit). His arguments provide one of the first examples of spatial statistics.

http://blogs.plos.org/publichealth/2013/03/11/john-snow-the-first-epidemiologist/ Biography, links, and photograph.