The story goes that the Incas abandoned Machu Picchu in a hurry. The Spanish conquistadors had sent hired messengers to inform the Incas of their imminent attack which never materialized. Machu Picchu sat there abandoned for about 500 years until Hiram Bingham from Yale University introduced it to the world in 1911. The locals always knew that Machu Picchu existed. 
