Chicago was the location of the infamous St. Valentine 's Day Massacre in 1929 , where Al Capone sent men to gun down members of his rival gang , North Side , led by Bugs Moran .
Later the city also became known for one of the most infamous massacres , the Saint Valentine 's Day Massacre when Al Capone ordered many gangsters to be shot on St. Valentine 's Day in 1929 .