Location #1: Opening scene
This is a studio backlot / movie set
Location #2: The Tramp in trouble with youngsters
This is a studio backlot / movie set
Location #3: The Tramp meets the young girl
This is a studio backlot / movie set
Location #4: The millionaire tries to kill himself
This is a studio backlot / movie set
Location #5: The restaurant
This is a studio backlot / movie set