Lake Cornelia is a lake located in Hennepin County, Minnesota. It appears on the Minneapolis South USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 858.63 feet (261.71 m) above sea level. The nearest populated place is Edina, approximately 0.7 miles to the NW.