Lake Florence is a lake located in Olmsted County, Minnesota. It appears on the Stewartville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,191.50 feet (363.17 m) above sea level. The nearest populated place is Stewartville, approximately 0.6 miles to the NE.