Lake Florence is a reservoir located in Olmsted County, Minnesota. It appears on the Stewartville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,195.85 feet (364.50 m) above sea level. The nearest populated place is Stewartville, approximately 0.3 miles to the SE.