Rice Lake Upper is a reservoir located in Clearwater County, Minnesota. It appears on the Upper Rice Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,503.90 feet (458.39 m) above sea level. The nearest populated place is Minerva, approximately 2.9 miles to the WSW.