Upper Rice Lake is a lake located in Isanti County, Minnesota. It appears on the Braham USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 944.36 feet (287.84 m) above sea level. The nearest populated place is Andree, approximately 0.8 miles to the NNE.