Grounds Creek is a stream located in Madison County, Missouri. It appears on the Marquand USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 610.24 feet (186.00 m) above sea level. The nearest populated place is Cornwall, approximately 2.6 miles to the NNW.

Nearby Features