Deep Creek is a stream located in Plymouth County, Iowa. It appears on the Oyens USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,213.91 feet (370.00 m) above sea level. The nearest populated place is Seney, approximately 2.2 miles to the NNW.