Purgatory Creek is a stream located in Nowata County, Oklahoma. It appears on the Oglesby USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 655.11 feet (199.68 m) above sea level. The nearest populated place is Oglesby, approximately 3.1 miles to the WSW.