Penitentiary Creek is a stream located in Lee County, Iowa. It appears on the Fort Madison USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 519.03 feet (158.20 m) above sea level. The nearest populated place is Niota, approximately 1.0 miles to the SSE.