Cole Creek is a stream located in Butler County, Kansas. It appears on the De Graff USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,334.45 feet (406.74 m) above sea level. The nearest populated place is Chelsea, approximately 1.6 miles to the SSE.