Township of Olive is a civil located in Decatur County, Kansas. It appears on the Kanona USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,542.65 feet (775.00 m) above sea level. The nearest populated place is Oberlin, approximately 5.2 miles to the SW.