In February, the weather in Shawnee is typically cold. Average daily high temperature in February is about 4 degrees above zero. On average, Shawnee has 11 partly cloudy, 10 sunny, 4 rainy, and 4 cloudy days in February. The rains are usually moderate. February as well as January, March, April, and December is considered the most uncomfortable time to visit Shawnee.