You may want to consider an accommodation that offers an outdoor pool if you plan to visit Duke in the warmest months of July, August, or June when the average temperature is 83°F. Lodging with an indoor pool may be what you want if you visit during the coldest months of January, February, or December when the average temperature is 45°F.