You may want to think about a place to stay with an outdoor swimming pool if you plan to visit Cherry Tree Pool in the hottest months of January, February, or December when the average temp is 69°F. Lodging offering an indoor pool may be the way to go if you are visiting during the coldest months of August, July, or September when the average temperature is 51°F.