You may want to think about an accommodation with an outdoor swimming pool if you’re planning to visit Olney in the warmest months of July, August, or June when the average temp is 84°F. Lodging offering an indoor pool may be what you want if you are visiting during the coldest months of January, February, or December when the average temperature is 49°F.