The Columbia Athletic Club, part of the Columbia Association, is located in a large, white stucco building. At first glance, it doesn't look like a traditional fitness club, but don't be fooled by its exterior. This club, located in Harper's Choice, has everything you need to stay fit. It also has an indoor tennis facility and many programs, activities and classes.