Explore hiking trails around Andover Township, New Jersey. The best hike near Andover Township is Mt. Tammany Lookout Loop via Blue Dot Trail and Red Dot Trail, a 4.2 mile loop in Delaware Water Gap National Recreation Area. Andover Township has population 5996.0.