Hurricane season is June1-December 1. Itineraries can be changed as needed by the Captain to avoid a big storm.
If you have your heart set on Atlantis, be aware than the cruise lines can skip a port for a variety of reasons including avoiding a storm, port not available at last minute, strikes at ports, etc.
Summer holidays, school breaks etc are pricier than the odd week in early November.