I live on the south shore of Long Island, so it's about a 10 mile ride to the north shore where the roads are more rural and more hills.
Most of my rides are solo, so I leave from my house. Most of the group rides leave closer to the north shore, so it depends on how far they're going whether i ride or drive to the starting location.