It's possible but doing it by hand will almost surely kill them because you won't be able to get enough tap root to keep it alive. You need a lot of tap root in order for them to survive. Since they are so plentiful and cheap, it's better to cut them down instead of transplanting. You can get some that are 6 feet tall for about 30 bucks at your local big box store.
