Now, why didn't Rick and the gang at the prison go to Woodbury? They have power, albeit a limited amount, including hot water. They have real buildings with real beds in them.
And a long, long wall that needs to be continuously guarded, and everyone in Woodbury capable of using a gun effectively is *DEAD*.