Pour tomato juice into a soup pot. Re-fill the can with cold water and add to pot. Add remaining ingredients and cook of medium heat until it just starts to bubble.

Turn down the heat to minimum for 45 minutes. (If you are using white rice, you may want to wait and add it to the soup in the last half hour.)