Unfortunately, you cannot go back to square one and reset the game. On the other hand, removing the game from your mobile device will not delete any of your progress as of that moment (with an exception of those who used their social network account to log in).
   
You can always continue the game upon re-installing the application, or play the web version online, using your favorite social network.