Can I change or remove a rating I've already left?

There are some limited changes you can make to a rating once you've left it. The TEXT of the review may not be changed. You can UPGRADE a rating from negative or neutral to a higher score, but you may not change a rating to a lower score. 

From the rating page, you can use the button "Withdraw Rating" on the rating you wish to remove entirely.