Yes, but in my opinion you should start with a white or grey scotch brite first. I think green is very aggressive and can leave some deep scratches, especially when done by hand. If you have a pro shop around I would recommend having them put it on a spinner for uniformity. You also have the option of having it sanded with or against her track. Sounds like perpendicular/against track will work best. Usually they do this for $5.
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