I was parallel parked and when I cam back, there were some small scratches into the paint on my rear bumper. I want to paint over with touchup but the thing is there are some plastic pieces sort of raised over the cut. I'm sure those with scratches before know what I mean. How do I get rid of it before painting?

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sand it. I guess...