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Just in case you weren't sure what thingie I was referring to, you can see in the scan below indicated by the (what else?) peanut brittle...
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If your Mr. Peanut pencil doesn't have the same type of holder, you can always remove the present eraser with a thin finishing nail or heavy straight pin.

Good luck...