Mix 3-parts baking soda with 1-part vinegar to make a thick paste. Use a microfiber cloth to scoop the paste up and rub it into the copper. Then, rinse it off and dry it by hand.
Copper sheets previously used in solar cells can be melted down and stripped of impurities, to form high-grade copper as a product, but this would require lab equipment.