Each coil is fed through a blanking press, which punches out round disks called blanks. The strip of metal that's left over is called webbing. It's shredded and recycled—usually into another sheet of metal.
The Mint doesn't make blanks for pennies—it buys them. However, the Mint supplies fabricators with the copper and zinc that are used to make the penny blanks.