I plugged my iPod into my computer to charge and all of my music disappeared. How do I get it back?

I got this iPod from someone else and all of their music is still there. But the few albums that I bought myself are completely gone. I can't find it in my library or purchased folder, or anywhere. Why is it gone, but more importantly, how do I get it back?