When I was younger I bought a lot of random CDs that I thought I liked...
Jewel, Nelly Furtado, Nikka Costa, Puff Daddy (when he was known by that name), etc.
But..like I said before, if I regret buying something, I sell the CDs. That, or I give the CD to my sister because she likes CDs.
