iTunes album refund and repurchase?

I bought an album on iTunes on my iPhone but it did not come with the digital booklet it came with. So I contacted support and they are giving me a refund. Will I still have the album? Will the album be removed from my purchased items? Can I repurchase the album and hopefully get the digital booklet?