How do I search for radio stations with the new iTunes software?

I have been unable to find a search option that allows searching for radio stations with the new iTunes software. There was a search box that allowed this with the old software, but since I upgraded a couple of days ago, that search box has disappeared. I still see album covers for most of the recently played radio stations, but no way to search for new ones.