"We decided on instinct almost, that it was the right image for the record, but the intellectual reasons I haven't quite sorted out in my own mind. It has a spiritual aspect which this record has, and also a great deal of mystery which I like."
- The Edge on cover image for The Joshua Tree
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Though the band settled on the album name Pop for the Pop album there were many proposed titles for the album including Discola, Miami, Mi@mi, Novelty Act, Super City Man, YOU2 and Godzilla, went as far as having artwork made for them.