Why won't all of my music albums show up on my iPhone?

I have a lot of albums loaded onto my iPhone. Most of them are there but some simply aren't showing up. They are on the phone I know because the songs can be played by searching the list of songs and finding them but I want to be able to play the album any ideas how to fix it?

Maybe restore your iPhone on iTunes and add those songs again.

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