iTunes – Random Songs Appearing in iTunes Library After Activating iTunes Match

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After enabling iTunes match, my library is cluttered with hundreds of tracks which I don't own / haven't downloaded. They have the "cloud" icon on them which makes me think they are either from iTunes Match – or maybe Genius.

How can I get rid of these tracks from my library, they are driving me nuts.

P.S. using iTunes 11

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Best Answer

Go to Settings > Music > Show all music and turn it off.