Most songs just get better when you add a cowbell - so, music information retrieval researchers that are trying to build the perfect 'hit predictor' need to be able to detect whether a song has a cowbell or not  - a good training set for building the cowbell detector can be found at The Cowbell Project.  There are hundreds of cowbell songs. Some examples:

Procol Harum Whiskey Train
Puddle of Mudd She Hates Me
Queen We Will Rock You
Queen Keep Yourself Alive
Queen Bohemian Rhapsody
Queen Crazy Little Thing Called Love
Queensryche Silent Lucidity
Quincy Jones Sanford and Son Theme
R.E.M. Ignoreland
Radio Four Dance To The Underground
Radiohead Creep
Radiohead Electioneering
Rage Against The Machine Killing In The Name
Rage Against the Machine Freedom
Rainbow Still I'm Sad
Ramones Suzy is a Headbanger

A good paper on detecting and annotating cow bell (and other percussive intstruments) is  COLLECTING GROUND TRUTH ANNOTATIONS FOR DRUM  DETECTION IN POLYPHONIC MUSIC

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