Here are seperate tracks of We Got The Beat : drums, bass, guitar + rhythm guitar, voice + synth.
This is what you need to do some remixing or just to enjoy each part. This comes from the Rock Band 2 videogame. Thanks to MaxPericles for uploading it in the first place. I converted the ogg files to wav and added them to the folder.