Justin Sandercoe takes us through this Green Day song. Lots of power chords which is typical for Green Day, and he also tries to explain the solo. Tabs for this song can be found here.
This is a great way to learn to improvise. Use the 12 bar blues backing track that JustinGuitar.com has free for download.