We have housefinches and white crowned sparrows in my neighborhood, and both have really distinctive calls that get stuck in my head all the time. The housefinches sound like they're ripping a Van Halen riff, and the sparrows sound like they're singing the chorus to that TI/Young Dro song "Shoulder Lean".