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Sounds like the Idle air control. My 2005 Sable and 2006 Taurus both had the same symptom. It took about 5 minutes to change it and my issues went away.
Thanks guys, you guys are awesome, I hate having to rely on someone else to fix my stuff when I don't know something. You probably just saved me about $150.00