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That should have won 
The YF-23 was definitely more stealthy (yes, I'm an expert), but as I recall F-22 was more maneuverable. Decision was made by Fighter Mafia, so...
In any event, I think it's a huge mistake to cancel this program. The F-35 is NOT an air superiority fighter, and does not IIRC have super-cruise. This alone is a force multiplier that is hard to overstate. The Low-Probability of Intercept radar systems, combined with its low radar cross section, give it a first-shot/first-kill ability that no other plane can currently match. The primary reason the USAF F-15 has maintained air dominance is due to training, tactics, and information dominance over the battle space, not the aircraft's capability. I don't say this to run down the F-15; it was and still is a marvelous machine. However, in the last two decades it has only been employed in a combat environment where the chips were stacked heavily in its favor. The combined arms, strike package concept employed by the US, used against adversaries with poorly trained and equiped nations, has done much to uphold the F-15's aura of superiority.