I've played a ton and the one game that still brings warm fuzzy feelings to me is.......

Daytona USA

ROOOOOLLLING STAAAAAARRRT!!!!!!!!!!!
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I've had way too much fun playing Daytona with my friends. We frequented an arcade that had 8 units set up (IIRC) and it was a blast each and every time we played. Whenever we needed a break from Street Fighting, that is.