Do girls smile at ugly guys?

Sometimes I will turn and accidentally make eye contact with a girl and she gives me a quick smile...

So would a girl smile at an ugly guy, or would they at least have to be decent looking for a girl to smile?
Do girls smile at ugly guys?
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