Do you go to the dungeon?

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Statistically, four out of five randomly rolled characters will be better than the standard array, and one out of five will be worse.

The chance for a given highest-three-of-4d6 roll to be lower than 15 is 76.85%. So the chance of all six of them to be lower is 76.856%, that is to say about 20%.