As in, that criminal got off scot-free despite a mountain of evidence that would seem to indicate his guilt.
closed as general reference by Gnawme, FumbleFingers, MετάEd, Daniel δ, MrHen Apr 14 '12 at 14:41
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From the etymonline.com entry for scot:
You see this remnant also in the phrase "scot and lot."