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The caveat panels

Biography metrics and asymmetric instruments

These two metrics ranked last in the fairness audit, not because their facts are wrong, but because their comparisons are structurally compromised. They're kept in the set with the compromise built into the design: each chart shows only what can honestly be compared, and states what can't.

Draft deferments & business bankruptcies

Two biographical counts, the draft data actively contradicts the viral framing (Biden's deferments match or exceed Trump's), and the bankruptcy comparison set is empty for non-businessmen.

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Fact-checked false statements

A real dataset that exists for one president and not the others, charted only in the single window where the same instrument measured two of them.

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