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A parity trace scan was a method to reconstruct computer logs that had been lost.
In 2371, B'Elanna Torres ran a parity trace scan on the sensor logs of Chakotay and Tuvok's shuttlecraft, revealing that the logs had been erased, not damaged by an attack as Tuvok had claimed. (VOY: "Cathexis")