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With great trepidation I contradict Leigh.
OK my triple-layered Kevlar body armor is on. :-)
Errors should be added in "quadrature" i.e. as the square root
of the sum of the squares. Leigh's method over estimates
the total error because both (all) of the errors are unlikely to
be at their biggest (or smallest) extremes simultaneously.
Incidentally I'm SURE Leigh knows this.