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The Diamond Princess puts an upper limit on the number of cases that aren't found given that there were about 700 cases for 3700 passengers. The South Koreans did a massive amount of testing for their initial outbreak and found less than one asymptotic case per symptomatic. I think other figures are about 30% asymptomatic.

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