Bayesian Calculator
Bayesian Calculator
actual positives 
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Select prevalence of COVID-19 in the population:
Select antibody test accuracy (% of results that don't have a false positive):
p(A|B)= Probability person has COVID-19 antibodies,
given that they tested positive for antibodies:

Backgrounder article to help visualize here