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Cake day: June 29th, 2023

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  • senkora@lemmy.ziptoCurated Tumblr@sh.itjust.worksmoon's an allergen
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    23 days ago

    The number of allergic people in a population of size N can be modeled as a Binomial(N, p) distribution, where p is the probability that any individual person is allergic.

    The maximum likelihood estimate for p when we observe 1 allergic person out of 12 is just 1/12, or 8.33%. This is our best guess if we had to name an exact number.

    We can get a 95% confidence interval on the value of p using the Clopper-Pearson method with the following R code:

    > binom.test(x=1, n=12, p=1/12)
    …
    95 percent confidence interval:
     0.002107593 0.384796165

    So we know with 95% confidence that the probability that any individual person is allergic to moon dust is with the range 0.21% and 39%.

    Yeah, okay, that’s pretty useless. I agree with them…