This hypergeometric distribution calculator gives the probability of drawing a given number of successes when you sample without replacement from a finite population. Enter the population size, how many successes are in the population, the sample size and the number of successes you want, and the calculator returns the probability. Unlike the binomial distribution, the hypergeometric accounts for the population shrinking as you draw, so it is the right model for things like quality control batches, card hands and capture-recapture. The formula, a worked example and the assumptions are below.
The hypergeometric probability is P(X = k) = C(K, k) times C(N minus K, n minus k), all divided by C(N, n), where N is the population, K the successes in it, n the sample size and k the observed successes. The expected number of successes is n times K over N.
From a population of 10 with 5 successes, drawing a sample of 4, the chance of exactly 2 successes is C(5,2) times C(5,2) over C(10,4) = 100/210, about 0.476. Enter N=10, K=5, n=4, k=2 to confirm.
For sampling without replacement from a finite population, where each draw changes the remaining proportions.
The binomial assumes a constant success probability (sampling with replacement). The hypergeometric corrects for the shrinking population.
n times K over N, the sample size times the proportion of successes in the population.
This calculator is for statistics students, researchers and analysts.
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