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If the observed frequencies are obtained from a random sample and each expected frequency is at least 5, the sampling distribution for the goodness-of-fit test is a chi-square distribution with k-1 degrees of freedom. (where k  = the number of categories)

O = observed frequency in each category

E = expected frequency in each category

Chi Square Test

Test Statistic

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