Chi-Square Goodness of Fit Calculator

Test whether independent categorical observations follow a specified distribution. Observed counts must be whole numbers; expected counts must be positive and have the same total.

Enter the actual counts for each category

Enter the expected counts for each category (must match number of observed)

Use 0 for probabilities specified before seeing the data. Subtracting fitted parameters from df is appropriate for regular models estimated by efficient maximum likelihood. Other fitting procedures or data-dependent category choices can require a different reference distribution; this adjustment is not a general correction.

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