Goodness of fit describes how closely a fitted statistical model agrees with the observed data in aspects relevant to the model assumptions.
A goodness-of-fit test compares a discrepancy statistic with its distribution under a fitted null model. A small p-value indicates that the observed discrepancy would be unusual if that model were correct.
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