Null Hypothesis

If “the null hypothesis fails to be rejected,” that means that there is some correlation, correct?

yes! this is because chi square calculates that the differences are attributed to chance, if the chi square value is larger than the p value, that would mean the differences are significant and the null hypothesis (that differences are due to chance) can be rejected.

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