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"A. The p-value in a chi-square test indicates the probability that the observed differences occurred by chance. A lower p-value suggests that the observed differences are unlikely to have occurred by chance, implying a significant association between the variables."
<https://www.analyticsvidhya.com/blog/2019/11/what-is-chi-square-test-how-it-works/?utm_source=reading_list&utm_medium=https://www.analyticsvidhya.com/blog/2023/08/etl-vs-elt/>