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I am trying to understand how to calculate the correlation between two variables using p values. I am familiar with using the classic $X^2$ formula from the The Morgan Kaufmann series in data mining. The formula described in the text uses the expected frequency and observed frequency. To calculate the $X^2$ value. Then the $X^2$ value is compared with the significance level to determine if the variables are correlated. However, this example uses p-values.

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The table above shows the contingency table for a set of values and the table below shows the p-values

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How can I determine if the two variables are correlated? Any help would be greatly appreciated.

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I found a useful calculator for solving this problem. https://www.socscistatistics.com/tests/chisquare2/default2.aspx

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