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I know that we can use Spearman rho to measure the correlation between numerical variables. But how to measure correlation between categorical variables?

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There are way too many measures starting from chi-square based (phi coefficient) going to less commonly used (Goodman and Kruskal's lambda).

There is a series of four articles starting here on the issue.

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