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What is the best way to know the relation between two variables like gender (MAN/WOMAN) and opinion (Very Bad, Bad, Neutral, Good, Very good).

(Nominal with ordinal)

I think that with a chiq-square you can know if they are dependent, but if they are, how can you know the type of this relation? and try to explain it for example with a Contingenc Cofficient, Spearman Corration etc.

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You can use the Mann-Whitney U test to compare the mean rank of female answers with the mean rank of males answers.

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