How to get correlation between the categories of two categorical variable?

I have a categorical variable with 2 categories (Health) ('healthy', 'not_healthy') and another categorical variable (country) with 5 categories (english, eua, Australia, spain, Germany). I want to check if there is any relation between health and country. I can perform chi-squared and, having a p-value 0.05, I can reject the null hypothesis and states that under a confidence interval of 95%, country is related to health.

However, what now I want to know is which country is more related to being healthy or not? That is, which country increases the likelihood that a person will be a healthy person if they are from that country? Is there any statistical test that I can perform or is it determined only by data visualization (healthy graph x country)?

Topic chi-square-test correlation categorical-data

Category Data Science

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