A contingency table can help you visualize and calculate joint and conditional probabilities, as well as other measures of association, such as independence, dependence, correlation, and causation.

I often find myself having to produce contingency tables of frequency tables. I always use the .pivot function but I always have to add the margins column and row with the .with_columns method. It ...