Summary

Using independent samples and related samples nonparametric tests, you have begun to answer the questions of whether spending over the 24 months differs by the type of primary card and whether spending differs by the type of transaction. Total spending does appear to differ across primary card type and transaction type, and you can use pairwise comparisons and stepwise step-down comparisons to which types are different and which types are most similar.