Predicting purchase probability based on prior orders?

Question

Let\'s assume we have the following dataframe:

merged = pd.DataFrame({\'week\' : [0, 0, 0, 0, 0, 1, 1, 1, 1, 2, 2, 2],
                       \'shopper\' : [0