**# Order the index of cross tabulation order_region = df_region['Region'].to_list() order_region.append('All') # distribution of item type df_item = pd.crosstab(df['Region'], df['Item Type'], margins = True).reindex(order_region, axis = 0).reset_index() # Remove index name ...