Pandas DataFrame can contain category data, and convert grade the native data into category data:
Rename different types with meaningful names and call them Series.cat.categories.
Series.set_categories The method of reordering categories and adding missing ones returns the new by default Series
Sort by the order in which the categories were generated, not by vocabulary:
When grouping by category (groupby), even if a category is empty, it will display:
