Explain how the groupby operation works in Pandas. How would you use it to calculate aggregate statistics?

Sample answer preview

The groupby operation in Pandas is one of the most powerful features for data analysis. It follows a split-apply-combine pattern that allows you to perform calculations on subsets of your data. The split-apply-combine pattern works in three stages.