**Instance of the original version** ```python # Example: df.pivot_table(index='Survived', values='Age', aggfunc='sum') ``` **Instance of the faster version** ```python # Example: df.groupby('Survived').agg({'Age': 'sum'}) ``` This is about 3x faster on the titanic dataset. We need to test more.