Optimizing Manipulations Using Cython

The previous example uses apply, and it’s clear by now that we don’t prefer that method because it’s slow. Let’s divert from strings for a minute and look at making the apply operation quicker using Cython.

Cython is a superset of Python that can compile to native code. To enable it in Jupyter, you’ll need to run the following cell magic: