Now that you are writing code in a reproducible manner, and perhaps using Python instead of another language, it is important that the code still produces the same results as the old code. Mistakes can easily be made in translating from one code base to another.
By following the steps in this guide, we can create a set of tests which will check that the outputs of the new code match the outputs of the old code.