In these supplementary materials, you'll find the examples discussed in the Real Python tutorial How to Iterate Over Rows in pandas, and Why You Shouldn't, along with some bonus materials.

To install all dependencies into your virtual environment, you can run the following command:

$ python -m pip install pandas httpx codetiming

You'll also find some additional code samples along the way, showing alternatives to looping, such as using list comprehensions. You'll also learn about alternative ways of looping.