---
_db_id: 156
content_type: topic
ready: true
title: Automated Testing pandas and numpy
---

Testing and data can get a little tricky. Check these out:

Automate your data analysis testing (Stephen Childs) https://www.youtube.com/watch?v=ovvU41ve1FQ

https://penandpants.com/2014/10/07/testing-with-numpy-and-pandas/

Datacamp course covering the use of Unit tests in Python for Data Science https://www.datacamp.com/courses/unit-testing-for-data-science-in-python