# Data & Model Tests

## Model Testing

1. A great :P [unit test and logging](https://towardsdatascience.com/unit-testing-and-logging-for-data-science-d7fb8fd5d217?fbclid=IwAR3pze0DtV-2Q4L4ysPyjrInk7LB89mdiodxlEUTv4rv37ZoDzl_2I4ZbgA) post on medium - it’s actually mine :)
2. A mind blowing [lecture](https://www.youtube.com/watch?v=1fHGXOfiDO0\&feature=youtu.be\&fbclid=IwAR1bKByLgdYBDoBEr-e6Pw0Un5o0wvOg1yp4C-q4AoWZ1QuBEopTFFn0Gdw) about unit testing your data using Voluptuous & engrade & TDDA lecture
3. [Unit tests in python](https://jeffknupp.com/blog/2013/12/09/improve-your-python-understanding-unit-testing/)
4. [Unit tests in python - youtube](https://www.youtube.com/watch?v=6tNS--WetLI)
5. [Unit tests asserts](https://docs.python.org/3/library/unittest.html#unittest.TestCase.debug)
6. [Auger - automatic unit tests, has a blog post inside](https://github.com/laffra/auger), doesn't work with py 3+
7. [A rather naive unit tests article aimed for DS](https://medium.com/@danielhen/unit-tests-for-data-science-the-main-use-cases-1928d9e7a4d4)
8. A good pytest [tutorial](https://www.tutorialspoint.com/pytest/index.htm)
9. [Mock](https://medium.com/@yasufumy/python-mock-basics-674c33de1ced), [mock 2](https://medium.com/python-pandemonium/python-mocking-you-are-a-tricksy-beast-6c4a1f8d19b2)

## Data Testing

1. [Great expectations](https://greatexpectations.io/), [article](https://github.blog/2020-10-01-keeping-your-data-pipelines-healthy-with-the-great-expectations-github-action/), “TDDA” for Unit tests and CI, [Youtube](https://www.youtube.com/watch?v=uM9DB2ca8T8)
2. [DataProfiler git](https://github.com/capitalone/DataProfiler)