I bet you like writing tests. But instead of the example-based tests that we normally write, have you heard of property-based testing? By using Hypothesis, instead of thinking about what data I should test it for, it will generate test data, including Numpy and Pandas objects, for you.
SciWork - Use Hypothesis, whether you like writing tests or not
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Testing
Conference