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Tag: Testing

Problem Solving

Checking Statistical Intuition With Simulation

Posted on 2025-02-022025-04-25 by justinmatters

It is well known that while in some ways humans have remarkable statistical intuition, we are also susceptible to blind spots which can lead to…

Problem Solving

A Quick Guide to the Python argparse Library

Posted on 2022-01-302022-02-06 by justinmatters

I recently needed to handle some arguments for a command line Python program. I considered using the built in sys.argv approach, but decided that it…

Data Science

Defending Against Bad Data in Data Pipelines with Property Based Assertions

Posted on 2021-07-312021-07-31 by justinmatters

Whats worse than having a data pipeline fail. Having a data pipeline apparently succeed but actually fail! While having a pipeline fail is bad, having…

Data Science

Checking Dataframe equality in Pyspark

Posted on 2020-05-312020-09-01 by justinmatters

Recently I needed to check for equality between Pyspark dataframes as part of a test suite. To my surprise I discovered that there is no…

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