This repository has all the Python coding to perform the examples and exercises Dr. Zwetsloot does in Minitab but with packages such as Numpy, Pandas, Matplotlib, Seaborn, Scipy, Reliability, and Statsmodels. This just pretends to be an alternative, acknowledging that Minitab is a very powerful tool for statistical analysis. This has been challenging to find a straightforward way to perform the same analysis by coding in Python, but that also strengthened the learning.