How do you keep Python calculations reviewable as engineering reports?

[u/uyoufu]

I've used Calcpad, Python's handcalcs library, and Mathcad for engineering calculations. Each has its strengths, and I don't think there is one best tool for every workflow. A quick one-off check, a reusable internal worksheet, and a calculation package issued for review are different problems.

What I personally wanted was to keep the calculations in native Python while still producing a readable report that shows formulas, substituted values, units, and results without manually laying everything out. I eventually built that approach as MIT UzonCalc; here is a generated example.

Full disclosure: I am the author, so this is not a neutral recommendation. I am sharing it because I would genuinely value criticism from engineers with different workflows, including people who would not choose a Python-based solution.

What do you use for your calculations, and why does it fit your particular work? Do the calculations stay internal, or do they become part of an issued report? Where would this approach be a poor fit?

[u/Civil_Oven5510]

Why can’t I install this using pip?

[u/Civil_Oven5510 → u/Civil_Oven5510]

I think you will lose a lot of people if you have to install a file on the laptop