Your Python cache can run the same work twice, even with the GIL. See the check-then-act race, the lru_cache gotcha, and how ...

As I headed to my desk with a cup of dark roast coffee brewed first thing in the morning and was clearing out old browser ...

Even though I automated CSV and Excel tasks, for some reason, the verification work hasn't decreased.Read data. Sort it.