From 15 Minutes to 71 Milliseconds: Big O and a Matrix

I recently worked on a background job written in Python. It takes many ordered lists of items and combines them into a single ordering, with a measure of confidence for each item. In the real container, a job with 2 lists of 100 items took 15 minutes. Today, that same job finishes in 50 milliseconds…