Introduction to Pandas Using Play-By-Play

By popular demand, attached you will find basic course materials that I developed for a sports analytics course taught at UW-Madison. The goal is simple: introduce Pandas and show how column manipulations, groupings, and report building could be accomplished. This was a working document at the time; and has not been updated since the course.…

Computing in the Stream: Schedule Compactification

When we learn about computational mathematics, software engineering, or data science in general, one of the most important questions we have to answer is how many operations are required. The answer isn’t to show the prowess of our algorithm, but rather identify how quickly the algorithm can perform. We need to know if the answer…

Making Blocks Count

When we measure the defensive impact of a player, typically the first arguments we make are the number of blocks and steals that player has obtained. We celebrate players like Dikembe Mutombo and Maurice Cheeks for their prowess in obtaining blocks (2nd all time) and steals (5th all time), respectively. In the latter case, a…