Dan Vatterott

Data Scientist

Creating videos of NBA action with Sportsvu data

All basketball teams have a camera system called SportVU installed in their arenas. These camera systems track players and the ball throughout a basketball game.

The data produced by sportsvu camera systems used to be freely available on NBA.com, but was recently removed (I have no idea why). Luckily …

NBA Shot Charts: Updated

For some reason I recently got it in my head that I wanted to go back and create more NBA shot charts. My previous shotcharts used colored circles to depict the frequency and effectiveness of shots at different locations. This is an extremely efficient method of representing shooting profiles, but …

An Introduction to Neural Networks: Part 1

We use our most advanced technologies as metaphors for the brain: The industrial revolution inspired descriptions of the brain as mechanical. The telephone inspired descriptions of the brain as a telephone switchboard. The computer inspired descriptions of the brain as a computer. Recently, we have reached a point where our …

Predicting Career Performance from Rookie Performance

As a huge t-wolves fan, I've been curious all year by what we can infer from Karl-Anthony Towns' great rookie season. To answer this question, I've create a simple linear regression model that uses rookie year performance to predict career performance.

Many have attempted to predict NBA players' success via …

Grouping NBA Players

In basketball, we typically talk about 5 positions: point guard, shooting guard, small forward, power forward, and center. Based on this, one might expect NBA players to fall into 5 distinct groups- Point guards perform similar to other point guards, shooting guards perform similar to other shooting guards, etc. Is …

Creating NBA Shot Charts

Here I create shot charts depicting both shooting percentage and the number of shots taken at different court locations, similar to those produced on Austin Clemens' website (http://www.austinclemens.com/shotcharts/).

To create the shooting charts, I looked to a post by Savvas Tjortjoglou (http://savvastjortjoglou.com/nba-shot-sharts.html …