Malter Analytics

With the playoffs kicking off this week, we pulled every goal, shot, penalty, and faceoff from the regular season and compared the PWHL to the NHL. What's the same, what's wildly different, and what the data says about year three of the league.

A Data Analysis of the PWHL Regular Season | Malter Analytics Blog With the Professional Women's Hockey League postseason kicking off this week, we wanted to review in data the trends and patterns of the league's 3rd...

We used Google's MediaPipe pose estimation to build a real-time bike fitting tool. Point a phone camera at a rider from the side and it automatically tracks joint angles, body position, and counts pedal rotations through the video. No sensors, no expensive equipment.

The rotation tracking works by watching the knee's vertical position over time. Each pedal stroke creates a wave pattern, and by detecting the peaks we can calculate cadence straight from the video.

Check out the full write-up with video demo:

Using MediaPipe Pose Estimation for Bike Fitting and Rotation Tracking | Malter Analytics Blog Bike fitting is one of those things that's part science, part art. A good fit can save watts, prevent injury, and shave minutes off a triathlon split. Most...

-Miami Fl has the edge versus common opponents over Missouri
- Illinois’ fast pace tempo beats a UNC style mid paced tempo in 55% of games
- BYU blew out 2 teams that kept Gonzaga close

Get insights like these for your bracket at MalterAnalytics.com!