2024 UFA Roster Analysis

Anticipating 2024 UFA teams based on 2023 USAU club participation

Ultimate media often discusses the club and UFA divisions exclusively. Commentators will hint that the DC Breeze or Colorado Summit have high ceilings without referencing Johnny Bravo and Truck Stop winning club nationals. This project links USAU and UFA datasets to examine how UFA players participate in the club division.

Club Participation by UFA Team

This shows the number of players on each UFA team that play in each club division. It's ordered by total club participation, ascending.

Huge thanks to Anders Juengst for sharing club data from ulti-verse.com

Many people don't play club at the beginning or end of their career. The Rush have a cohort that play for U24 Team Canada but didn't play club in 2023. Old dogs may get injured if they try to play both divisions. The UFA format is friendlier to league veterans because it doesn't demand so many games in a single weekend.

There isn't a clear story relating more club participation to UFA success.

UFA Participation of Top Open Club Teams

For the top 25 teams in 2023 open club, this shows how many of their athletes also suited up for the UFA.

Over time, the top teams in both open club and UFA increasingly share the same core of players. Top UFA teams sometimes draw from multiple elite open teams. For example, the Breeze have Truck Stop and Vault players; RDU and Ring of Fire play for the Flyers.

The northwest still resists the UFA. Driving up the west coast, the UFA lacks the majority of the talented players on San Fransisco Revolver, Portland Rhino Slam!, Seattle Sockeye, and Vancouver Furious George. A team that could harness this latent power source could surge to UFA Glory.

Unique Club Teams by UFA Team

This shows the number of players on each club team, stacked by UFA team. It's ordered by Adam Ruffner's 2024 UFA power rankings.

I expected that players with consistent teammates in both divisoins would gain chemistry and play better but this data isn't so clear.

Open - Average USAU Team Rating by UFA Team

This matches expectations with the notable exceptions of the Shred and Nitro. We sourced rating data from 2023 end-year frisbee-rankings.com.

Mixed - Average USAU Team Rating by UFA Team

Only UFA teams with four or more players on mixed teams are included.

UFA Team Average Rating vs Unique USAU Clubs

Do UFA players play for more clubs when there isn't a dominant club team in their vicinity? In open, yes. In mixed there may not be enough data for any meaningful conclusions. Hover your mouse on a data point to view the associated UFA team. Click on a dataset in the legend to hide it.

UFA Power Ranking vs Club Ratings Bar

These power rankings come from UFA Power ranking: Way too early 2024 by Adam Ruffner

The Shred overperform their club rating. Given the Shred's finals appearance last year, Adam has high expectations for this team in 2024. Coach of the year Bryce Merrill leads a bought in team. Many of their players don't play club, nor do they play on Sundays because of their Mormon beliefs. In fact, the team has zero games scheduled on Sundays this season.

Several teams show their potential to rise to the next level: Breeze, Flyers, Summit, Glory, and Spiders.

At the bottom, the Nitro and Royal underperform in the UFA. Both teams suffered from spotty attendance from their stars. In Portland, community leaders like Dylan Freechild still have their doubts about the UFA enterprise.

Methodology

This project had four major components: data gathering, data cleaning, deploying as a static website, and analysis.

Data Gathering

  • UFA - roster announcement and preseason power rankings
  • USAU - ulti-verse.com SQLLite database snapshot
  • USAU - frisbee-rankings.com
  • Club Team Roster Determination - We used the last team a player participated with, after August 1st, in the 2023 season.
  • Scraping with Beautiful Soup
  • We didn't worry about efficiency at all due to the small size of the total data used, so we used Python and *all* the for loops.

    Data Cleaning

  • Pandas
  • Nickname matching - Some players use different names in UFA vs club. We joined on a dataset of common nicknames to include everyone we could find.
  • Teams with the same name. Mischief, Hazard, and Scoop
  • Players with the same name.
  • If you see something we missed, email afbcary (at) gmail.

Acknowledgements

Data Sources

Authors

Written by Austin Cary

Site by Austin & Lauren Cary