USPF 2018 was a national tournament for the dance game Pump it Up, held on April 28, 2018. Nearly 70 Players from across America traveled to San Jose to compete in both speed and freestyle competitions. The event was organized by the 'Norcal World Order' Team and was made possible with the the help of many volunteers. Most of the data I used was gathered from the Youtube stream archives of USPF 2018, which you can find here: [Link 1 (Female Speed)][1] [Link 2 (Freestyle/Male Speed)][2] [Link 3 (Male Speed)][3] In addition, I've created a Shiny app if you'd like to explore the data within a user-friendly UI: [app][4]. You can read a personal report I wrote up [here][5]. [1]: https://www.youtube.com/watch?v=i32tJNHMnBk [2]: https://www.youtube.com/watch?v=y_QBHm2Vzlc [3]: https://www.youtube.com/watch?v=9rScZRKiRYI [4]: http://vsie.shinyapps.io/uspf2018 [5]: http://rpubs.com/vsie/uspf2018