srkobakian
commented
5 years ago Start with one csv set first. Rearrange the data to follow players,
Each player will respond differently to fatigue, choose a few players to find their information. Make time series of players through matches, pick players with many matches. Filter for 8(?) players in top 16(?) to get the most information to explore as we need enough data on players to understand.
Fatigue across matches primarily, but be prepared to see fatigue across tournament, fatiguing faster in later matches depending on amount of previous games played.
Which variables indicate a player getting tired:
Exploratory data analysis:
Find patterns that may indicate fatigue: Losing points, Speed of serve, Not winning serve as ace, Time
Magnitude: How different players are affected
Helpful Skills:
R skills course: https://dmac.netlify.com/ Textbook: https://r4ds.had.co.nz/