A project to find all tennis records in R
To run R project in your laptop it's necessary having R-Studio available on this link https://rstudio.com/products/rstudio/download/#download
After downloading and installing, you have to create a 'New Project' and importing all files included in the main repository
This work is based on a theory explained on Tennismylife website (http://www.tennismylife.org/recordology/). All collected records are stored in the HTML files available in directory named 'Data'. To update it you can run the R script Update.R. After this you can navigate through records starting from 'Index.html'
>> Rscript Update.R
According to "Recordology" all functions are splitted in many R files to reasearch better the results and to use them with the sub-categories explained in this article, and to use them eventually as APIs. For this reason there isn't a code refactoring.
1st step is having a consistent and live updated database. This is available on our account in the repository https://github.com/Tennismylife/TML-Database
2nd step is reading all the database rows. Thank to parallel instructions it is possible. You can read all the csvs quickly and storing them in your R workspace
After data loading you can calculate the first records. The simplest one is to collect all played matches by single player. All scripts to search this kind of record are available in Rscript Played.R
Such like Played.R, Wins.R collects the records based on winning matches (a subcategory of played)
Collects all scripts to count the entries by player
Part I: Collects all scripts to find timespan between the same round on: overall, surface, category, tournament Part II: As Part I but focused on entries
Collects all scripts to count the rounds (including triumph) collected by players, divided according to sub-categories listed in "Recordology"
Implements the big categories known as "oldest" and "youngest". Setting a decreasing ordering or an increascing one you can order the records by players age
Particular scripts to collect the average ages year-by-year in a particular round of a specific tournament (or all main draw)
Scripts to calculate all percentages {[wins/ (wins + losses)]} in a specific sub-category
Implements the scripts to search all records concerning the 2nd part of the Recordology table. All records in the same: surface category, season
All scripts to search the records collected in a season: entries, played, wins, rounds
A particular script with a function to calculate the number of rounds reached by a player year-by-year
Scripts to calculate: minutes, breaks, games to reach a round, including triumph (often used in Slams)
Scripts to focus the records on winners and losers nationality (on winner_ioc and loser_ioc data)
Scripts to find records about scored aces by a player or tournament or season
- MostAces
Ranking of players who have scored the most aces in their career
- MostAcesinASeasonByPlayer
Total aces scored by a player in a season
- MostAcesinASlamByAPlayer
Total aces scored by a player in a given Slam
- RatioAcesinASlamByPlayer
Ratio between aces scored on the total number of service points by player
- MostAcesBySlammer
Ranking of players who have scored the most aces in a Slam by a winner
'6-0' or '0-6' scored by player with all matches
- ListMatchesBagel
Matches list of a tennis player in which he scored a bagel (6-0)
- MostBagel
Ranking of those who have scored the most bagels in their career
Calculate stats in all match-ups between 2 players
- MostRecurrentH2HinASeason
Look for the most recurring match-ups in a single season
- VirginH2H2
Find all H2Hs where a player has never won a single match
- H2HTimespan
H2Hs rankings in which more time has passed between the 1st and the last match
- BeatSamePlayer
Player who has suffered the most defeats by a single player
Scripts based on 'minutes' parameter
Scripts to find the most unbalanced wins and / or losses in a tennis player's career
All scripts for the decisive game
Scripts based on parameters 'winner_rank' or 'loser_rank'
A powerful engine to find all record with a consecutive pattern
Calculate the statistics where you spent the least to reach an achievement
- LeastMinuteToRound
Less time spent reaching a round
- LeastBreakToRound
Less games lost to serve to reach a round
- LeastGameToReachRound
Less games lost to reach a round
- LeastSetToWintour
Less sets to win an ATP Tour title
- NoDroppedSetTitle
Tournaments won where the winner has never lost a set
Collection of miscellaneous functions to find records, not categorized
- MostWinsNoSlammer
Standings of players who have won the most matches in a Slam without ever winning a title
- PercentageInSlamsVsTop10
Win rate against Top 10s in Slams
- TimeToWinSlam
Standings of players who have spent the least time on the catch a Slam
- PercentageAsNumber1
Win rate for the current ATP No. 1
- WinsAgainstNumber1
Standings of players who have beaten the number 1 several times
- Most5SetterPlayed
Standings of players who have played the most games in the 5th set
- NoBig3inQFs
Tournaments where there aren't Federer, Nadal & Djokovic in quarterfinals
- RoundAtAge
Rounds collected in a specific age (i.e. 24.56 years old)
- PercentageEntryWinsinCategorySurfaceOverall
Ratio of participations in tournaments on the same surface (or overall)
- PercentageSameSeasonbyPlayer
Year-to-year win rate for a given player
- MostEntriesNoTitle
Most appearances without ever winning a title
- Top10ToWinMasters
Number of Top 10 batted to catch an ATP Masters 1000 tournament
- LessWinsCategorybyWinner
Ranking of who has won the fewest matches among the winners of a title
- AgeOfNTitle
Find the age at which a certain achievement has been reached
- NWinsatAge
Number of wins collected at a certain age
- QualifiersinRound
Number of qualifiers in a given round
- RetirementsInASlam
Standings of the Slams in which there have been more retirements
- AgeWhoWillMakeARound
Age of a player who will then reach a certain turn
- AllTournamentsRoll
Collect all wins-losses for a specific player in all tournaments where he joined
- ConsecutiveWon1stSetWins
Ranking of those who have won the most matches in a row by winning the 1st set
- won1stWins
Ranking of those who have won the most matches by winning the 1st set
- Beat123intheSametournament
Tournaments where a player has defeated ATP No. 1, 2 and 3
- OldestPlayerstoWin1stTitle
Ranking of the oldest players to win a tournament
- YoungestToWinAMatchinSlams
Ranking of the youngest players to win a match in a Slam
- consecutiveSetsWon
All streaks for a given player where he won a set
- SameNation4Semifinalists
Tournaments where all 4 semifinalists are from the same country
- Top10inATournament
Ranking of tournaments where there are more ATP Top 10s
- RoundinCategoryWithNoFormerChampions
Round in a subset of tournaments where there aren't former champions (in this category)
- TournamentsPlayedToReachARound
Tournaments played to reach a specific round
- Totalbreaks
Calculate the breaks on service for all matches
- WinningPercentageClayOnTotal
Win rates on a surface for those who have collected a certain number of ATP wins
- TournamentWonByABig3WillAllInDraw
Tournament won by Federer or Nadal or Djokovic where all Big 3 were in the main draw
- TournamentsPlayedToReachNARound
Tournaments played by a player to reach N rounds
- AllATPWinsBySurface
Collect all wins by 4 surfaces for all players
- Totalbreakpoints
Calculate the break points for all matches
Here the map to find a specific record in its subest
This app and all its algorithms by TennisMyLife is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. Attribution is required. Non-commercial use only.
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent