This dataset contains 60k+ ATP macthes(2000-2025)

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Each match includes the tournament, date, type of tournament, whether the match was played indoors or not, type of court surface, round of the match, maximum number of sets in the match, participants in the match, winner, ranks of the participants, odds to win and match score.

This dataset contains various information about male tennis players in 2020-2023 and is publicly available.

Most of the original data is stored in 3.1_ATP_info.xlsx and can be accessed on the ATP website. On separate sheets, it contains scores like aces, under pressure, breakpoints, etc., for the top players each year. Then, each sheet was preprocessed and converted to csv files.

Additionally, heights_weights.csv contains data with heights and weights of tennis players, and final_rankings_{2020-2023}.csv contains rankings at the end of each corresponding year and, additionally, nationalities and ages of tennis players. However, since the year 2023 has not ended yet, we have little data for it.

Finally, all the data was merged by year in merged_{2020-2023}.csv.

Data is from 2000 Aus Open - 2019 US Open for only ATP atm. Message me if you know of good sources of women's data! Data was gathered by combining data from: - Jeff Sackmann (https://github.com/JeffSackmann) - Tennis-Data.co.uk (http://www.tennis-data.co.uk/) - Ultimate Tennis Statistics (https://www.ultimatetennisstatistics.com/)

Head to https://count.co/n/SZSMkTIP1Xf for more info about the data and a few starter queries.

https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F1329595%2F90a882b915464b52a5c9264706e3e272%2FScreenshot%202019-09-18%20at%2011.52.30%20am.png?generation=1568803973578599&alt=media" alt="Players age when they made the top 10">

The ATP Tour (known as the ATP World Tour from January 2009 until December 2018) is a worldwide top-tier tennis tour for men organized by the Association of Tennis Professionals. The second-tier tour is the ATP Challenger Tour and the third-tier is ITF Men's World Tennis Tour. The equivalent women's organisation is the WTA Tour.

The ATP Tour comprises ATP Masters 1000, ATP 500, and ATP 250.[1] The ATP also oversees the ATP Challenger Tour,[2] a level below the ATP Tour, and the ATP Champions Tour for seniors. Grand Slam tournaments, a small portion of the Olympic tennis tournament, the Davis Cup, and the entry-level ITF World Tennis Tour do not fall under the purview of the ATP, but are overseen by the ITF instead and the International Olympic Committee (IOC) for the Olympics. In these events, however, ATP ranking points are awarded, with the exception of the Olympics. The four-week ITF Satellite tournaments were discontinued in 2007. Players and doubles teams with the most ranking points (collected during the calendar year) play in the season-ending ATP Finals, which, from 2000–2008, was run jointly with the International Tennis Federation (ITF). The details of the professional tennis tour are:

Event Number Total prize money (USD) Winner's ranking points Governing body Grand Slam 4 See individual articles 2,000 ITF ATP Finals 1 4,450,000 1,100–1,500 ATP (2009–present) ATP Masters 1000 9 2,450,000 to 3,645,000 1000 ATP ATP 500 13 755,000 to 2,100,000 500 ATP ATP 250 39 416,000 to 1,024,000 250 ATP Olympics 1 See individual articles 0 IOC ATP Challenger Tour 178 40,000 to 220,000 80 to 125 ATP ITF Men's Circuit 534 10,000 and 25,000 18 to 35 ITF

The dataset is from Jeff Sackmann(https://github.com/JeffSackmann/tennis_atp)

Comprehensive statistical analysis of ATP tennis players including rankings, performance metrics, and match data

As of December 2023, the tennis player with the most men's ATP Finals titles was Novak Djokovic, with *****. Meanwhile, Roger Federer was in second place with *** titles. First established in 1972, the ATP is a governing body for male professional tennis players. The main circuit of the men's ATP Tour culminates every year in the ATP Finals.

ATP Tennis Matches Dataset (2015-2025)

  Description

Comprehensive dataset of ATP Tour tennis matches from 2015 to 2025. Contains detailed match statistics, player information, and tournament data scraped from the official ATP Tour website. This dataset provides a complete overview of professional tennis matches over an 11-year period, suitable for sports analytics, machine learning projects, and statistical research.

  Dataset Structure

Format: CSV files (one per… See the full description on the dataset page: https://huggingface.co/datasets/Yahya777777/ATP-Tennis-Matches-Dataset-2015-to-2025.

As of September 2025, Carlos Alcaraz topped the ATP ranking of male tennis players, ahead of Jannik Sinner and Alexander Zverev in second and third place, respectively. ATP Rankings The ATP Rankings is a merit-based method system used to determine the entry and seeding in all singles and doubles tournaments for professional male tennis players. A player’s ranking is based on his performance in 19 official tournaments, including the four Grand Slams and the eight mandatory ATP World Tour Masters 1000 tournaments. The top-ranked player is the player who, over the previous 52 weeks, amassed the most ATP ranking points from these tournaments. A new generation From the early 2000s onwards, the men's tennis circuit was mostly been dominated by three players: Roger Federer, Rafael Nadal, and Novak Djokovic. However, following the retirement of Federer in 2022 and Nadal in 2024, and Djokovic approaching the end of his playing career, a new generation of players has emerged. Two players, in particular, seem poised to dominate the game for the foreseeable future: Carlos Alcaraz and Jannik Sinner, both of whom won two Grand Slams apiece in 2024 and 2025. Astoundingly, every year between 2004 and 2023 saw at least two Grand Slams won by one of the Big Three.

1) Data Introduction • The A large Tennis dataset for ATP and ITF betting contains the results of various singles and doubles tennis matches between the ATP and ITF leagues, as well as court_surface information.

2) Data Utilization (1) A large Tennis dataset for ATP and ITF betting has characteristics that: • This dataset provides a variety of details related to tennis matches, including players, match dates, competitions, match results, and type of court surface. (2) A large Tennis dataset for ATP and ITF betting can be used to: • Analysis of win rates by court type: You can analyze the differences in the results of matches depending on the surface of the court, such as hard, clay, or grass, by player or competition. • Establishing a betting strategy: Based on court surface, player characteristics, and match history data, it can be used to predict results of tennis matches and develop betting strategies.

As of April 2020, Gianluca Mager was the Italian male tennis player registering the highest score in the ATP Rankings Race To London, recording a total of 355 points. As specified by the Association of Tennis Professionals (ATP), the ATP Race To London score differ from the FedEx ATP rankings, colloquially called by tennis fans as 'the world rankings'. In fact, the world ranking takes into account the players' best tournament results over the preceding 52 weeks. On the other hand, the ATP Race To London is based on the results of a single year. In this sense, the top eight players of the year will qualify for the Nitto ATP Finals tournament, beginning in London on November 15, 2020.

ATP Tennis Rankings, Results, and Stats

This contains my master ATP player file, historical rankings, results, and match stats. The player file columns are player_id, first_name, last_name, hand, birth_date, country_code, height (cm). The columns for the ranking files are ranking_date, ranking, player_id, ranking_points (where available). ATP rankings are mostly complete from 1985 to the present. 1982 is missing, and rankings from 1973-1984 are only intermittent. Results and stats:… See the full description on the dataset page: https://huggingface.co/datasets/davidtadediji/tennis-atp.

The dataset is an archive of ExoMol page, https://exomol.com/data/molecules/AlO/27Al-17O/ATP.Please check the reference details according to the following description or directly from the website. NB: The html description skips data which are not included in the current version for the purpose of simplicity. Please check AlO_27Al17O_ATP.md for detailed information.

Definitions file

27Al-17O_ATP.def[6.48 KB]

References: 1. Tennyson, J., Yurchenko, S. N., Al-Refaie, A. F., Clark, V. H. J., Chubb, K. L., Conway, E. K., Dewan, A., Gorman, M. N., Hill, C., Lynas-Gray, A. E., Mellor, T., McKemmish, L. K., Owens, A., Polyansky, O. L., Semenov, M., Somogyi, W., Tinetti, G., Upadhyay, A., Waldmann, I., Wang, Y., Wright, S., Yurchenko, O. P., "The 2020 release of the ExoMol database: molecular line lists for exoplanet and other hot atmospheres", J. Quant. Spectrosc. Rad. Transf., 255, 107228 (2020). [https://doi.org/10.1016/j.jqsrt.2020.107228]

Spectroscopic Model

https://exomol.com/models/AlO/27Al-17O/ATP/

ATP: line list

Line lists for four isotopes of aluminium monoxide covering the pure rotation, rotation–vibration and electronic (B − X blue–green and A − X infrared bands) spectrum. States file updated 20-11-2015.

ATP_README.txt[5.08 KB]Documentation for the AlO line list of the ATP dataset

27Al-17O_ATP.states.bz2[1.11 MB]Labelled rovibrational states of (27Al)(17O). Some calculated (Ca) energy levels were replaced with Pseudo-experimental correction (PE) values.

27Al-17O_ATP.trans.bz2[56.65 MB]Frequency ordered transitions of (27Al)(17O)

References: 1. Patrascu, A. T., Yurchenko, S. N., Tennyson, J., "ExoMol molecular line lists: IX The spectrum of AlO", Monthly Notices of the Royal Astronomical Society 449, 3613-3619 (2015). [http://dx.doi.org/10.1093/mnras/stv507][15PaYuTe.AlO]

ATP: partition function

Line lists for four isotopes of aluminium monoxide covering the pure rotation, rotation–vibration and electronic (B − X blue–green and A − X infrared bands) spectrum. States file updated 20-11-2015.

ATP_README.txt[5.08 KB]Documentation for the AlO line list of the ATP dataset

27Al-17O_ATP.pf[22.85 KB]Partition function for (27Al)(17O)

References: 1. Patrascu, A. T., Yurchenko, S. N., Tennyson, J., "ExoMol molecular line lists: IX The spectrum of AlO", Monthly Notices of the Royal Astronomical Society 449, 3613-3619 (2015). [http://dx.doi.org/10.1093/mnras/stv507][15PaYuTe.AlO]

ATP: other States files

NB: These data are not included in current version on Zenodo Data can be accessed via: https://exomol.com/data/molecules/AlO/27Al-17O/ATP

The dataset is an archive of ExoMol page, https://exomol.com/data/molecules/AlO/26Al-16O/ATP.Please check the reference details according to the following description or directly from the website. NB: The html description skips data which are not included in the current version for the purpose of simplicity. Please check AlO_26Al16O_ATP.md for detailed information. Definitions file 26Al-16O_ATP.def[6.59 KB] References: 1. Tennyson, J., Yurchenko, S. N., Al-Refaie, A. F., Clark, V. H. J., Chubb, K. L., Conway, E. K., Dewan, A., Gorman, M. N., Hill, C., Lynas-Gray, A. E., Mellor, T., McKemmish, L. K., Owens, A., Polyansky, O. L., Semenov, M., Somogyi, W., Tinetti, G., Upadhyay, A., Waldmann, I., Wang, Y., Wright, S., Yurchenko, O. P., "The 2020 release of the ExoMol database: molecular line lists for exoplanet and other hot atmospheres", J. Quant. Spectrosc. Rad. Transf., 255, 107228 (2020). [https://doi.org/10.1016/j.jqsrt.2020.107228] Spectroscopic Model https://exomol.com/models/AlO/26Al-16O/ATP/ ATP: line list Line lists for four isotopes of aluminium monoxide covering the pure rotation, rotation–vibration and electronic (B − X blue–green and A − X infrared bands) spectrum. States file updated 20-11-2015. ATP_README.txt[5.08 KB]Documentation for the AlO line list of the ATP dataset 26Al-16O_ATP.states.bz2[1.07 MB]Labelled rovibrational states of (26Al)(16O). Some calculated (Ca) energy levels were replaced with Pseudo-experimental correction (PE) values. 26Al-16O_ATP.trans.bz2[53.57 MB]Frequency ordered transitions of (26Al)(16O) References: 1. Patrascu, A. T., Yurchenko, S. N., Tennyson, J., "ExoMol molecular line lists: IX The spectrum of AlO", Monthly Notices of the Royal Astronomical Society 449, 3613-3619 (2015). [http://dx.doi.org/10.1093/mnras/stv507][15PaYuTe.AlO] ATP: partition function Line lists for four isotopes of aluminium monoxide covering the pure rotation, rotation–vibration and electronic (B − X blue–green and A − X infrared bands) spectrum. States file updated 20-11-2015. ATP_README.txt[5.08 KB]Documentation for the AlO line list of the ATP dataset 26Al-16O_ATP.pf[22.85 KB]Partition function for (26Al)(16O) References: 1. Patrascu, A. T., Yurchenko, S. N., Tennyson, J., "ExoMol molecular line lists: IX The spectrum of AlO", Monthly Notices of the Royal Astronomical Society 449, 3613-3619 (2015). [http://dx.doi.org/10.1093/mnras/stv507][15PaYuTe.AlO] ATP: opacity Line lists for four isotopes of aluminium monoxide covering the pure rotation, rotation–vibration and electronic (B − X blue–green and A − X infrared bands) spectrum. States file updated 20-11-2015. 27Al-16O_ATP.R1000_0.3-50mu.ktable.ARCiS.fits.gz[444.15 MB]ARCiS k-tables at R= 1000 (0.3-50mu) in fits format (gzipped): ATP (27Al)(16O) line list. 27Al-16O_ATP.R1000_0.3-50mu.ktable.petitRADTRANS.h5[370.98 MB]petitRADTRANS k-tables at R= 1000 (0.3-50mu) in HDF5 format: ATP (27Al)(16O) line list. 27Al-16O_ATP.R1000_0.3-50mu.ktable.NEMESIS.kta[232.01 MB]NEMESIS k-tables at R= 1000 (0.3-50mu) in NEMESIS-kta format: ATP (27Al)(16O) line list. 27Al-16O_ATP.R15000_0.3-50mu.xsec.TauREx.h5[348.39 MB]TauREx k-tables at R= 15000 (0.3-50mu) in HDF5 format: ATP (27Al)(16O) line list. References: 1. Patrascu, A. T., Yurchenko, S. N., Tennyson, J., "ExoMol molecular line lists: IX The spectrum of AlO", Monthly Notices of the Royal Astronomical Society 449, 3613-3619 (2015). [http://dx.doi.org/10.1093/mnras/stv507][15PaYuTe.AlO] 2. Chubb, K. L., Rocchetto, M., Yurchenko, S. N., Min, M., Waldmann, I., Barstow, J. K., Molliere, P., Al-Refaie, A. F, Phillips, M. W., Tennyson, J., "The ExoMolOP database: Cross sections and k-tables for molecules of interest in high-temperature exoplanet atmospheres", Astronomy and Astrophysics 646, A21 (2020). [http://dx.doi.org/10.1051/0004-6361/202038350][20ChRoYu.] ATP: other States files NB: These data are not included in current version on Zenodo Data can be accessed via: https://exomol.com/data/molecules/AlO/26Al-16O/ATP

The data set contains the details about all the ATP matches played since 1968. The match statistics are available for matches since 1991.

Data description

• tourney_id - tournament_id

• tourney_name - tournament_name

• surface - surface in which the match is played

• draw_size - the size of the draw

• tourney_level - tournament level

'G' = Grand Slams

'M' = Masters 1000s

'A' = other tour-level events

'C' = Challengers

'S' = Satellites/ITFs

'F' = Tour finals and other season-ending events

'D' = Davis Cup

• tourney_date - starting date of the tournament

• match num - match number in a certain tournament

• id - player id

• seed - the seed of the player in that tournament

• entry - How did the player enter the tournaments?

WC - Wildcard

Q - Qualifier

LL - Lucky loser

PR - Protected ranking

SE - Special Exempt

ALT - Alternate player

• name - player name

• hand - hand of the player, right or left

• ht - the height of the player

• IOC - the country of origin

• age - age of the player

• score - final score in the match

• best_of - the maximum number of sets played

• round - the round in the tournament a match belongs to

• minutes - duration of the match in minutes

• ace - number of aces in the match • df - double faults

• svpt - serve percent

• 1stin - first serve in percent

• 1stWon - first serve winning percent

• 2ndWon - second serve winning percent

• SvGms - number of games played on serve (So, the maximum difference between w_SvGms and l_SvGms will be 1)

• bpSaved - breakpoints saved

• bpFaced - breakpoints faced

Credits: 1) http://www.tennisabstract.com/ 2) Jeff Sackmann

NOTE: The rankings are available in the other CSVs

The dataset is an archive of ExoMol page, https://exomol.com/data/molecules/AlO/27Al-18O/ATP.Please check the reference details according to the following description or directly from the website. NB: The html description skips data which are not included in the current version for the purpose of simplicity. Please check AlO_27Al18O_ATP.md for detailed information. Definitions file 27Al-18O_ATP.def[6.48 KB] References: 1. Tennyson, J., Yurchenko, S. N., Al-Refaie, A. F., Clark, V. H. J., Chubb, K. L., Conway, E. K., Dewan, A., Gorman, M. N., Hill, C., Lynas-Gray, A. E., Mellor, T., McKemmish, L. K., Owens, A., Polyansky, O. L., Semenov, M., Somogyi, W., Tinetti, G., Upadhyay, A., Waldmann, I., Wang, Y., Wright, S., Yurchenko, O. P., "The 2020 release of the ExoMol database: molecular line lists for exoplanet and other hot atmospheres", J. Quant. Spectrosc. Rad. Transf., 255, 107228 (2020). [https://doi.org/10.1016/j.jqsrt.2020.107228] Spectroscopic Model https://exomol.com/models/AlO/27Al-18O/ATP/ ATP: line list Line lists for four isotopes of aluminium monoxide covering the pure rotation, rotation–vibration and electronic (B − X blue–green and A − X infrared bands) spectrum. States file updated 20-11-2015. ATP_README.txt[5.08 KB]Documentation for the AlO line list of the ATP dataset 27Al-18O_ATP.states.bz2[1.13 MB]Labelled rovibrational states of (27Al)(18O). Some calculated (Ca) energy levels were replaced with Pseudo-experimental correction (PE) values. 27Al-18O_ATP.trans.bz2[59.06 MB]Frequency ordered transitions of (27Al)(18O) References: 1. Patrascu, A. T., Yurchenko, S. N., Tennyson, J., "ExoMol molecular line lists: IX The spectrum of AlO", Monthly Notices of the Royal Astronomical Society 449, 3613-3619 (2015). [http://dx.doi.org/10.1093/mnras/stv507][15PaYuTe.AlO] ATP: partition function Line lists for four isotopes of aluminium monoxide covering the pure rotation, rotation–vibration and electronic (B − X blue–green and A − X infrared bands) spectrum. States file updated 20-11-2015. ATP_README.txt[5.08 KB]Documentation for the AlO line list of the ATP dataset 27Al-18O_ATP.pf[22.85 KB]Partition function for (27Al)(18O) References: 1. Patrascu, A. T., Yurchenko, S. N., Tennyson, J., "ExoMol molecular line lists: IX The spectrum of AlO", Monthly Notices of the Royal Astronomical Society 449, 3613-3619 (2015). [http://dx.doi.org/10.1093/mnras/stv507][15PaYuTe.AlO] ATP: other States files NB: These data are not included in current version on Zenodo Data can be accessed via: https://exomol.com/data/molecules/AlO/27Al-18O/ATP

Database consists of notices filed by welfare plans that provide apprenticeship and/or training benefits (ATP).

Data of ATP tennis players from season 2022.

Model performance on ATP data set.

Biological Magnetic Resonance Bank Entry bmse000006: ATP

Imports of Atp - Information and Communications in the United States decreased to 21275 USD Million in February from 23121 USD Million in January of 2024. This dataset includes a chart with historical data for the United States Imports of Atp - Information And Communications.