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">

This dataset contains all match results and bets for all tennis tournaments. ATP Men´s Tour from 2000 till 2023. WTA Women´s Tour from 2007 till 2023.

Original Data

Data Dictionary

Key to results data:

ATP = Tournament number (men) WTA = Tournament number (women) Location = Venue of tournament Tournament = Name of tounament (including sponsor if relevant) Data = Date of match (note: prior to 2003 the date shown for all matches played in a single tournament is the start date) Series = Name of ATP tennis series (Grand Slam, Masters, International or International Gold) Tier = Tier (tournament ranking) of WTA tennis series. Court = Type of court (outdoors or indoors) Surface = Type of surface (clay, hard, carpet or grass) Round = Round of match Best of = Maximum number of sets playable in match Winner = Match winner Loser = Match loser WRank = ATP Entry ranking of the match winner as of the start of the tournament LRank = ATP Entry ranking of the match loser as of the start of the tournament WPts = ATP Entry points of the match winner as of the start of the tournament LPts = ATP Entry points of the match loser as of the start of the tournament W1 = Number of games won in 1st set by match winner L1 = Number of games won in 1st set by match loser W2 = Number of games won in 2nd set by match winner L2 = Number of games won in 2nd set by match loser W3 = Number of games won in 3rd set by match winner L3 = Number of games won in 3rd set by match loser W4 = Number of games won in 4th set by match winner L4 = Number of games won in 4th set by match loser W5 = Number of games won in 5th set by match winner L5 = Number of games won in 5th set by match loser Wsets = Number of sets won by match winner Lsets = Number of sets won by match loser Comment = Comment on the match (Completed, won through retirement of loser, or via Walkover)

Key to match betting odds data:

B365W = Bet365 odds of match winner B365L = Bet365 odds of match loser B&WW = Bet&Win odds of match winner B&WL = Bet&Win odds of match loser CBW = Centrebet odds of match winner CBL = Centrebet odds of match loser EXW = Expekt odds of match winner EXL = Expekt odds of match loser LBW = Ladbrokes odds of match winner LBL = Ladbrokes odds of match loser GBW = Gamebookers odds of match winner GBL = Gamebookers odds of match loser IWW = Interwetten odds of match winner IWL = Interwetten odds of match loser PSW = Pinnacles Sports odds of match winner PSL = Pinnacles Sports odds of match loser SBW = Sportingbet odds of match winner SBL = Sportingbet odds of match loser SJW = Stan James odds of match winner SJL = Stan James odds of match loser UBW = Unibet odds of match winner UBL = Unibet odds of match loser

MaxW= Maximum odds of match winner (as shown by Oddsportal.com) MaxL= Maximum odds of match loser (as shown by Oddsportal.com) AvgW= Average odds of match winner (as shown by Oddsportal.com) AvgL= Average odds of match loser (as shown by Oddsportal.com)

Acknowlegement

Foto von Matthias David auf Unsplash

Tennis-Data would like to acknowledge the following sources which are currently utilised in the compilation of Tennis-Data's results and odds files.

Results: Xscores - http://www.xscores.com/ ATPtennis.com - http://www.atptennis.com/ ATP Tour Rankings and Results Page - http://www.stevegtennis.com/ Livescore - http://www.livescore.net/

Rankings: ATPtennis.com - http://www.atptennis.com/ ATP Tour Rankings and Results Page - http://www.stevegtennis.com/ WTA TOur Rankings - http://www.sonyericssonwtatour.com

Betting odds for matches generally represent the most recent before play starts, as reported by oddsportal.com and the individual bookmakers.

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)

This dataset contains tennis data from the ATP World Tour website. The data is updated annually in October. The data contains ATP tournaments, match scores, match stats, rankings and players overview. The latest available data is for 2017.

As of 2023, Martina Navratilova, commonly regarded as one of the greatest tennis players of all time, holds the record for the most singles matches played at Wimbledon, with 134 matches. Serena Williams came close to matching this record before retiring in 2022. The Wimbeldon Championships, held annually over the course of two weeks at the All England Lawn Tennis and Croquet Club in Wimbledon, London is the oldest tennis tournament worldwide.

The data for this study was mainly collected from publicly available sources, including the official ATP website (www.atptour.com), the official WTA website (www.wtatennis.com). In addition, no more than 10% of the data on the age of starting tennis were taken from Wikipedia in conjunction with the results of other web searches. The top 100 ATP and WTA ranked players have been included in the research scope. Furthermore, taking into account the limited number of Chinese athletes in the sample, two relatively high-ranking Chinese players were supplemented as research subjects. A total of 202 players` ranking information was used for analysis.

Wimbledon, also known as The Championships, is one of the four biggest tennis Grand Slam tournaments. The winner of the 2024 edition was Carlos Alcaraz, which was his second Wimbledon title in as many years.

The so-called “open era” of professional tennis, an era which refers to the current era of professional tennis, began in 1968. Since then, a variety of professional female tennis players have won Wimbledon titles. As of 2024, the player with the most wins was Martina Navratilova with nine titles. Steffi Graf and Serena Williams both tied for second in the ranking with seven wins each. Who are the highest paid tennis players? As of 2023, the highest paid tennis player in the world was Novak Djokovic. Including both prize money and endorsements, the Serbian recorded annual earnings exceeding 28 million U.S. dollars. Meanwhile, the female tennis player with the highest prize money earnings worldwide in 2023 was Aryna Sabalenka, having earned more than seven million U.S. dollars that year. Which professional male tennis player has the most Wimbledon wins? Legendary Swiss tennis player Roger Federer topped the list of the most Wimbledon tennis titles won by a professional male tennis player. Federer lifted his record eighth Wimbledon trophy in 2017 and consistently ranked amongst the top male tennis players in the ATP Rankings during his career.

Comparison time characteristics of ATP and WTA top 10 players.

Legendary Swiss tennis player Roger Federer tops the list of the most Wimbledon tennis titles won by a professional male tennis player. Federer lifted his record eighth Wimbledon trophy in 2017 and consistently ranked among the top male tennis players in the ATP Rankings during his career. The winner of the second most Wimbledon tennis titles was jointly shared between Pete Sampras and Novak Djokovic, with seven wins each. Djokovic had the chance to match Federer in both 2023 and 2024, however, the Serbian was beaten by Carlos Alcaraz in the final in both years. Who has the most Grand Slam wins? Despite the disappointment of losing two consecutive Wimbledon finals, Novak Djokovic's overall record in tennis Grand Slams is unmatched. In total, Djokovic had 24 Grand Slam titles as of July 2024, which was two more than second-placed Rafael Nadal. While young players such as Alcaraz and Jannik Sinner have offered a promising look into what the future of men's tennis could resemble, it will be a long time before either player will come close to challenging Djokovic's record. Which professional female tennis player has the most Wimbledon wins? The so-called “open era” of professional tennis, an era which refers to the current era of professional tennis, began in 1968. Since then, various professional female tennis players have won Wimbledon titles. As of 2024, the professional female tennis player with the most Wimbledon wins was Martina Navratilova with nine titles. Steffi Graf and Serena Williams were both tied for second in the ranking with seven wins each.

ATP top 100 players ranking—time correlation matrix.

This dataset captures Twitter activity surrounding the 2021 Australian Open Men's Finals. It provides a unique look into public sentiment and discussions during a major international sporting event, specifically the tennis final between Novak Djokovic and Daniil Medvedev on 20 February 2021. This match saw Djokovic claim his 18th Grand Slam title. The dataset is ideal for analysing how fans interact on social media during live events.

Columns

• id: The unique identifier for each tweet.
• replyToUID: The ID of the user to whom the tweet is responding.
• text: The actual content of the tweet.
• favoriteCount: The count of "likes" or favourites the tweet received.
• replyToSN: The screen name of the user to whom the tweet is responding.
• created: The date and time (UTC) when the tweet was published.
• truncated: A boolean indicating if the tweet content was shortened to the first 140 characters.
• replyToSID: The Tweet ID to which the tweet is a direct response.
• screenName: The user's screen name who posted the tweet.
• retweetCount: The total number of times the tweet was retweeted.

Distribution

The data consists of the last 8,266 tweets collected on 21 February 2021, ensuring each row represents a single tweet. All tweets included are written in English and contain the #AusOpen hashtag, excluding retweets. The data appears to contain approximately 14,957 entries in total across various metrics.

Usage

This dataset is well-suited for text mining applications, enabling users to perform various analyses. Potential uses include: * Sentiment analysis to understand the emotions of commenting users. * Identifying which tennis player (Djokovic or Medvedev) was more supported by Twitter users. * Analysing the vocabulary and keywords used by fans to describe the match. * Gauging user satisfaction with the game they watched. * Research into real-time social media engagement during live events.

Coverage

The dataset's focus is global, capturing English-language tweets. The time range is specific, primarily covering 21 February 2021, which immediately followed the 2021 Australian Open Men's Final. There is no specific demographic information beyond identifying the content as originating from Twitter users.

License

CC0

Who Can Use It

• Data scientists and NLP researchers interested in social media text analysis.
• Sports analysts and journalists looking to gauge public reaction to major sporting events.
• Marketing professionals seeking insights into fan engagement and brand mentions during live broadcasts.
• Students and educators for academic projects involving social data.

Dataset Name Suggestions

• 2021 Australian Open Men's Final Tweets
• AO2021 Tennis Final Social Data
• Djokovic vs Medvedev Tweets
• Grand Slam Tennis Fan Reactions
• Twitter Data: 2021 Australian Open Final

Attributes

Original Data Source: 2021 Australian Open Men's Finals Tweets

In October 2019, the International Tennis Federation (ITF) published its first global report on tennis, based on data collected in 195 nations. The publication, analyzing figures from 2017, stated that there were about 87 million tennis players globally. As of the survey period, China registered the highest figure, as roughly 22.5 percent of all tennis players came from this country. The United States and India followed in the list, recording 20.7 percent and 9.2 percent respectively of all tennis players in the world.

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.

Analysis of ‘The GOAT of Tennis’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://www.kaggle.com/sandipdevre/the-goat-of-tennis on 13 February 2022.

--- Dataset description provided by original source is as follows ---

Context

This Data Shows' The all BIg Event of Tennis so its Now Your turn to visualize and decide who is the goat of tennis.

Content

All big event title winner and runner up details.

Acknowledgements

this dataset is only for educational purpose and for fun.

Inspiration

inspiration go tableau.

--- Original source retains full ownership of the source dataset ---

The UNITY Odds Feed API – Historical Data Access offers a rich dataset of sports betting odds, covering a global array of leagues and events. This API enables users to retrieve detailed historical odds for both pre-match and live/in-play markets. It includes specific betting metrics such as Asian Handicap, Totals (Over/Under), Corners, and Cards, with data sourced from numerous major Asian sportsbooks and exchanges.

This historical feed is particularly well-suited for:

Data scientists and analysts building predictive models

Sportsbooks improving odds-making strategies

Media platforms generating betting insights

Researchers analyzing market efficiency and odds movement

Key Features: Pre-match and In-play Odds: Track how betting lines moved before and during events.

Multi-Sport Coverage: Includes football (soccer), basketball, and tennis—spanning top leagues like the Premier League, NBA, and Grand Slam tournaments.

Market Breadth: Extensive odds data for niche markets such as corners and cards.

Bookmaker Diversity: Historical odds from a wide range of Asian bookmakers and betting exchanges with low spreads and back/lay functionality.

Structured & Filterable: Access raw or formatted data by sport, league, event, or market.

This API delivers the tools needed to extract meaningful insights from betting markets—whether you're building advanced algorithms, enhancing app features, or deep-diving into betting behavior trends.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

World and Chinese elite male players ranking—time characteristics.

Snapshot img

Americas Tennis Apparel Market Size and Trends

The Americas tennis apparel market size is forecast to increase by USD 91 million at a CAGR of 3.94% between 2023 and 2028. The market is experiencing significant growth due to several key drivers. The increasing awareness about the health benefits of sports and the adoption of a healthy lifestyle are major factors fueling market growth. Tennis, as a sport, offers numerous health advantages, including improved cardiovascular health, enhanced flexibility, and increased muscle strength. Additionally, advancements in product technology aim to improve functionality and comfort, making tennis apparel more appealing to consumers. However, poor infrastructure for tennis courts and limited availability of tennis facilities in certain regions pose challenges to market growth. Despite these challenges, the market is expected to witness steady expansion due to the growing popularity of tennis as a sport and the continuous innovation in apparel technology.

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The market is a significant segment of the athletic wear industry, catering to the specific needs of tennis players. Tennis clothing includes upper garments such as shirts and jackets, as well as lower garments like shorts, skirts, and dresses. Tennis socks, hats, and shoes are essential tennis accessories. Tennis apparel is designed to provide comfort, flexibility, and protection during matches. Eco-friendly materials and biobased textiles are increasingly being used in tennis wear to reduce the environmental impact. The market for tennis apparel is driven by the growing number of youth tennis participants and core tennis players. Tennis apparel is not limited to men; there is a vast selection of tennis attire for male tennis players, as well as for women and children. Other sports, such as basketball and cricket, also have their dedicated apparel markets, but tennis apparel stands out for its focus on lightweight, breathable materials and stylish designs. The market for tennis apparel includes a wide range of tops, undergarments, and accessories, ensuring that tennis players have the best possible equipment for their game.

Market Segmentation

The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million ' for the period 2024-2028, as well as historical data from 2018 - 2022 for the following segments.

Distribution Channel Outlook

  Offline
  Online


End-user Outlook

  Men
  Women
  Children

By Distribution Channel Insights

The offline segment is estimated to witness significant growth during the forecast period. The market encompasses a range of athletic wear, including tennis shirts, shorts, skirts, dresses, socks, hats, and shoes. Tennis clothing is designed for optimal performance, incorporating features such as moisture management, UV protection, and biobased textiles like recycled polyester and organic cotton blends. Sustainable materials are increasingly popular, with closed-loop manufacturing and eco-friendly materials gaining traction.

Get a glance at the market share of various regions Download the PDF Sample

The offline segment was the largest segment and was valued at USD 359.50 million in 2018. The market caters to various tennis player segments, from professional athletes to amateur and recreational players. Brick-and-mortar sales, including dealer stores and retail outlets, are a significant distribution channel. companies are expanding their dealer store networks to cater to consumers' preference for physically inspecting product quality and ensuring value for money. Tennis apparel also experiences an athleisure crossover, with trends influencing basketball, cricket, sports and fitness activities. Innovations such as 3D printing, body scanning, and AI-powered recommendation engines further enhance the shopping experience. Hence, such factors are fuelling the growth of thiss egment during the forecast period.

Our researchers analyzed the data with 2023 as the base year, along with the key drivers, trends, and challenges. A holistic analysis of drivers will help companies refine their marketing strategies to gain a competitive advantage.

Key Market Driver

Increasing awareness about health benefits of sports and growing adoption of healthy lifestyle is notably driving market growth. The market is witnessing significant growth due to the increasing popularity of tennis as a sport among people, particularly those seeking a healthy lifestyle. Tennis clothing, including tennis shirts, shorts, skirts, dresses, socks, hats, and shoes, is in high demand.

Moreover, athletic wear, such as tennis apparel, made from ecofriendly materials like biobased textiles and recycled polyester, organic cotton blends, and sustainable materials, is gaining popularity. The athleisure crossover and hyperpersonalization trends are influencing the market, with

Snapshot img

Tennis Equipment Market Size 2024-2028

The tennis equipment market size is forecast to increase by USD 211.08 million at a CAGR of 2.21% between 2023 and 2028.

The market is experiencing significant growth, driven by several key factors. The number of tennis courts globally is increasing, leading to a rise in the demand for tennis equipment. Additionally, there is a growing focus on sustainability in the sports industry, resulting in the production of eco-friendly tennis gear. E-commerce portals have revolutionized sales channels, enabling tennis enthusiasts to easily access a wide range of equipment, including rackets, footwear, and sports science-informed gear. Another trend influencing the market is the increasing popularity of e-sports and virtual tennis games, which is driving the demand for advanced tennis equipment for training and simulation purposes. These trends are expected to continue shaping the growth of the market in the coming years.

What will be the Size of the Tennis Equipment Market During the Forecast Period?

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The market is experiencing growth, driven by the increasing popularity of sporting goods and the athleisure trend. Health awareness and cardio tennis have emerged as key factors fueling market expansion. Racket technologies continue to evolve, with advanced materials and customized designs catering to various playing styles. Sensory immersion is a growing trend, with tennis equipment incorporating multisensory cues, such as sound-modulating and scented overgrips, to enhance the player's tactile and auditory experience. Sports science and physical conditioning have become integral to tennis, with a focus on player analytics and cognitive training.
Ball impact and aeroacoustics research have led to innovations in racket design and materials, ensuring durability and optimized performance. Nanomaterials are increasingly used to create high-performance, lightweight, and long-lasting equipment. Tournaments and professional players continue to influence market trends, pushing the boundaries of tennis equipment technology. Overall, the market is dynamic, innovative, and poised for continued growth.

How is this Tennis Equipment Industry segmented and which is the largest segment?

The tennis equipment industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments.

Distribution Channel

  Offline
  Online


Product Type

  Tennis balls
  Tennis racquets
  Tennis strings
  Equipment bag
  Others


Geography

  North America

    Canada
    US


  APAC

    China


  Europe

    Germany
    UK


  South America



  Middle East and Africa

By Distribution Channel Insights

The offline segment is estimated to witness significant growth during the forecast period. The market encompasses mono-brand stores, department stores, hypermarkets, supermarkets, and specialty stores. Monobrand stores, owned by product manufacturing companies, offer a wide selection of equipment under the same brand and are increasingly popular due to their premium look and feel. North American companies like Nike and Adidas are expanding their mono-brand stores to boost direct-to-customer sales. Athleisure trends and health awareness have fueled the demand for tennis equipment, with cardio tennis gaining popularity. E-commerce portals provide convenience, while Wilson Sporting and other brands invest in product promotions and player development. Technological advancements include sensory immersion through scented overgrips, cognitive training, and physical conditioning tools.

Specialized visors, aerodynamics, acoustics, and advanced materials enhance player performance. Sustainable initiatives and customized designs cater to diverse playing styles and player analytics. Tennis associations, such as the USTA, and tournaments, including those led by Naomi Osaka, continue to drive the popularity of the sport. Tennis courts, scoreboards, windbreaks, and drag mats are essential accessories. The market is driven by fitness-conscious consumers, professional tournaments, tennis tradition, and grassroots participation.

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The Offline segment was valued at USD 1.19 billion in 2018 and showed a gradual increase during the forecast period.

Regional Analysis

APAC is estimated to contribute 35% to the growth of the global market during the forecast period. Technavio's analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period.

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The North American market is poised for growth due to the increasing popularity of the sport, partic