Datasets:

Chrisneverdie
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OnlySports_Dataset

text stringlengths 114 528k	url stringlengths 16 403	token_count int64 33 125k
San Francisco 49ers cornerback Shawntae Spencer will miss the rest of the season with a torn ligament in his left knee. Spencer, a fifth-year pro, will be placed on injured reserve soon after undergoing surgery Wednesday to repair the ligament. He injured his knee late in the 49ers’ road victory at Seattle on Sept. 14,...	http://49ersnews.com/2008/09/spencer-done/	153
White House Has a Plan to Tackle 3 Separate Scandals Pat Robertson: 'Males Have a Tendency to Wander' Jodi Arias Victim's Siblings Emotionally Address Jury Lone Survivor of 1987 Plane Crash Breaks Silence President Obama Makes His Case Amid Minefield of Scandals Lions, Tigers and Bears Living Together Alexander's Sibli...	http://abcnews.go.com/GMA/video/egypt-clamps-down-12800878	179
6:29 p.m. ET: ABC’s David Wright tweeted: 3:41 p.m. ET: Spencer West, a 31-year-old who was born with a genetic disorder called sacral agenesis and eventually had his legs removed, climbed to the top of Mount Kilimanjaro on his hands. 2:28 p.m. ET: Twitter returns! The social website went down around 11:50 a.m. ET, bri...	http://abcnews.go.com/blogs/extras/2012/06/21/nightline-daily-line-june-21-sandusky-trail-prosecutions-closing-arguments-today/	520
There’s no doubt of my affections for the Rich Eisen Podcast (REP). I listen to it every week and over the years it’s easily become my favorite NFL related iPod listens. It’s the perfect combination of everything NFL and pop culture so if that’s right up your alley then this is the podcast for you. So it was a very ple...	http://aeryssports.com/the-pigskin-arch/2013/02/28/st-louis-rams-head-coach-jeff-fisher-on-the-rich-eisen-podcast/	1,850
This is one of the few weekends every year that I get up in the middle of the night to watch sports, but have done so annually when Australian Open organizers moved their men’s and women’s finals to the night session. On Saturday morning (TSN, 1:30 a.m.), the world number one Victoria Azarenka of Belarus takes on 2011 ...	http://anysportanytime.ca/tag/shannon-kleibrink/	335
SYRACUSE, N.Y. — Brandon Triche is Syracuse's top free-throw shooter, and in his mind if the first one he takes in a game feels good he's going to have a good game at the line. On Saturday, with West Virginia and the third-ranked Orange clawing for a victory and the score tied 61-all with 88 seconds left, Triche swishe...	http://aol.sportingnews.com/ncaa-basketball/story/2012-01-28/syracuse-beats-west-virginia-on-missed-goaltending-call?modid=recommended_2_4	1,360
It happens during coaching changes, one of the aspects of the business. The outgoing coach assembles a recruiting class but the incoming coach has other players in mind. Butch Jones left Cincinnati for Tennessee and when Tommy Tuberville replaced Jones, he wanted to bring recruits with him, especially at quarterback. T...	http://aol.sportingnews.com/ncaa-football/story/2013-01-27/national-signing-day-2013-oregon-state-kyle-kempt-qb-texas-tech-rankings?modid=recommended_4_5	393
The New Orleans Saints are interested in former Kansas City Chiefs coach Romeo Crennel as a candidate for their defensive coordinator opening, according to various media reports. Payton fired Steve Spagnuolo as defensive coordinator Thursday and announced he would change his defense from a 4-3 to a 3-4 scheme. That mov...	http://aol.sportingnews.com/nfl/story/2013-01-26/saints-defensive-coordinator-search-romeo-crennel-payton-mangini	165
DENVER— The Denver Broncos have parted ways with versatile but vexing linebacker D.J. Williams. The Broncos released the nine-year veteran Monday on the eve of free agency, freeing up his $6 million salary in 2013 for other needs. "We appreciate the contributions made by D.J. Williams during his time with the Broncos,"...	http://aol.sportingnews.com/nfl/story/2013-03-11/dj-williams-released-by-denver-broncos	953
A staff member carries the golf bag of Barack Obama at a landing zone in Chicago before the President left for Los Cabos, Mexico to attend G20 summit. (AFP PHOTO/Jewel Samad ) Barack Obama played like a U.S. Open champion Sunday -- at least on one shot. Beverly Country Club's head professional, John Varner, said the pr...	http://articles.chicagotribune.com/2012-06-17/sports/chi-obamas-shot-on-12th-hole-at-beverly-cc-impressive-20120617_1_barack-obama-shot-hole	224
Louisville's Chane Behanan dunks between Michigan State's… (REUTERS/Darryl Webb ) PHOENIX -- Gorgui Dieng's seven blocks and three steals highlighted a suffocating Cardinals defense, and the NCAA Tournament's first No. 1 seed fell as Louisville knocked out Michigan State, 57-44, in the Sweet 16 action in the West Regio...	http://articles.orlandosentinel.com/2012-03-22/sports/chi-louisville-knocks-out-no-1-michigan-state-5744-20120322_1_gorgui-dieng-peyton-siva-louisville	579
SOUTH BEND -- Is there such a thing as too much Darius? The durable sophomore running back on Saturday became the first Notre Dame football player since Phil Carter in 1980 to rush for 100 yards or more in each of the first three games of a season. Darius Walker had a career-high 116 yards on 26 carries in his most rec...	http://articles.southbendtribune.com/2005-09-21/news/27007356_1_darius-walker-ball-numbers	295
Rookie Steve David has been exciting powerboat fans since June 5, when he drove Pocket Savers Plus to fourth place in the Budweiser Unlimited Hydroplane Regatta at Miami Marine Stadium. Three months and six races later, David is no less impressive, though he has no victories. From Miami to Madison, Ind., and from Syrac...	http://articles.sun-sentinel.com/1988-09-14/sports/8802220962_1_hydroplane-larry-lauterbach-miami-marine-stadium	1,058
That’s one reason the rules committee is reasserting guidelines on what constitutes a charge and asking for referees to be re-educated on how the play should be called. It will be one of the most important points covered this fall at the NCAA’s four regional refereeing seminars; all college basketball referees must att...	http://asoiaf.westeros.org/index.php/topic/63583-ncaa-basketball-offseason/page__st__220__p__3331878	128
McLouth makes impact with homer, leaping grab Running into wall, O's left fielder starts key double play to end Yanks' threat NEW YORK -- Hot for more than a month, Nate McLouth saw red for an entire inning Thursday night. Leading off the fifth, the Orioles left fielder drilled a fastball out to right at Yankee Stadium...	http://atlanta.braves.mlb.com/news/article.jsp?ymd=20121011&content_id=39730740&vkey=news_bal&c_id=bal	919
Drew Weisholtz is an award-winning writer who has had his work published on several websites, including GuySpeed, StarCrush.com and theFW.com. Previously, he has written and served as a producer for ABC News Radio and also spent time as a stand-up comedian. He can be found rooting for his beloved Yankees and Giants and...	http://b1027.com/author/drewweisholtz/page/6/	128
HOWLAND, Maine — Foxcroft Academy crowned eight individual champions to pull away to victory Saturday at the Eastern Maine Class C wrestling championships held at Penobscot Valley High School. The defending state champion Ponies totaled 249.5 points to best runner-up Dexter (195). Fort Kent was third with 85.5 points, ...	http://bangordailynews.com/2012/02/12/sports/wrestling/foxcroft-uses-depth-to-win-eastern-c-dirigo-prevails-in-western-c/?ref=relatedBox	1,179
In the AFL the Peoria Javelinas lost to the Surprise Rafters 9-6: Box Score - Recap - Game Story Phil Hughes started for the Javelinas and continued his inconsistent winter. After having a great outing his last time out he followed it with a very unimpressive 2.1 innings today. He allowed 2 runs on 4 hits, walked 4 and...	http://baseball.blogdig.net/archives/date/08/November/2008	2,236
Miami Marlins Wiretap Plans for a new ballpark for the Marlins are still on but have been pushed back another year. According to Marlins president David Samson, the team's new home will open in 2012, rather than 2011 as hoped. The delay is a result of a lawsuit brought on by South Florida auto dealer Norman Braman, who...	http://baseball.realgm.com/src_wiretap_teams/miami/2008/11/	288
When games slow and defenses tighten, grabbing offensive rebounds and making putbacks would seem to be a logical way to score, anyway. The data--albeit, extremely limited data--supports that theory. Based on Synergy's information about scoring immediately after offensive rebounds, there was no statistically significant...	http://basketballprospectus.com/article.php?articleid=1563	508
Washington U. Baseball Picks Up 20th Win of the Season, 25-13, Over St. Norbert St. Louis, Mo., April 1, 2012 – The Washington University in St. Louis baseball team recorded 24 hits, including 10 for extra bases, as the Bears earned their 20th win of the season with a 25-13 victory over St. Norbert College on Sunday af...	http://bearsports.wustl.edu/Sports/Content/Pages/base4-1-12.aspx	568
The Chicago Stadium Chair -- A Great Conversation Piece Sunday, 04.06.2008 / 12:06 AM / Features By Evan Weiner - NHL.com Correspondent \|Former Blackhawk Darcy Rota has a Chicago Stadium seat in his home and it's a conversation starter for guests.\| Both Mets and Yankees officials would do well if they were to steal a 1...	http://blackhawks.nhl.com/club/news.htm?id=476999	1,008
Dwight Howard and the Biggest Posers in the NBA Before I start off this article, let me first say that I respect each and every one of these players. I admire the work they put in to get to the level they're currently at and they deserve all the credit for achieving their biggest goals and dreams. So, that makes it a l...	http://bleacherreport.com/articles/1266366-dwight-howard-and-the-biggest-posers-in-the-nba	1,808
Peyton Manning: Broncos QB Should Be Considered Top 5 Fantasy Quarterback Peyton Manning is back and believe it or not, enters the 2012 underrated for possibly the first time in his career. Considering he’s learning a new offense in a new city with new teammates and coaches, fantasy owners don’t know what to expect fro...	http://bleacherreport.com/articles/1296278-peyton-manning-broncos-qb-should-be-considered-top-5-fantasy-quarterback	765
MLB Trade Rumors: Alfonso Soriano and the Top 10 Moveable Players on the Market After the months of speculation leading up to July's trade deadline finally came to a head, it seemed like we could all finally breathe a bit and watch the second half of the MLB season play itself out. That notion was quickly put to rest w...	http://bleacherreport.com/articles/1311758-mlb-trade-rumors-alfonso-soriano-and-the-top-10-moveable-players-on-the-market	1,392
Ranking the Pac-12's Toughest Schedules A month into the college football season, the rankings have gone through some changes. Three overrated pretenders (Michigan, Wisconsin and Arkansas) have fallen, one (Oregon State) has risen and three (Arizona, USC and UCLA) have risen and fallen only to rise again. Now, there ar...	http://bleacherreport.com/articles/1358169-ranking-the-pac-12s-toughest-schedules	1,497
Ronaldinho: Can He Make the Brazil National Team for the 2014 World Cup? He is a player who will forever live in the hearts of football fans worldwide. Indeed, Ronaldinho's five-year spell at Barcelona last decade ranks among the greatest periods of individual brilliance ever seen in the game. He was simply untouchable...	http://bleacherreport.com/articles/1434947-ronaldinho-can-he-make-the-brazil-national-team-for-the-2014-world-cup	1,373
NFL Week 15 Picks: Road Warriors That Will Narrowly Defeat Home Teams We are to the point of the NFL season where teams that need victories decide to play the best football of the season. Those same teams find a way to get into the postseason and are generally the ones who make a run once they get there. With that said...	http://bleacherreport.com/articles/1438823-nfl-week-15-picks-road-warriors-that-will-narrowly-defeat-home-teams	675
Michigan vs. Ohio State: Twitter Reaction, Postgame Recap and Analysis The Ohio State Buckeyes got off to a fast start and held on for the thrilling 56-53 win at home. The loss was the first of the season for the No. 2-ranked Michigan Wolverines. There are now no unbeaten teams in Division I NCAA basketball. The Wolver...	http://bleacherreport.com/articles/1483240-michigan-vs-ohio-state-twitter-reaction-postgame-recap-and-analysis	1,003
Demetrious Johnson vs. John Dodson: What Went Wrong for Dodson? On Saturday night in the United Center in Chicago, the UFC flyweight championship was on the line as Demetrious Johnson defended against Ultimate Fighter winner John Dodson. The battle was fast-paced, as expected, although few would have guessed that Demet...	http://bleacherreport.com/articles/1502636-demetrious-johnson-vs-john-dodson-what-went-wrong-for-dodson	699
Washington Nationals: Are They Better Than the Atlanta Braves? Patrick McDermott/Getty Images The Washington Nationals were perceived as locks to win the National League East after another strong offseason. However, after the Atlanta Braves acquired Justin Upton from the Arizona Diamondbacks, there is now a debate as t...	http://bleacherreport.com/articles/1504498-washington-nationals-are-they-better-than-the-atlanta-braves	978
Murph Settles, Avoids Hearing Daniel Murphy has settled to avoid an arbitration hearing. He will earn slightly less than the $2.975 million midpoint of his asking price and the team's offer, a baseball source told ESPNNewYork.com. What is the duplicate article? Why is this article offensive? Where is this article plagi...	http://bleacherreport.com/articles/1507330-murph-settles-avoids-hearing	84
Seattle Seahawks: Did Russell Wilson and Bobby Wagner Deserve ROY Awards? Over the weekend, Washington Redskins quarterback Robert Griffin III and Carolina Panthers linebacker Luke Kuechly won the NFL's Offensive and Defensive Rookie of the Year awards, while Seattle Seahawks Bobby Wagner and Russell Wilson finished in...	http://bleacherreport.com/articles/1516181-seattle-seahawks-did-russell-wilson-and-bobby-wagner-deserve-roy-awards	1,328
Clutch Hitting and Strong Pitching Are Keys To First-Place Padres' Success After last night’s rally and dramatic bottom of the ninth victory, the Padres (17-10) assured themselves of having another successful homestand. Winners of six of their last eight games and 11-4 at home, the Padres continue to roll. On the offen...	http://bleacherreport.com/articles/388553-clutch-hitting-and-strong-pitching-keys-to-first-place-padres-success	630
Daryl Johnston: Understanding Roles of Our FBs in the Chargers Offense I got into a little debate with a Raider fan a long time ago. The debate was based on a article I wrote awhile back appropriately named "Pick Your Poison: A Look at the 2010 Chargers Offensive Arsenal". In that article, I named Jacob Hester and Mike...	http://bleacherreport.com/articles/443070-daryl-johnston-understanding-roles-of-our-fbs-in-the-vertical-offense	842
January 13, 2010 Ken has yet to fill out a bio. Ken...I think I was telling Scotto to leave Brittney alone...But I don't have the conversation before me...so, I you will give me the exact quote< will have a better grasp of what was siad and/or meant...Okay..Thanks.. Go Blue Ken! Too bad the end didnt turn out the way w...	http://bleacherreport.com/users/117415-ken-hammerick	1,490
June 3, 2010 January 25, 2010 November 2, 2009 September 27, 2009 A resident of Brooklyn, NY, Jake Rake is a graduate of the University of Maryland. His interests include baseball, rock 'n roll, and not feeling feelings. Jake is a contributor to The Onion, Mental Floss, Gelf, SNY's The Nooner and The Business Corporati...	http://bleacherreport.com/users/74414-jake-rake	443
St. Cloud Soldier Comes Home According to the Pioneer Press, 400 people and 217 motorcyles belonging to the patriot Guard Riders welcomed home Tony Larson as he arrived the St. Cloud Regional Aiprort from. He was injured 19 months ago by a roadside bomb in Iraq. The Star Tribune reports that doctors had tried to save L...	http://blog.lib.umn.edu/cice0003/3101news/2007/04/st_cloud_soldier_comes_home.html	102
The Oklahoma City Thunder take on the Sacramento Kings at 7 tonight at Chesapeake Energy Arena, 100 W Reno. The game will air on Fox Sports Oklahoma. If you catch the game on TV, you might just see “Thunder in Motion,” the cool new commercial spot talented local filmmaker Kyle Roberts produced for The Oklahoman and New...	http://blog.newsok.com/bamsblog/2012/12/14/video-russell-westbrook-and-thunder-featured-in-amazing-thunder-in-motion-nba-christmas-ads/	133
It isn’t the bitterest of Georgia’s football rivalries. Just the oldest and most competitive. Georgia and Auburn first played in Atlanta’s Piedmont Park in 1892. They have played 113 times since then. Auburn has won 53. Georgia has won 52. They have tied eight. So, if Georgia were to win this year’s meeting at Auburn o...	http://blogs.ajc.com/uga-sports-blog/2010/11/08/georgia-auburn-its-what-college-football-is-all-about-chizik-says/?cp=2	491
- Backhand Talk - http://blogs.app.com/tennis - Nadal withdraws from U.S. Open Posted By Carol J. Kelly On August 15, 2012 @ 7:49 pm In Uncategorized \| 49 Comments First Rafa Nadal skipped the Olympics because of a knee injury. Then he announced he was withdrawing from Cincinnati. And, in a statement today, Nadal said ...	http://blogs.app.com/tennis/2012/08/15/nadal-withdraws-from-u-s-open/print/	283
By Tim Graham When the Buffalo Bills rebooted their operations in January, a point of emphasis was the creation of an analytics department. While no details have been divulged on how the Bills will implement analytics, a common usage around the league is in determining contract values. ProFootballFocus.com, one of the ...	http://blogs.buffalonews.com/press-coverage/2013/02/pff-analytics-show-overvalued-undervalued-bills-for-2012.html	490
Jupiter Christian football to play 2011 home games at John I. Leonard Highby Matt Porter The latest home for Jupiter Christian football is in the middle of Palm Beach County. The small Jupiter private school, which lacks an on-campus football field, will play its three home games at John I. Leonard High in Greenacres. ...	http://blogs.palmbeachpost.com/highschoolbuzz/2011/08/01/jupiter-christian-football-to-play-2011-home-games-at-john-i-leonard-high/	347
Air Canada Threatens to Withdraw NHL Sponsorship Over Headshots According to a report from Bruce Garrioch of QMI Agency, Air Canada issued a threat to withdraw its sponsorship of the NHL if the league doesn’t take “immediate” and “serious” action against headshots. In a letter to Gary Bettman, Denis Vandal, Air Canada’...	http://blogs.thescore.com/nhl/2011/03/10/the-dump-and-chase-03102011/	905
Cashman bows out on big-money outfielders Yankees general manager Brian Cashman said on Tuesday that a big-money outfielder does not fit into his budget plan for 2010, a statement which would effectively take New York out of the running for a player like Jason Bay or Matt Holliday. “I will continue to look at any remai...	http://bombersbeat.mlblogs.com/2009/12/22/cashman-bows-out-on-big-money-outfielders/?like=1&source=post_flair&_wpnonce=183385b0b7	170
Media Monday: Spring Training Begins Throughout the season we will have features that we run each day of the week, one of them will be Media Monday. We hope to bring you all the best pictures, audio, and video (where allowed by MLB) from the past week. Obviously everyone is very excited about Spring training getting un...	http://bornonthird.mlblogs.com/2012/02/20/media-monday-spring-training-begins/	123
Bears Tie Clarkson, 3-3, Finish in Fifth Place in the ECAC March 1, 2003 PROVIDENCE, RI - Sophomore Gerry Burke (Milton, MA) scored the game-tying goal with 8:06 remaining in the game, while junior Yann Danis (Saint-Jerome, QUE) stopped 46 shots as Brown (12-11-5, 10-8-4) and Clarkson (12-18-3, 9-10-3) skated to a 3-3 ...	http://brownbears.com/sports/m-hockey/recaps/030103aaa.html	971
Red Sox remembrances of 9/11 It is a day none of us will ever forget. Here is what the Red Sox remember. The Red Sox were in New York getting ready to face Roger Clemens the night of 9/10, but that game was rained out, enabling the team to fly to Tampa a little earlier than planned for their series that was scheduled t...	http://browniepoints.mlblogs.com/2011/09/11/red-sox-remembrances-of-911/?like=1&source=post_flair&_wpnonce=20ee2ea151	1,172
The National Society of Hispanic MBAs (NSHMBA) has selected the University of Notre Dame as lead academic sponsor for the 2010 Conference & Career Expo. The conference will take place in Chicago on October 21 - 23, 2010 and expects to draw over 8,000 Hispanic MBA professionals, students and academics, and more than 300...	http://business.nd.edu/management/departmental_news_and_events_article.aspx?id=1143	647
There are good reasons why Commissioner Gary Bettman is hesitant to tell the the NHLPA, IOC and IIHF head Rene Fasel "yes". Between shutting down the regular season for three weeks to not being able to broadcast highlights thanks to the IOC's strict licensing rules to praying no one gets injured, there's a lot to be co...	http://ca.sports.yahoo.com/blogs/nhl-puck-daddy/just-matter-time-return-world-cup-hockey-145227327--nhl.html	497
April 18/06 10:19 am - MTB Canada Cup #3 Information Posted by Editoress on 04/18/06 Sport Swap Canada Cup at Hardwood Hills Courtesy Glenn Meeuwisse, Hardwood Hills Cross Country Ski and Mountain Bike Center Registration and full event details are now posted for the 2006 Sport Swap Canada Cup. Hardwood Hills is proud ...	http://canadiancyclist.com/dailynews.php?id=10418	186
Last week a couple of us Canadian Online Gamer staffers were invited to EA Canada to attend the annual EA Sports open house. It was two days of sports games, and one of those games was FIFA 13. We had an opportunity to preview the game for the first time back in April and you can check out that in-depth write-up HERE. ...	http://canadianonlinegamers.com/preview/fifa-13-hands-on-preview-career-mode-and-skill-games/	1,248
The Columbus Blue Jackets are finding some comfort at home. Matt Calvert scored on an outstanding individual effort with 57 seconds remaining in overtime to give Columbus a 2-1 win over the Vancouver Canucks on Thursday night at Nationwide Arena. Calvert took the puck in his own zone, performed a 360-spin in the neutra...	http://canucks.nhl.com/club/recap.htm?id=2012020345	762
Through the Plexi-Glass: Can You Pump Tires in a Goalie Graveyard? As I was coming home from the game and gazed at my twitter feed, I saw of a lot of “Trade Luongo!” and a lot of panicking over a just under .500 record for the first few games of the regular season. Mostly, it was all about how Luongo lost the game for ...	http://canuckscorner.com/2011/10/19/through-the-plexi-glass-can-you-pump-tires-in-a-goalie-graveyard/	1,344
Cubs looking to upgrade offense GM Hendry seeking lefty slugger to balance out lineup CHICAGO -- Cubs general manager Jim Hendry heads to the Winter Meetings with a much shorter wish list than a year ago, but that doesn't mean he'll have more time to visit the Grand Ole Opry Resort in Nashville, Tenn. In 2006, the Cubs...	http://chicago.cubs.mlb.com/news/article.jsp?ymd=20071127&content_id=2312355&vkey=news_chc&c_id=chc&fext=.jsp	1,291
BOSTON -- The original "dirt dog" was back at Fenway Park on Monday, as the Red Sox honored Trot Nixon prior to their game against the Tigers as part of the organization's "Memorable Moments Month." While the former right fielder had more than one unforgettable moment with the Sox, the club recognized his walk-off home...	http://chicago.whitesox.mlb.com/news/article.jsp?ymd=20120528&content_id=32382772&vkey=news_bos&c_id=bos	514
GLENDALE, Ariz. -- Brazil lost all three games it played during Pool A competition in the World Baseball Classic, including the game against Cuba started by Andre Rienzo. But the White Sox Minor League prospect enjoyed the time in Japan playing for his country. "It was great to be there," said Rienzo, who returned to W...	http://chicago.whitesox.mlb.com/news/article.jsp?ymd=20130308&content_id=42466558&notebook_id=42466690&vkey=notebook_t776&c_id=t776	1,550

End of preview. Expand in Data Studio

🏀nlySports Dataset

Overview

OnlySports Dataset is a comprehensive collection of English sports documents, comprising a diverse range of content including news articles, blogs, match reports, interviews, and tutorials. This dataset is part of the larger OnlySports collection, which includes:

OnlySportsLM: A 196M parameter sports-domain language model
OnlySports Dataset: The dataset described in this README
OnlySports Benchmark: A novel evaluation method for assessing sports knowledge generation

Dataset Specifications

Size: 1.2 TB disks space
Token Count: Approximately 600 billion RWKV/GPT2 tokens
Time Span: 2013 to present
Source: Extracted from FineWeb dataset, a cleaned and deduplicated subset of CommonCrawl

Data Pipeline

The creation of the OnlySports Dataset involved a two-step process:

URL Filtering:
- Applied the following list of sports-related keywords to URLs in FineWeb: football, soccer, basketball, baseball, tennis, athlete, running, marathon, copa, new, nike, adidas, cricket, rugby, golf, volleyball, sports, sport, Sport, wrestling, wwe, hockey, volleyball, cycling, swim, athletic, league, team, champion, playoff, olympic, premierleague, laliga, bundesliga, seriea, ligue1, epl, racing, nascar, motogp, cup, worldcup, fitness, workout, gym, nfl, nba, NBA, NFL, MLB, NHL, FIFA, UEFA, NCAA, MMA, UFC, ufc, mlb, nhl, fifa, uefa, ncaa, boxing, espn, bleacherreport, mma, sicom, formula1, f1, goal.
- This step reduced the dataset size by approximately 85%
Custom Sports Text Classifier:
- Developed a specialized classifier to accurately identify and extract sports-related documents
- Based on the Snowflake-arctic-embed-xs model with an added binary classification layer
- Achieved 99% accuracy in distinguishing between sports and non-sports documents

Significance

The OnlySports Dataset represents a major advancement in sports-related text data:

Largest sport domain dataset to date
Significantly surpasses previous collections in both scale and comprehensiveness
Offers researchers and developers an unprecedented resource for training language models and conducting sports-related NLP tasks