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text (string)date (string)label (class label)label_name (string)id (string)
"Game day for {{USERNAME}} U18’s against {{USERNAME}} U18’s. Even though it’s a ‘home’ game for the people that have settled in Mid Wales it’s still a 4 hour round trip for us up to Colwyn Bay. Still enjoy it though!"
"2019-09-08"
4 (sports_&_gaming)
"sports_&_gaming"
"1170606779568463874"
"⚽️ This afternoon we have our first League game of the season ⚽️ Sunday 8th September 2019. ⚽️ {{USERNAME}} Vs {{USERNAME}} SWRWFL - Northern Division The Field, Almondsbury, Bristol, BS32 4AA. 2PM #WeAreBoco #comeandshowyoursupport"
"2019-09-08"
4 (sports_&_gaming)
"sports_&_gaming"
"1170607436924952576"
"Might watch the {@Tennessee Titans@} game only to see the {@Cleveland Browns@} tho"
"2019-09-08"
4 (sports_&_gaming)
"sports_&_gaming"
"1170666727845376000"
". {@Asante Kotoko SC@} should have moved for this President s Cup game to be cancelled. They shouldn t be risking their players safety when they have a continental assignment coming up. Disgraceful."
"2019-09-08"
4 (sports_&_gaming)
"sports_&_gaming"
"1170728379290673154"
"Massive WELL DONE to BSLFC Reserves today in their Friendly winning a smashing 15-0. Goals and assists: Stacey @AbiRigler ⚽️⚽️⚽️ Sam ⚽️ Chelsea ⚽️⚽️ Rocket ⚽️ {{USERNAME}} ⚽️ Lauren ⚽️⚽️ Becky ⚽️⚽️ Doxa ⚽️ Kim ⚽️ Debs ⚽️ LEAGUE GAME NEXT WEEK {@Hampshire FA@}"
"2019-09-08"
4 (sports_&_gaming)
"sports_&_gaming"
"1170788768690970624"
"SOCCER CHANGES TODAY vs {{USERNAME}} JV moved back to 5 today and varsity to 6 30 instead of 4 30 and 6. JV game shortened to 30 min halves running clock and both games mandatory water breaks."
"2019-09-12"
4 (sports_&_gaming)
"sports_&_gaming"
"1172207842163679234"
"WATCH {{USERNAME}} vs {@St Kilda FCW@} on the #VFLW website here: {{URL}} Early lead to the Saints."
"2019-09-15"
4 (sports_&_gaming)
"sports_&_gaming"
"1173052768442994690"
"Keep going armylegend #PCAs #BoyWithLuv #TheMusicVideo {@BTS_twt@} vs as Bamako nakal speed"
"2019-09-15"
2 (pop_culture)
"pop_culture"
"1173112190527627265"
"#INDvSA | Coach Ravi Shastri and Shikhar Dhawan bond ahead of 1st T20I - See pic {@Ravi Shastri@} {@Shikhar Dhawan@} {{URL}}"
"2019-09-15"
4 (sports_&_gaming)
"sports_&_gaming"
"1173114193333014529"
"Rohit As An Opener * IN ODI - Played 1st Match Vs SA (2011) * In Test - Going To Play First Match As Opener Vs SA (2019)* * T20 Debut IN SA * Maiden T20 50 Vs SA * Maiden ODI 50 As An Opener Vs SA * Maiden T20I 100 Vs SA All D Best Champ {@Rohit Sharma@} #IndvsSA"
"2019-09-15"
4 (sports_&_gaming)
"sports_&_gaming"
"1173173657440403456"
"Back in Gothenburg from {{USERNAME}} in Stockholm. I had a great time and there is still some time to visit it if you haven t yet. If you do I urge you to check out the comic Sweden vs Aliens written by… {{URL}}"
"2019-09-15"
0 (arts_&_culture)
"arts_&_culture"
"1173203281444790272"
"PHOTOS: Mayfield vs. Mentor girls soccer, Sept. 14, 2019 {{URL}} via {@News Herald preps@} "
"2019-09-15"
4 (sports_&_gaming)
"sports_&_gaming"
"1173203652451950592"
"Field Hockey travels to {{USERNAME}} for a 4pm contest; Video: {{URL}} - Live Stats: {{URL}} #d3fh"
"2019-09-17"
4 (sports_&_gaming)
"sports_&_gaming"
"1174049130928386051"
"2019 E! People’s Choice AwardsPCAs Music Video #TheMusicVideo #PCAs {@BTS_twt@} #BoyWithLuv"
"2019-09-22"
2 (pop_culture)
"pop_culture"
"1175650018016972800"
"2019 E! People’s Choice AwardsPCAs Music Video #TheMusicVideo #PCAs {@BTS_twt@} #BoyWithLuv 3️⃣"
"2019-09-22"
2 (pop_culture)
"pop_culture"
"1175650108529987584"
"Read the full article from the Morning Star on the formation of Trade Unionists of Tomorrow’s working group Thanks to TUOT’s own {@Lauren Townsend@} for a great article! {{URL}}"
"2019-09-22"
1 (business_&_entrepreneurs)
"business_&_entrepreneurs"
"1175770273540399110"
"Aoa dear dear saudis Happy national day May Allah showers His blessings on Saudia May you live long Love you {@Reema Bandar Al Saud@}"
"2019-09-22"
0 (arts_&_culture)
"arts_&_culture"
"1175862172817285121"
"I have never been a big fan of superhero movies, but over the last three months {{USERNAME}} and I have watched the entire catalogue of movies in the Marvel Cinematic Universe. I must admit most of them were very enjoyable. #MCU #movies"
"2019-09-22"
2 (pop_culture)
"pop_culture"
"1175891048486330370"
"Via {@euronews@} : Climate targets need to be five times more ambitious : scientists {{URL}}"
"2019-09-23"
5 (science_&_technology)
"science_&_technology"
"1176073141459783680"
"#NewVideo Cray Dollas- Water- Ft. Charlie Rose- (Official Music Video)- {{URL}} via {@YouTube@} #watchandlearn {{USERNAME}}"
"2019-09-23"
2 (pop_culture)
"pop_culture"
"1176073191032328194"
".#BraveGirl:For {@President Biden@} it was a great lesson! Greta Thunberg talked directly 2 {@President Biden@} and said directly to him “you have stolen my dream and of millions children of a happy future life. People are suffering for you’re failing to address climate change!” {@The New York Times@} {@Rachel Maddow MSNBC@} {{USERNAME}} {@CNN@}"
"2019-09-24"
5 (science_&_technology)
"science_&_technology"
"1176344842802122753"
"Greta Thunberg Rips World Leaders at the U.N. Over Climate Change {{URL}} {{USERNAME}}"
"2019-09-24"
5 (science_&_technology)
"science_&_technology"
"1176556035198337027"
"Conservative Broadcaster Has One EPIC Response To Lib Climate Change Ral... {{URL}} via {@YouTube@} perfect."
"2019-09-24"
2 (pop_culture)
"pop_culture"
"1176616040584765441"
"The guys over at {{USERNAME}} making big moves in the New Yorker. {{URL}}"
"2019-09-24"
2 (pop_culture)
"pop_culture"
"1176616416973217792"
"World s oceans at a tipping point, indicates UN s Intergovernmental Panel on Climate Change report - ABC News (Australian Broadcasting Corporation) {{URL}} via {{USERNAME}} "
"2019-09-25"
5 (science_&_technology)
"science_&_technology"
"1176828584159113216"
"C MON {@Activision@} Spec ops survival mode EXCLUSIVE to ps4 for ONE WHOLE YEAR? you expect people to wait the ENTIRE! duration of #ModernWarfare life cycle to play this!? by the time it comes out people will be gearing up for the next release! (1)"
"2019-09-25"
4 (sports_&_gaming)
"sports_&_gaming"
"1176888434859790336"
"World s oceans at a tipping point, indicates UN s Intergovernmental Panel on #Climate Change report {{URL}} via {@ABC News@} "
"2019-09-25"
5 (science_&_technology)
"science_&_technology"
"1177008594077642753"
"UNICEF recognises that #children are least responsible for causing #ClimateChange, but will bear its impacts most sharply. {@UNICEF@} lines up with the #IPCC in saying that we only have 11 years remaining to cap warming levels to 1.5 degrees. Read more below {{URL}} "
"2019-09-26"
5 (science_&_technology)
"science_&_technology"
"1177129729721274368"
"David Suzuki: Tackling climate change means purging privilege from politics {{URL}} via {{USERNAME}}"
"2019-09-26"
5 (science_&_technology)
"science_&_technology"
"1177160734922461184"
"VIDEO: Antifa Commandeers Climate Change Rally, Turns It Into Attack On Police {{URL}} via {@Blue Lives Matter@} "
"2019-09-26"
2 (pop_culture)
"pop_culture"
"1177251338377469955"
"Happy National Daughter s Day to a great woman {{USERNAME}} . From day one I knew you destined for greatness and Pops very proud of who you have become and what you have Accomplished. You have kept the Faith and… {{URL}}"
"2019-09-26"
3 (daily_life)
"daily_life"
"1177281459205345281"
"The Gloom In The Corner - Villain [OFFICIAL MUSIC VIDEO] {{URL}} via {@YouTube@} amazing"
"2019-09-27"
2 (pop_culture)
"pop_culture"
"1177401587091640321"
"Climate change is expected to HALVE the total land suitable for coffee production by 2050. Learn how {{USERNAME}} is helping increase extension so that farmers in Kenya can continue their livelihoods & combat climate change: {{URL}} #climatechange #coffee #farming"
"2019-09-27"
3 (daily_life)
"daily_life"
"1177674018687729664"
"Technology will help to tackle climate change {@HumanProgress org@} {{URL}} #HumanProgressData"
"2019-09-27"
5 (science_&_technology)
"science_&_technology"
"1177702756842446854"
". {@Scott Moe@} , interested in the chant the kids were singing at today s #climatestrike in #YXE? Scott Moe, you should know: climate change has got to go. The youth are paying attention. You owe it to them to do better. #FridaysForFuture"
"2019-09-27"
3 (daily_life)
"daily_life"
"1177703346817380352"
"Storming ballot result {@Thompsons Solicitors@} 89% in favour of strike action on a 72% turnout. Your staff do amazing work for our members and the entire labour movement, we are all lucky to have them and they should be properly rewarded for the work they do #leadbyexample"
"2019-09-27"
3 (daily_life)
"daily_life"
"1177704128774070272"
"the songs {@GIDEON@} have released of the new record go DUMB HARD can’t wait to ignorant in my car when the full thing comes out"
"2019-09-27"
2 (pop_culture)
"pop_culture"
"1177734284544790528"
"Check out Green Bay Packers Cheese Head Glass Pendant Charm 20mm For Necklace or Bracelet {{URL}} via {{USERNAME}}"
"2019-10-04"
4 (sports_&_gaming)
"sports_&_gaming"
"1180210553568059392"
"EXPLICITAn excerpt from my appearance on {{USERNAME}} watch out for it!!!! We talk about all sorts of things, from the origins of The U Mind and Creeping Wave Radio ti wandering Russian Dog boys. If you like odd… {{URL}} "
"2019-10-06"
2 (pop_culture)
"pop_culture"
"1180690187246022656"
"xfinity {@Music Choice@} my new single is up nation wide. Search for Likshots. Take footage and send it to me. I would appreciate it. More big announcements on the way. {{URL}}"
"2019-10-06"
2 (pop_culture)
"pop_culture"
"1180690423628668928"
"I love how {{USERNAME}} and I scream about GOT7 every day and send each other seriously some of the most ridiculous things. It’s one of the best things about logging onto this app I SWEAR"
"2019-10-06"
2 (pop_culture)
"pop_culture"
"1180692494725439488"
"#Bigil Will be a Mass Commercial Entertainer Like Ghilli & Pokkiri, With the Football Angle added on and a Strong Message About Women Empowerment! Budget 180 CR {{USERNAME}} Watch Out For #ThalapathyVijay s Football Dribbling Skills & Emotional Scenes!"
"2019-10-06"
4 (sports_&_gaming)
"sports_&_gaming"
"1180716534764720128"
". {@Twitter Support@} please send me a message I need help"
"2019-10-06"
5 (science_&_technology)
"science_&_technology"
"1180754025790296064"
"Sooooo appaz I’m going glasto 2020 with my besties!!! {{USERNAME}} you’re a legit god send!!! {{USERNAME}}"
"2019-10-06"
3 (daily_life)
"daily_life"
"1180781001401876480"
"#GGGDerevyanchenko for the send week in a row we were treated to great fight and sadly people choose to focus on the negatives it’s really sad I can’t believe people were booing {@Gennadiy Golovkin@} at the end a man who gave everything over 12 rounds and legitimately won the fight!"
"2019-10-06"
4 (sports_&_gaming)
"sports_&_gaming"
"1180812399672250368"
"Please send your tech team. Our connection hasn’t been restored yet. It’s been 4days now and we’re just exchanging msgs thruDM since and nothing is happening. This is too much! {@SKYserves@}"
"2019-10-06"
5 (science_&_technology)
"science_&_technology"
"1180812798382628865"
"Russia offers Turkey to send astronaut to space station - Turkey News {{URL}} via {@Hrriyet Daily News@}"
"2019-10-06"
5 (science_&_technology)
"science_&_technology"
"1180813932417765376"
"Miles Sanders or Carlos Hyde for my RB2? Please send help!!! {@MG@} {@Michael Fabiano@} {@Adam Rank@}"
"2019-10-06"
4 (sports_&_gaming)
"sports_&_gaming"
"1180843409143222272"
"Finally Happy: The Album Executive Produced by {{USERNAME}} {{URL}}"
"2019-10-06"
2 (pop_culture)
"pop_culture"
"1180871520320724992"
"Hi {@Manchester United@} ! Please send my regards to Ed Woodward and tell him he can go to hell straightaway"
"2019-10-06"
4 (sports_&_gaming)
"sports_&_gaming"
"1180903423027269632"
"I struggle to understand why {@Manchester United@} fans are surprised about results. The manager managed Cardiff which he was very poor and Molde, even if he was good that league can’t be compared to this Eng league. And you all thought he would be better than Mourinho and Van Gaal...#deluded"
"2019-10-06"
4 (sports_&_gaming)
"sports_&_gaming"
"1180903525179695106"
"Oh how I d love to work at the new hotel in Waco and for {@Chip Gaines@} and {@Joanna Gaines@} (especially since I spent 7 years in hotel mgmt and specialized in new builds and renovations!!) Hey {{USERNAME}} where can I send my resume?"
"2019-10-06"
1 (business_&_entrepreneurs)
"business_&_entrepreneurs"
"1180964334236626944"
"I’ll never understand why the broadcasters that do the {@NASCAR@} Cup races do the double interview with the winner."
"2019-10-06"
4 (sports_&_gaming)
"sports_&_gaming"
"1180964799510962178"
"LIVE: Rolling Loud New York x {{URL}} 2019 | Main Feed {{URL}} via {@YouTube@} {{USERNAME}}"
"2019-10-13"
2 (pop_culture)
"pop_culture"
"1183192208377286656"
"Ever since Breaking Bad first came out people have noted my resemblance to {@Aaron Paul@} s character Jesse. It doesn’t help that my name is also Jesse."
"2019-10-13"
2 (pop_culture)
"pop_culture"
"1183252683496386560"
"EL Camino Review: Aaron Paul returns for a film reminding us why we love Breaking Bad. {@Netflix India@} {@Netflix@} {@Breaking Bad@} {@Aaron Paul@} #ElCaminoABreakingBadMovie #ELCamino #BreakingBad #MovieReview #ElCaminoBreakingBad {{URL}}"
"2019-10-13"
2 (pop_culture)
"pop_culture"
"1183288331137736705"
"Breaking Bad Set Of 10 Custom 1.5 Square Fridge Magnets Los Pollos Hermanos ... {{URL}} via {@Amazon@} #elcameno #sundaymorning"
"2019-10-13"
2 (pop_culture)
"pop_culture"
"1183349396823347200"
"The Seahawks trail the Browns 20-6. {{USERNAME}} s thoughts after one quarter, now in our #SEAvsCLE GameCenter: {{URL}} "
"2019-10-13"
4 (sports_&_gaming)
"sports_&_gaming"
"1183439715334262784"
"Harry’s Royal Visit to Nottingham for World Mental Health day {{URL}} via {{USERNAME}}"
"2019-10-13"
2 (pop_culture)
"pop_culture"
"1183491387465093126"
"First inning done and Top Gun evened the score. Diablas defense held them only to four. 4-4 {{USERNAME}} #Diablas0712A #2019MonsterBash #backinblack"
"2019-10-13"
4 (sports_&_gaming)
"sports_&_gaming"
"1183519339028373504"
"‘Breaking Bad’ Film: Go Behind-the-Scenes of ‘El Camino’ With Aaron Paul {{URL}} via {@Men s Journal@}"
"2019-10-13"
2 (pop_culture)
"pop_culture"
"1183520292431249413"
". {@Atlanta Braves@} lose after giving up 10 runs in first inning, {@Georgia Football@} loses in double OT to South Carolina, {@Atlanta Falcons@} lose to the Cardinals after missing the extra point - what’s next? #ATL"
"2019-10-13"
4 (sports_&_gaming)
"sports_&_gaming"
"1183521376080203776"
"Special thank you to everyone at Effect Fitness. Thank you for supporting our programs. Napoleon helps out at the {{USERNAME}} pink out event today because he lost his mom after surviving breast cancer to colon… {{URL}}"
"2019-10-19"
3 (daily_life)
"daily_life"
"1185675346974248962"
"The United Arab Emirates claims to have opened the world’s first graduate-level university focusing on artificial intelligence, reports {{USERNAME}} {{URL}} "
"2019-10-20"
5 (science_&_technology)
"science_&_technology"
"1185825731127009282"
"I wish there were Production Companies that could find this sort of thing. I don’t have the money but if I did I would fund this. This sort of imagination is what makes the world a great place so go and check out “Umbrellas” on {@Kickstarter@} ! #Umbrellas {{URL}}"
"2019-10-20"
2 (pop_culture)
"pop_culture"
"1185826331315060736"
". {{USERNAME}} {{USERNAME}} {{USERNAME}} {{USERNAME}} {{USERNAME}} {@Otherwise you well@} {{USERNAME}} {{USERNAME}} {{USERNAME}} please can I see y’all next weekend before I head to Sea thought of a whatspp group but nah"
"2019-10-20"
3 (daily_life)
"daily_life"
"1185857091099152385"
"Wait did the Bengals just lose the challenge {@NFL@} FIX YOUR REFS"
"2019-10-20"
4 (sports_&_gaming)
"sports_&_gaming"
"1185978288486977538"
"Learn the story behind BeneTalk:The World’s First Wearable Speech Tracker and help us meet our goal. {@Indiegogo Reads@} {{URL}}"
"2019-10-22"
5 (science_&_technology)
"science_&_technology"
"1186551963946762241"
"Ok, {@ye@} . You got Gospel out of your system. Yes, it was lit. But you think we can get a new album that isn’t gospel now?"
"2019-10-27"
2 (pop_culture)
"pop_culture"
"1188272713460256769"
"I’d like to formally apologize to {@Trae Young@} for doubting him on Draft Night 2018. Clearly, the doubt I had in his transition into the NBA lit the fire that has turned him into just an INSANELY fun player to watch already."
"2019-10-27"
4 (sports_&_gaming)
"sports_&_gaming"
"1188273774673743872"
"Ok {{USERNAME}} . How about a 57-yard field goal to end the half?! {@Air Force Football@} leading {@USU Football@} 17-0 at Falcon Stadium. #AFAvsUSU"
"2019-10-27"
4 (sports_&_gaming)
"sports_&_gaming"
"1188301004434837504"
"#WALvRSA {{USERNAME}} Does anyone actually know the rules for egg wrestling? Are there any? Is it a proper sport or is it just fighting with an odd shape ball bouncing about all over the place then cuddling in a heap to make up? Asking for a friend."
"2019-10-27"
4 (sports_&_gaming)
"sports_&_gaming"
"1188392561813217281"
"Check out my new album Jahnoi Productions Volume 1 distributed by {@DistroKid@} and live on Apple Music! {{URL}}"
"2019-10-27"
2 (pop_culture)
"pop_culture"
"1188483303843782658"
"I’m watching an NBA game with D’Angelo Russell, Brandon Ingram, Lonzo Ball, and Josh Hart {{USERNAME}} , but the Lakers aren’t playing. ‍♂️"
"2019-10-29"
4 (sports_&_gaming)
"sports_&_gaming"
"1188998677043408896"
"Morning {@ScotRail@} I love getting out my bed early to get into work early only to be stuck on a train just before bellgrove for half an hour (so far) the heating on the train seems to have stopped also"
"2019-10-29"
3 (daily_life)
"daily_life"
"1189089087258550272"
"Big #Quantumcomputing & #QuantumSupremacy news: {{URL}} Great article by {{USERNAME}} : {{URL}} and blogposts by Scott Aaronson: {{URL}} It s too early for corps to spend a thought on this. But the hype train is already running …"
"2019-10-31"
5 (science_&_technology)
"science_&_technology"
"1189813226051186688"
"answering questions about our brand over on the story today! if you want to learn more about our line, this is the perfect way to do it . . photos: gettyimages . . model: {{USERNAME}} . . #streetwear… {{URL}} "
"2019-10-31"
1 (business_&_entrepreneurs)
"business_&_entrepreneurs"
"1189904429589422080"
" Senior Night Friday, November 1, 6:30 pm Come show your appreciation for the contributions made by Senior football players, Cheerleaders, and Marching Band members. {{USERNAME}} {{USERNAME}} {{USERNAME}} {{USERNAME}} {{USERNAME}} "
"2019-11-01"
4 (sports_&_gaming)
"sports_&_gaming"
"1190266679978287104"
"The amount of patience, compassion, and love Cody gives me every day makes me realize that I hit the jackpot with this one, I love you forever {{USERNAME}} ❣️"
"2019-11-03"
3 (daily_life)
"daily_life"
"1190839142826987520"
"UFC 244 results. {@Dominick Cruz@} def Gastelum via verbal KO. Rd. 1"
"2019-11-03"
4 (sports_&_gaming)
"sports_&_gaming"
"1190840330138144769"
"⏱️FULL TIME. Yet another victory for Leicester, goals from Söyüncü s and Vardy proving the difference. The Foxes now move up to third in the Premier League ⚽️ {@Crystal Palace F C@} 0-2 {@Leicester City@} #CRYLEI Listeners outside the UK and EU can hear live match commentary at {{URL}} "
"2019-11-03"
4 (sports_&_gaming)
"sports_&_gaming"
"1191020794140340226"
" LIVE _R_HUSSEIN_R_ on {@YouNow@} - Come watch _R_HUSSEIN_R_, LIVE on YouNow. {{URL}} "
"2019-11-03"
2 (pop_culture)
"pop_culture"
"1191051810477355009"
"Big up {@GHETTS@} For bringing up Leyton’s All Day festival at Ive Farm from way back on #ForTheCulture. I’m 28 and I remember being at one with my big sister around 2000ish I think. It Was an experience I ve never forgotten."
"2019-11-05"
0 (arts_&_culture)
"arts_&_culture"
"1191534506408398848"
"Remember when {@Taylor Swift@} brought out a different singer EVERY single night of her 1989 tour..... yeah I miss that."
"2019-11-10"
2 (pop_culture)
"pop_culture"
"1193376303673724928"
"Super excited for the {@Major League Soccer@} cup tomorrow! Go soundersfc beat {@Toronto FC@} #Q13Fox ⚽️⚽️⚽️ {{URL}}"
"2019-11-10"
4 (sports_&_gaming)
"sports_&_gaming"
"1193406790106583040"
"55% of people working in #IT think that their profession is adversely affecting their personal wellbeing. As a #servicedesk manager it s vital to remember that every team member counts. {{USERNAME}} {{USERNAME}} #ITSM #servicedesk #helpdesk {{URL}}"
"2019-11-10"
5 (science_&_technology)
"science_&_technology"
"1193495772609728512"
"Aldrick Rosas is brutal. Our {{USERNAME}} correctly points out how infuriating to see that smile after, too. I can’t remember going from loving a guy to hating one so much, so fast. #GMENHQ #GiantsPride"
"2019-11-10"
4 (sports_&_gaming)
"sports_&_gaming"
"1193618784399036417"
"Remember FC Dallas should ve beaten this Seattle team if it weren t for {@PRO@} and Acosta not knowing how to play a square ball.... #DTID"
"2019-11-10"
4 (sports_&_gaming)
"sports_&_gaming"
"1193649273923088385"
"Y all remember a couple weeks ago when {@Major League Soccer@} put out a poll about who would win the MLSCup? Yeah, the Seattle {@Seattle Sounders FC@} weren t on it. Never under estimate us. #MLSCup #champions #EBFG"
"2019-11-10"
4 (sports_&_gaming)
"sports_&_gaming"
"1193676334381195264"
"I remember when I used to go to work and {{USERNAME}} would have a biscuit waiting for me. Sometimes we and cheese. Sometimes chicken. Those were the good ole days."
"2019-11-10"
3 (daily_life)
"daily_life"
"1193678291351277568"
"VERY disappointed to find that “tower of terror” (1997) based on the disney world ride and starring KIRSTEN DUNST is NOT on {@Disney@} !! rectify immediately!!"
"2019-11-17"
2 (pop_culture)
"pop_culture"
"1195881639068553221"
"OKAY BUT I GOT SO EXCITED OVER WATERMELON SUGAR I FULL ON CRIED {@Harry Styles@}"
"2019-11-17"
2 (pop_culture)
"pop_culture"
"1195943698103705601"
"Harry dancing and enjoying watermelon sugar on stage was everything, I’m in love... I loved it {@Harry Styles@} "
"2019-11-17"
2 (pop_culture)
"pop_culture"
"1195943864152002560"
"So, when I can listen to watermelon sugar live in Jakarta Harry? {@Harry Styles@} "
"2019-11-17"
2 (pop_culture)
"pop_culture"
"1195973721548177409"
"I have in my head “Watermelon sugar high” all time {@Harry Styles@}"
"2019-11-17"
2 (pop_culture)
"pop_culture"
"1196025421462200320"
"I think I have a Watermelon Sugar high hangover. Thanks {@Harry Styles@} and {@Saturday Night Live SNL@} , that was fun and I’m exhausted. "
"2019-11-17"
2 (pop_culture)
"pop_culture"
"1196055954208514048"
"watermelon sugar is SO cool, well done {@Harry Styles@} "
"2019-11-17"
2 (pop_culture)
"pop_culture"
"1196116950780436482"
"Taika Waititi Directed The Mandalorian In His Pyjamas From A Sofa! - Fantha Tracks {{URL}} {{USERNAME}} #themandalorian"
"2019-11-17"
2 (pop_culture)
"pop_culture"
"1196179303114952704"
"Listen to Breanna Rubio Bad Side on IHeartradio, The Heat  100.9 Stay Ready Boyz and 103.7 Dabeat Radio {{USERNAME}} also download it on iTunes and other retailers online. Follow {{USERNAME}} {{USERNAME}} … {{URL}} "
"2019-11-17"
2 (pop_culture)
"pop_culture"
"1196206963601879041"
"Harry Styles Performs ‘Lights Up’ & ‘Watermelon Sugar’ on ‘SNL’ – Watch! {{URL}} via {@JustJared com@}"
"2019-11-18"
2 (pop_culture)
"pop_culture"
"1196269545356439552"
End of preview (truncated to 100 rows)

Dataset Card for "cardiffnlp/tweet_topic_single"

Dataset Summary

This is the official repository of TweetTopic ("Twitter Topic Classification , COLING main conference 2022"), a topic classification dataset on Twitter with 6 labels. Each instance of TweetTopic comes with a timestamp which distributes from September 2019 to August 2021. See cardiffnlp/tweet_topic_multi for multi label version of TweetTopic. The tweet collection used in TweetTopic is same as what used in TweetNER7. The dataset is integrated in TweetNLP too.

Preprocessing

We pre-process tweets before the annotation to normalize some artifacts, converting URLs into a special token {{URL}} and non-verified usernames into {{USERNAME}}. For verified usernames, we replace its display name (or account name) with symbols {@}. For example, a tweet

Get the all-analog Classic Vinyl Edition
of "Takin' Off" Album from @herbiehancock
via @bluenoterecords link below: 
http://bluenote.lnk.to/AlbumOfTheWeek

is transformed into the following text.

Get the all-analog Classic Vinyl Edition
of "Takin' Off" Album from {@herbiehancock@}
via {@bluenoterecords@} link below: {{URL}}

A simple function to format tweet follows below.

import re
from urlextract import URLExtract
extractor = URLExtract()
def format_tweet(tweet):
    # mask web urls
    urls = extractor.find_urls(tweet)
    for url in urls:
        tweet = tweet.replace(url, "{{URL}}")
    # format twitter account
    tweet = re.sub(r"\b(\s*)(@[\S]+)\b", r'\1{\2@}', tweet)
    return tweet
target = """Get the all-analog Classic Vinyl Edition of "Takin' Off" Album from @herbiehancock via @bluenoterecords link below: http://bluenote.lnk.to/AlbumOfTheWeek"""
target_format = format_tweet(target)
print(target_format)
'Get the all-analog Classic Vinyl Edition of "Takin\' Off" Album from {@herbiehancock@} via {@bluenoterecords@} link below: {{URL}}'

Data Splits

split number of texts description
test_2020 376 test dataset from September 2019 to August 2020
test_2021 1693 test dataset from September 2020 to August 2021
train_2020 2858 training dataset from September 2019 to August 2020
train_2021 1516 training dataset from September 2020 to August 2021
train_all 4374 combined training dataset of train_2020 and train_2021
validation_2020 352 validation dataset from September 2019 to August 2020
validation_2021 189 validation dataset from September 2020 to August 2021
train_random 2830 randomly sampled training dataset with the same size as train_2020 from train_all
validation_random 354 randomly sampled training dataset with the same size as validation_2020 from validation_all
test_coling2022_random 3399 random split used in the COLING 2022 paper
train_coling2022_random 3598 random split used in the COLING 2022 paper
test_coling2022 3399 temporal split used in the COLING 2022 paper
train_coling2022 3598 temporal split used in the COLING 2022 paper

For the temporal-shift setting, model should be trained on train_2020 with validation_2020 and evaluate on test_2021. In general, model would be trained on train_all, the most representative training set with validation_2021 and evaluate on test_2021.

IMPORTANT NOTE: To get a result that is comparable with the results of the COLING 2022 Tweet Topic paper, please use train_coling2022 and test_coling2022 for temporal-shift, and train_coling2022_random and test_coling2022_random fir random split (the coling2022 split does not have validation set).

Models

model training data F1 F1 (macro) Accuracy
cardiffnlp/roberta-large-tweet-topic-single-all all (2020 + 2021) 0.896043 0.800061 0.896043
cardiffnlp/roberta-base-tweet-topic-single-all all (2020 + 2021) 0.887773 0.79793 0.887773
cardiffnlp/twitter-roberta-base-2019-90m-tweet-topic-single-all all (2020 + 2021) 0.892499 0.774494 0.892499
cardiffnlp/twitter-roberta-base-dec2020-tweet-topic-single-all all (2020 + 2021) 0.890136 0.776025 0.890136
cardiffnlp/twitter-roberta-base-dec2021-tweet-topic-single-all all (2020 + 2021) 0.894861 0.800952 0.894861
cardiffnlp/roberta-large-tweet-topic-single-2020 2020 only 0.878913 0.70565 0.878913
cardiffnlp/roberta-base-tweet-topic-single-2020 2020 only 0.868281 0.729667 0.868281
cardiffnlp/twitter-roberta-base-2019-90m-tweet-topic-single-2020 2020 only 0.882457 0.740187 0.882457
cardiffnlp/twitter-roberta-base-dec2020-tweet-topic-single-2020 2020 only 0.87596 0.746275 0.87596
cardiffnlp/twitter-roberta-base-dec2021-tweet-topic-single-2020 2020 only 0.877732 0.746119 0.877732

Model fine-tuning script can be found here.

Dataset Structure

Data Instances

An example of train looks as follows.

{
    "text": "Game day for {{USERNAME}} U18\u2019s against {{USERNAME}} U18\u2019s. Even though it\u2019s a \u2018home\u2019 game for the people that have settled in Mid Wales it\u2019s still a 4 hour round trip for us up to Colwyn Bay. Still enjoy it though!",
    "date": "2019-09-08",
    "label": 4,
    "id": "1170606779568463874",
    "label_name": "sports_&_gaming"
}

Label ID

The label2id dictionary can be found at here.

{
    "arts_&_culture": 0,
    "business_&_entrepreneurs": 1,
    "pop_culture": 2,
    "daily_life": 3,
    "sports_&_gaming": 4,
    "science_&_technology": 5
}

Citation Information

@inproceedings{dimosthenis-etal-2022-twitter,
    title = "{T}witter {T}opic {C}lassification",
    author = "Antypas, Dimosthenis  and
    Ushio, Asahi  and
    Camacho-Collados, Jose  and
    Neves, Leonardo  and
    Silva, Vitor  and
    Barbieri, Francesco",
    booktitle = "Proceedings of the 29th International Conference on Computational Linguistics",
    month = oct,
    year = "2022",
    address = "Gyeongju, Republic of Korea",
    publisher = "International Committee on Computational Linguistics"
}
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