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text (string)date (string)label (sequence)label_name (sequence)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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"1170607436924952576"
"Might watch the {@Tennessee Titans@} game only to see the {@Cleveland Browns@} tho"
"2019-09-08"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0 ]
[ "fitness_&_health", "news_&_social_concern", "sports" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "gaming", "sports" ]
"1172207842163679234"
"WATCH {{USERNAME}} vs {@St Kilda FCW@} on the #VFLW website here: {{URL}} Early lead to the Saints."
"2019-09-15"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"1173052768442994690"
"Keep going armylegend #PCAs #BoyWithLuv #TheMusicVideo {@BTS_twt@} vs as Bamako nakal speed"
"2019-09-15"
[ 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]
[ "celebrity_&_pop_culture", "film_tv_&_video", "music" ]
"1173112190527627265"
"#INDvSA | Coach Ravi Shastri and Shikhar Dhawan bond ahead of 1st T20I - See pic {@Ravi Shastri@} {@Shikhar Dhawan@} {{URL}}"
"2019-09-15"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0 ]
[ "news_&_social_concern", "sports" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"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"
[ 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0 ]
[ "arts_&_culture", "travel_&_adventure" ]
"1173203281444790272"
"PHOTOS: Mayfield vs. Mentor girls soccer, Sept. 14, 2019 {{URL}} via {@News Herald preps@} "
"2019-09-15"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"1173203652451950592"
"Field Hockey travels to {{USERNAME}} for a 4pm contest; Video: {{URL}} - Live Stats: {{URL}} #d3fh"
"2019-09-17"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"1174049130928386051"
"2019 E! People’s Choice AwardsPCAs Music Video #TheMusicVideo #PCAs {@BTS_twt@} #BoyWithLuv"
"2019-09-22"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video", "music" ]
"1175650018016972800"
"2019 E! People’s Choice AwardsPCAs Music Video #TheMusicVideo #PCAs {@BTS_twt@} #BoyWithLuv 3️⃣"
"2019-09-22"
[ 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]
[ "celebrity_&_pop_culture", "film_tv_&_video", "music" ]
"1175650108529987584"
"Happy national single day ma bois {{USERNAME}} {{USERNAME}} {{USERNAME}}"
"2019-09-22"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0 ]
[ "relationships" ]
"1175680971493888000"
"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"
[ 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "business_&_entrepreneurs", "news_&_social_concern" ]
"1175770273540399110"
"#ClimateChange: African media urgently needed in the fight against climate change via {{USERNAME}} {{URL}}"
"2019-09-22"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "news_&_social_concern" ]
"1175771469361627143"
"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"
[ 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "arts_&_culture", "news_&_social_concern" ]
"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"
[ 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "celebrity_&_pop_culture", "film_tv_&_video" ]
"1175891048486330370"
"I told y’all {@New York Giants@} fans that Mr Daniel Jones was the answer. {{USERNAME}} I can only say WATCH OUT COWBOYS!"
"2019-09-22"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "film_tv_&_video", "sports" ]
"1175921481676726272"
"Attention Louisiana climate deniers: Insurers say climate change now biggest risk {{URL}} via {@NOLA com@}"
"2019-09-23"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "news_&_social_concern" ]
"1175951966486355978"
"Via {@euronews@} : Climate targets need to be five times more ambitious : scientists {{URL}}"
"2019-09-23"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "news_&_social_concern", "science_&_technology" ]
"1176073141459783680"
"#NewVideo Cray Dollas- Water- Ft. Charlie Rose- (Official Music Video)- {{URL}} via {@YouTube@} #watchandlearn {{USERNAME}}"
"2019-09-23"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video", "music" ]
"1176073191032328194"
"Climate change: US politics is stuck. Can the climate movement shake it loose? Not unless young voters vote in huge numbers for the first time ever. What will it take? {{URL}} via {@Vox@}"
"2019-09-23"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "news_&_social_concern" ]
"1176194006469865477"
".#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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1 ]
[ "news_&_social_concern", "science_&_technology", "youth_&_student_life" ]
"1176344842802122753"
" {{USERNAME}} learnt more from your unplanned overview of climate change this morning than I have from any person or editorial feature - maybe ITV could commission you for a half hour prime-time feature, I think you would get the message over - good on you!!"
"2019-09-24"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "film_tv_&_video", "news_&_social_concern", "science_&_technology" ]
"1176374486507106306"
"Hi All! In what may prove to be a regrettable decision, I will be hosting a college radio show I am a Scientist on {{USERNAME}} where I chat about science, news, and play thematic playlists (with other scientists too!). To kick off, the 1st episode is dedicated to Climate Change!"
"2019-09-24"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0 ]
[ "learning_&_educational", "music", "news_&_social_concern", "science_&_technology" ]
"1176496363988819968"
"Greta Thunberg Rips World Leaders at the U.N. Over Climate Change {{URL}} {{USERNAME}}"
"2019-09-24"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "news_&_social_concern", "science_&_technology" ]
"1176556035198337027"
"Conservative Broadcaster Has One EPIC Response To Lib Climate Change Ral... {{URL}} via {@YouTube@} perfect."
"2019-09-24"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video", "news_&_social_concern" ]
"1176616040584765441"
"The guys over at {{USERNAME}} making big moves in the New Yorker. {{URL}}"
"2019-09-24"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "news_&_social_concern", "science_&_technology" ]
"1176828584159113216"
"Muni Bonds Face Climate Change. And Investors Are Ignoring the Risks {{URL}} via {@Barron s@}"
"2019-09-25"
[ 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "business_&_entrepreneurs", "news_&_social_concern", "science_&_technology" ]
"1176858504889585666"
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "gaming" ]
"1176888434859790336"
"The most effective individual steps to tackle climate change aren t being discussed {{URL}} via {@Phys org@}"
"2019-09-25"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "news_&_social_concern" ]
"1176948063073492992"
"World s oceans at a tipping point, indicates UN s Intergovernmental Panel on #Climate Change report {{URL}} via {@ABC News@} "
"2019-09-25"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "news_&_social_concern", "science_&_technology" ]
"1177008594077642753"
"Bruhhhh your tape is effing fire {{USERNAME}} Mr Ejike Na Major jam of the year... The entire album is flawless"
"2019-09-26"
[ 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]
[ "arts_&_culture", "music" ]
"1177128391788716035"
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "learning_&_educational", "news_&_social_concern", "science_&_technology" ]
"1177129729721274368"
"David Suzuki: Tackling climate change means purging privilege from politics {{URL}} via {{USERNAME}}"
"2019-09-26"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "news_&_social_concern", "science_&_technology" ]
"1177160734922461184"
"Parents: if you’re looking to show your children a video explainer on climate change and {@Greta Thunberg@} , I recommend this one. Good length (8min), with a breadth of voices and issues. #FridaysForFuture #globalstrike {{URL}} "
"2019-09-26"
[ 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "celebrity_&_pop_culture", "family", "learning_&_educational", "news_&_social_concern", "science_&_technology" ]
"1177250584749125633"
"VIDEO: Antifa Commandeers Climate Change Rally, Turns It Into Attack On Police {{URL}} via {@Blue Lives Matter@} "
"2019-09-26"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video", "news_&_social_concern" ]
"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"
[ 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "family" ]
"1177281459205345281"
"The Gloom In The Corner - Villain [OFFICIAL MUSIC VIDEO] {{URL}} via {@YouTube@} amazing"
"2019-09-27"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video", "music" ]
"1177401587091640321"
"#Infosys, today announced that it has won the prestigious United Nations Global Climate Action Award in the ‘Climate Neutral Now’ category. {@Infosys@} is the only corporate from India to earn the recognition for its efforts to combat climate change. {{URL}} "
"2019-09-27"
[ 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "business_&_entrepreneurs", "news_&_social_concern", "science_&_technology" ]
"1177430772006801409"
" We must all rise to the challenge of the climate emergency. The world-leading {@Scottish Government@} Climate Change Bill, passed this week, was praised by the UN as the gold standard . Scotland is at the forefront of tackling climate change - here s how. {{URL}} "
"2019-09-27"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "news_&_social_concern" ]
"1177612885910020098"
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "news_&_social_concern" ]
"1177674018687729664"
"Technology will help to tackle climate change {@HumanProgress org@} {{URL}} #HumanProgressData"
"2019-09-27"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "news_&_social_concern", "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"
[ 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1 ]
[ "diaries_&_daily_life", "news_&_social_concern", "youth_&_student_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"
[ 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "diaries_&_daily_life", "news_&_social_concern" ]
"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"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video", "music" ]
"1177734284544790528"
"Billionaire Philanthropists Lynda and Stewart Resnick Just Donated $750 Million to Fight Climate Change {{URL}} via {@RobbReport@}"
"2019-09-28"
[ 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "business_&_entrepreneurs", "celebrity_&_pop_culture", "news_&_social_concern" ]
"1178004983364509697"
"The largest health problem facing us in the 21century? CLIMATE CHANGE. The medical world s is joining the global call to our government for immediate action. #ClimateEmergency #planetaryhealth {@Extinction Rebellion@} {{URL}}"
"2019-09-28"
[ 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "fitness_&_health", "news_&_social_concern" ]
"1178066198220754946"
" Billionaire Philanthropists Lynda and Stewart Resnick Just Donated $750 Million to Fight Climate Change... The owners of Wonderful Company, the Resnicks own businesses that are considered to be especially damaging to the environment. {{URL}} via {@RobbReport@} "
"2019-09-28"
[ 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "business_&_entrepreneurs", "celebrity_&_pop_culture", "news_&_social_concern" ]
"1178095975530844160"
"Love the work that this organIzation does for foster kids. Giving them a creative voice to share their stories. Posted withrepost • {{USERNAME}} There s been plenty of iconic duos throughout history; both on… {{URL}}"
"2019-09-29"
[ 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "business_&_entrepreneurs", "diaries_&_daily_life", "news_&_social_concern" ]
"1178153996915052544"
"Blimey! Must have been really bad. Sky News: Brexit Party kicked out MEP for unacceptable behaviour, says Nigel Farage. {{URL}} via {@Google News@} "
"2019-09-29"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "news_&_social_concern" ]
"1178247004608225285"
"Check out Green Bay Packers Cheese Head Glass Pendant Charm 20mm For Necklace or Bracelet {{URL}} via {{USERNAME}}"
"2019-10-04"
[ 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "fashion_&_style", "sports" ]
"1180210553568059392"
"#FRIPPTOPIA It s easy {@Rashida Tlaib@} ; WAIT FOR THEM TO COMMIT A CRIME. Then, press formal charges, go to a judge for a warrant, then send the police. {{URL}} "
"2019-10-04"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "news_&_social_concern" ]
"1180239546371452928"
"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"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]
[ "music" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0 ]
[ "music", "other_hobbies" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"1180716534764720128"
"Confession: When {{USERNAME}} is working overnight at the FireHouse. I send him goodnight tweets just to say I Love Him, cause he sets his phone to Do Not Disturb but he ll check tweets like clockwork."
"2019-10-06"
[ 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0 ]
[ "diaries_&_daily_life", "relationships", "science_&_technology" ]
"1180722118536945664"
"I feel like we need to send Katherine to a spa for a week...cuz the friend group is giving her no love. #AMillionLittleThings {@A Million Little Things@} {@DJ Nash@} {{URL}}"
"2019-10-06"
[ 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "diaries_&_daily_life", "film_tv_&_video" ]
"1180751771724967936"
". {@Twitter Support@} please send me a message I need help"
"2019-10-06"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0 ]
[ "science_&_technology" ]
"1180754025790296064"
"Sooooo appaz I’m going glasto 2020 with my besties!!! {{USERNAME}} you’re a legit god send!!! {{USERNAME}}"
"2019-10-06"
[ 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0 ]
[ "diaries_&_daily_life", "relationships", "travel_&_adventure" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0 ]
[ "science_&_technology" ]
"1180812798382628865"
"Russia offers Turkey to send astronaut to space station - Turkey News {{URL}} via {@Hrriyet Daily News@}"
"2019-10-06"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "news_&_social_concern", "science_&_technology" ]
"1180813932417765376"
"Miles Sanders or Carlos Hyde for my RB2? Please send help!!! {@MG@} {@Michael Fabiano@} {@Adam Rank@}"
"2019-10-06"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"1180843409143222272"
"Finally Happy: The Album Executive Produced by {{USERNAME}} {{URL}}"
"2019-10-06"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]
[ "music" ]
"1180871520320724992"
"Hi {@Manchester United@} ! Please send my regards to Ed Woodward and tell him he can go to hell straightaway"
"2019-10-06"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"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"
[ 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"1180964799510962178"
"LIVE: Rolling Loud New York x {{URL}} 2019 | Main Feed {{URL}} via {@YouTube@} {{USERNAME}}"
"2019-10-13"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video", "music" ]
"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"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video" ]
"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"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video" ]
"1183288331137736705"
"Breaking Bad Set Of 10 Custom 1.5 Square Fridge Magnets Los Pollos Hermanos ... {{URL}} via {@Amazon@} #elcameno #sundaymorning"
"2019-10-13"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video" ]
"1183349396823347200"
"The Seahawks trail the Browns 20-6. {{USERNAME}} s thoughts after one quarter, now in our #SEAvsCLE GameCenter: {{URL}} "
"2019-10-13"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"1183439715334262784"
"Harry’s Royal Visit to Nottingham for World Mental Health day {{URL}} via {{USERNAME}}"
"2019-10-13"
[ 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "celebrity_&_pop_culture", "news_&_social_concern" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"1183519339028373504"
"‘Breaking Bad’ Film: Go Behind-the-Scenes of ‘El Camino’ With Aaron Paul {{URL}} via {@Men s Journal@}"
"2019-10-13"
[ 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "celebrity_&_pop_culture", "film_tv_&_video" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"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"
[ 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "family", "fitness_&_health", "news_&_social_concern" ]
"1185675346974248962"
"So when are {@Michelle Obama@} and Barrack getting on board with {@Bernie Sanders@} {@Alexandria Ocasio Cortez@} and the undisputed heavy weight champion of the World {@Nina Turner@} ?? #Bernie2020"
"2019-10-20"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "news_&_social_concern" ]
"1185736892475682816"
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0 ]
[ "learning_&_educational", "news_&_social_concern", "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"
[ 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "film_tv_&_video" ]
"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"
[ 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0 ]
[ "diaries_&_daily_life", "relationships" ]
"1185857091099152385"
"There is no such a thing as single Tyrant that can save the world, the only way to convince so many people to change their habits is build and promote a culture of sustainable behaviour CC {@Greta Thunberg@} #climatestrike #fridaysforfuture #GretaThunberg {{URL}} "
"2019-10-20"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "news_&_social_concern" ]
"1185857407169245184"
"Come on in Friends! Try the world famous #Dammann Tea today.. FREE! Walk into any Future Foods Showroom {{USERNAME}} or {{USERNAME}} and experience the taste of the best☕ #brew #wow #enjoy #free #taste #amazing… {{URL}}"
"2019-10-20"
[ 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ]
[ "food_&_dining" ]
"1185886719159091200"
"Billionaire and former Goldman Sachs partner {@Mike Novogratz@} urged his rich friends to “lighten up” about {@Elizabeth Warren@} s wealth tax. “You’re not victims; you’re the richest people in the world. How in God’s name do you feel like a victim?” {{URL}}"
"2019-10-20"
[ 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "business_&_entrepreneurs", "celebrity_&_pop_culture", "news_&_social_concern" ]
"1185917543799820288"
"Wait did the Bengals just lose the challenge {@NFL@} FIX YOUR REFS"
"2019-10-20"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"1185978288486977538"
"Dumbass mistakes on both sides. Kyler looks like a rookie today. Shurmer. Jones. Good thing it’s the giants on the other side. {@Arizona Cardinals@} {@98 7 Arizona Sports@} #AZvsNYG"
"2019-10-20"
[ 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "celebrity_&_pop_culture", "sports" ]
"1186008758079459328"
"Learn the story behind BeneTalk:The World’s First Wearable Speech Tracker and help us meet our goal. {@Indiegogo Reads@} {{URL}}"
"2019-10-22"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0 ]
[ "science_&_technology" ]
"1186551963946762241"
"Stonewall Uprising tells the story of the riots that marked a major turning point in the modern gay civil rights movement in the United States and around the world. {{URL}} Thanks {@American Experience@} #FAIRAct #casocstudies"
"2019-10-24"
[ 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ]
[ "arts_&_culture", "diaries_&_daily_life", "news_&_social_concern" ]
"1187216434528542720"
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0 ]
[ "music" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"1188301004434837504"
"Earning #cryptocurrency for selling my stuff on {@Listia@} ! Join me using code BCVRWP for an extra 100 XNK. I just listed this: 20-1 cent stamps {{URL}}"
"2019-10-27"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0 ]
[ "other_hobbies" ]
"1188301289387679744"
"#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"
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0 ]
[ "sports" ]
"1188392561813217281"
End of preview (truncated to 100 rows)

Dataset Card for "cardiffnlp/tweet_topic_multi"

Dataset Summary

This is the official repository of TweetTopic ("Twitter Topic Classification , COLING main conference 2022"), a topic classification dataset on Twitter with 19 labels. Each instance of TweetTopic comes with a timestamp which distributes from September 2019 to August 2021. See cardiffnlp/tweet_topic_single for single 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 573 test dataset from September 2019 to August 2020
test_2021 1679 test dataset from September 2020 to August 2021
train_2020 4585 training dataset from September 2019 to August 2020
train_2021 1505 training dataset from September 2020 to August 2021
train_all 6090 combined training dataset of train_2020 and train_2021
validation_2020 573 validation dataset from September 2019 to August 2020
validation_2021 188 validation dataset from September 2020 to August 2021
train_random 4564 randomly sampled training dataset with the same size as train_2020 from train_all
validation_random 573 randomly sampled training dataset with the same size as validation_2020 from validation_all
test_coling2022_random 5536 random split used in the COLING 2022 paper
train_coling2022_random 5731 random split used in the COLING 2022 paper
test_coling2022 5536 temporal split used in the COLING 2022 paper
train_coling2022 5731 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-multi-all all (2020 + 2021) 0.763104 0.620257 0.536629
cardiffnlp/roberta-base-tweet-topic-multi-all all (2020 + 2021) 0.751814 0.600782 0.531864
cardiffnlp/twitter-roberta-base-2019-90m-tweet-topic-multi-all all (2020 + 2021) 0.762513 0.603533 0.547945
cardiffnlp/twitter-roberta-base-dec2020-tweet-topic-multi-all all (2020 + 2021) 0.759917 0.59901 0.536033
cardiffnlp/twitter-roberta-base-dec2021-tweet-topic-multi-all all (2020 + 2021) 0.764767 0.618702 0.548541
cardiffnlp/roberta-large-tweet-topic-multi-2020 2020 only 0.732366 0.579456 0.493746
cardiffnlp/roberta-base-tweet-topic-multi-2020 2020 only 0.725229 0.561261 0.499107
cardiffnlp/twitter-roberta-base-2019-90m-tweet-topic-multi-2020 2020 only 0.73671 0.565624 0.513401
cardiffnlp/twitter-roberta-base-dec2020-tweet-topic-multi-2020 2020 only 0.729446 0.534799 0.50268
cardiffnlp/twitter-roberta-base-dec2021-tweet-topic-multi-2020 2020 only 0.731106 0.532141 0.509827

Model fine-tuning script can be found here.

Dataset Structure

Data Instances

An example of train looks as follows.

{
    "date": "2021-03-07",
    "text": "The latest The Movie theater Daily! {{URL}} Thanks to {{USERNAME}} {{USERNAME}} {{USERNAME}} #lunchtimeread #amc1000",
    "id": "1368464923370676231",
    "label": [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
    "label_name": ["film_tv_&_video"]
}

Label ID

The label2id dictionary can be found at here.

{
    "arts_&_culture": 0,
    "business_&_entrepreneurs": 1,
    "celebrity_&_pop_culture": 2,
    "diaries_&_daily_life": 3,
    "family": 4,
    "fashion_&_style": 5,
    "film_tv_&_video": 6,
    "fitness_&_health": 7,
    "food_&_dining": 8,
    "gaming": 9,
    "learning_&_educational": 10,
    "music": 11,
    "news_&_social_concern": 12,
    "other_hobbies": 13,
    "relationships": 14,
    "science_&_technology": 15,
    "sports": 16,
    "travel_&_adventure": 17,
    "youth_&_student_life": 18
 }

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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