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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
4sports_&_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
4sports_&_gaming
sports_&_gaming
1170607436924952576
Might watch the {@Tennessee Titans@} game only to see the {@Cleveland Browns@} tho
2019-09-08
4sports_&_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
4sports_&_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
4sports_&_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
4sports_&_gaming
sports_&_gaming
1172207842163679234
WATCH {{USERNAME}} vs {@St Kilda FCW@} on the #VFLW website here: {{URL}} Early lead to the Saints.
2019-09-15
4sports_&_gaming
sports_&_gaming
1173052768442994690
Keep going armylegend #PCAs #BoyWithLuv #TheMusicVideo {@BTS_twt@} vs as Bamako nakal speed
2019-09-15
2pop_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
4sports_&_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
4sports_&_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
0arts_&_culture
arts_&_culture
1173203281444790272
PHOTOS: Mayfield vs. Mentor girls soccer, Sept. 14, 2019 {{URL}} via {@News Herald preps@}
2019-09-15
4sports_&_gaming
sports_&_gaming
1173203652451950592
Field Hockey travels to {{USERNAME}} for a 4pm contest; Video: {{URL}} - Live Stats: {{URL}} #d3fh
2019-09-17
4sports_&_gaming
sports_&_gaming
1174049130928386051
2019 E! People’s Choice AwardsPCAs Music Video #TheMusicVideo #PCAs {@BTS_twt@} #BoyWithLuv
2019-09-22
2pop_culture
pop_culture
1175650018016972800
2019 E! People’s Choice AwardsPCAs Music Video #TheMusicVideo #PCAs {@BTS_twt@} #BoyWithLuv 3️⃣
2019-09-22
2pop_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
1business_&_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
0arts_&_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
2pop_culture
pop_culture
1175891048486330370
Via {@euronews@} : Climate targets need to be five times more ambitious : scientists {{URL}}
2019-09-23
5science_&_technology
science_&_technology
1176073141459783680
#NewVideo Cray Dollas- Water- Ft. Charlie Rose- (Official Music Video)- {{URL}} via {@YouTube@} #watchandlearn {{USERNAME}}
2019-09-23
2pop_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
5science_&_technology
science_&_technology
1176344842802122753
Greta Thunberg Rips World Leaders at the U.N. Over Climate Change {{URL}} {{USERNAME}}
2019-09-24
5science_&_technology
science_&_technology
1176556035198337027
Conservative Broadcaster Has One EPIC Response To Lib Climate Change Ral... {{URL}} via {@YouTube@} perfect.
2019-09-24
2pop_culture
pop_culture
1176616040584765441
The guys over at {{USERNAME}} making big moves in the New Yorker. {{URL}}
2019-09-24
2pop_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
5science_&_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
4sports_&_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
5science_&_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
5science_&_technology
science_&_technology
1177129729721274368
David Suzuki: Tackling climate change means purging privilege from politics {{URL}} via {{USERNAME}}
2019-09-26
5science_&_technology
science_&_technology
1177160734922461184
VIDEO: Antifa Commandeers Climate Change Rally, Turns It Into Attack On Police {{URL}} via {@Blue Lives Matter@}
2019-09-26
2pop_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
3daily_life
daily_life
1177281459205345281
The Gloom In The Corner - Villain [OFFICIAL MUSIC VIDEO] {{URL}} via {@YouTube@} amazing
2019-09-27
2pop_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
3daily_life
daily_life
1177674018687729664
Technology will help to tackle climate change {@HumanProgress org@} {{URL}} #HumanProgressData
2019-09-27
5science_&_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
3daily_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
3daily_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
2pop_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
4sports_&_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
2pop_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
2pop_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
2pop_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
4sports_&_gaming
sports_&_gaming
1180716534764720128
. {@Twitter Support@} please send me a message I need help
2019-10-06
5science_&_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
3daily_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
4sports_&_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
5science_&_technology
science_&_technology
1180812798382628865
Russia offers Turkey to send astronaut to space station - Turkey News {{URL}} via {@Hrriyet Daily News@}
2019-10-06
5science_&_technology
science_&_technology
1180813932417765376
Miles Sanders or Carlos Hyde for my RB2? Please send help!!! {@MG@} {@Michael Fabiano@} {@Adam Rank@}
2019-10-06
4sports_&_gaming
sports_&_gaming
1180843409143222272
Finally Happy: The Album Executive Produced by {{USERNAME}} {{URL}}
2019-10-06
2pop_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
4sports_&_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
4sports_&_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
1business_&_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
4sports_&_gaming
sports_&_gaming
1180964799510962178
LIVE: Rolling Loud New York x {{URL}} 2019 | Main Feed {{URL}} via {@YouTube@} {{USERNAME}}
2019-10-13
2pop_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
2pop_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
2pop_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
2pop_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
4sports_&_gaming
sports_&_gaming
1183439715334262784
Harry’s Royal Visit to Nottingham for World Mental Health day {{URL}} via {{USERNAME}}
2019-10-13
2pop_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
4sports_&_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
2pop_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
4sports_&_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
3daily_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
5science_&_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
2pop_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
3daily_life
daily_life
1185857091099152385
Wait did the Bengals just lose the challenge {@NFL@} FIX YOUR REFS
2019-10-20
4sports_&_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
5science_&_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
2pop_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
4sports_&_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
4sports_&_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
4sports_&_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
2pop_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
4sports_&_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
3daily_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
5science_&_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
1business_&_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
4sports_&_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
3daily_life
daily_life
1190839142826987520
UFC 244 results. {@Dominick Cruz@} def Gastelum via verbal KO. Rd. 1
2019-11-03
4sports_&_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
4sports_&_gaming
sports_&_gaming
1191020794140340226
LIVE _R_HUSSEIN_R_ on {@YouNow@} - Come watch _R_HUSSEIN_R_, LIVE on YouNow. {{URL}}
2019-11-03
2pop_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
0arts_&_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
2pop_culture
pop_culture
1193376303673724928
Super excited for the {@Major League Soccer@} cup tomorrow! Go soundersfc beat {@Toronto FC@} #Q13Fox ⚽️⚽️⚽️ {{URL}}
2019-11-10
4sports_&_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
5science_&_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
4sports_&_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
4sports_&_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
4sports_&_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
3daily_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
2pop_culture
pop_culture
1195881639068553221
OKAY BUT I GOT SO EXCITED OVER WATERMELON SUGAR I FULL ON CRIED {@Harry Styles@}
2019-11-17
2pop_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
2pop_culture
pop_culture
1195943864152002560
So, when I can listen to watermelon sugar live in Jakarta Harry? {@Harry Styles@}
2019-11-17
2pop_culture
pop_culture
1195973721548177409
I have in my head “Watermelon sugar high” all time {@Harry Styles@}
2019-11-17
2pop_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
2pop_culture
pop_culture
1196055954208514048
watermelon sugar is SO cool, well done {@Harry Styles@}
2019-11-17
2pop_culture
pop_culture
1196116950780436482
Taika Waititi Directed The Mandalorian In His Pyjamas From A Sofa! - Fantha Tracks {{URL}} {{USERNAME}} #themandalorian
2019-11-17
2pop_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
2pop_culture
pop_culture
1196206963601879041
Harry Styles Performs ‘Lights Up’ & ‘Watermelon Sugar’ on ‘SNL’ – Watch! {{URL}} via {@JustJared com@}
2019-11-18
2pop_culture
pop_culture
1196269545356439552

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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