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ID (string)Tweet (string)anger (bool)anticipation (bool)disgust (bool)fear (bool)joy (bool)love (bool)optimism (bool)pessimism (bool)sadness (bool)surprise (bool)trust (bool)
"2017-En-21441"
"“Worry is a down payment on a problem you may never have'.  Joyce Meyer. #motivation #leadership #worry"
false
true
false
false
false
false
true
false
false
false
true
"2017-En-31535"
"Whatever you decide to do make sure it makes you #happy."
false
false
false
false
true
true
true
false
false
false
false
"2017-En-21068"
"@Max_Kellerman it also helps that the majority of NFL coaching is inept. Some of Bill O'Brien's play calling was wow, ! #GOPATS"
true
false
true
false
true
false
true
false
false
false
false
"2017-En-31436"
"Accept the challenges so that you can literally even feel the exhilaration of victory.' -- George S. Patton 🐶"
false
false
false
false
true
false
true
false
false
false
false
"2017-En-22195"
"My roommate: it's okay that we can't spell because we have autocorrect. #terrible #firstworldprobs"
true
false
true
false
false
false
false
false
false
false
false
"2017-En-22190"
"No but that's so cute. Atsu was probably shy about photos before but cherry helped her out uwu"
false
false
false
false
true
false
false
false
false
false
false
"2017-En-20221"
"Do you think humans have the sense for recognizing impending doom? "
false
true
false
false
false
false
false
true
false
false
false
"2017-En-22180"
"Rooneys fucking untouchable isn't he? Been fucking dreadful again, depay has looked decent(ish)tonight"
true
false
true
false
false
false
false
false
false
false
false
"2017-En-41344"
"it's pretty depressing when u hit pan on ur favourite highlighter"
false
false
true
false
false
false
false
false
true
false
false
"2017-En-20759"
"@BossUpJaee but your pussy was weak from what I heard so stfu up to me bitch . You got to threaten him that your pregnant ."
true
false
true
false
false
false
false
false
false
false
false
"2017-En-40158"
"Making that yearly transition from excited and hopeful college returner to sick and exhausted pessimist. #college"
false
false
true
false
false
false
false
true
true
false
false
"2017-En-21744"
"And it's hard to dance with a devil on your back\nSo shake him off."
false
false
false
false
false
false
false
false
false
false
false
"2017-En-31337"
"Tiller and breezy should do a collab album. Rapping and singing prolly be fire"
false
false
false
false
true
true
false
false
false
false
false
"2017-En-10902"
"S/O to the girl that just hit my car...not only did she get lucky w/ no scratch but also from being spared the wrath of sleep deprived Kait🙃"
true
false
false
false
false
false
false
false
true
false
false
"2017-En-11274"
"@bt_uk broadband is shocking regretting signing up now #angry #shouldofgonewithvirgin"
true
false
true
false
false
false
false
false
false
false
false
"2017-En-11097"
"People you need to look up the definition of protest. What you are doing is not protesting is called vandalism. #angry #stop"
true
false
true
false
false
false
false
false
true
false
false
"2017-En-11475"
"@BitchestheCat Look at those teef! #growl"
true
false
true
true
false
false
false
false
false
false
false
"2017-En-10989"
"Star trek online has a update to download oh fuming yay"
true
false
true
false
true
false
false
false
true
false
false
"2017-En-10618"
"The bitter the battle, the sweeter the victory..."
false
false
false
false
true
false
true
false
false
false
false
"2017-En-40212"
"i cant stop. i finished - dejected. luckily no one is in the bathroom. so i go to a stall and wait until my pants are dry."
true
false
true
false
false
false
false
false
true
false
false
"2017-En-21011"
"@NHLexpertpicks @usahockey USA was embarrassing to watch. When was the last time you guys won a game..? #horrible #joke"
true
false
true
false
false
false
false
false
false
false
false
"2017-En-20349"
"#NewYork: Several #Baloch & Indian activists hold demonstrations outside @UN headquarters demanding Pak to stop exporting #terror into India"
false
false
false
true
false
false
false
false
true
false
false
"2017-En-40483"
"Awareness of time is awareness of time lost. #awareness #time "
false
false
false
false
true
true
true
false
false
false
false
"2017-En-30807"
"Your glee filled Normy dry humping of the most recent high profile celebrity break up is pathetic & all that is wrong with the world today."
true
false
true
false
false
false
false
false
false
false
false
"2017-En-21400"
"@zorefx you guys will see what i did in the next video but its fucking horrid"
true
false
true
true
false
false
false
false
true
false
false
"2017-En-11184"
"What a fucking muppet. @jRwild1 #stalker."
true
false
true
false
false
false
false
false
false
false
false
"2017-En-30230"
"@adamrodricks I like your optimism!"
false
false
false
false
true
false
true
false
false
false
false
"2017-En-11421"
"My cat is bloody lucky the RSPCA weren't open at 3am last night!!! #fuming 😡🐱"
true
false
true
false
true
false
false
false
false
false
false
"2017-En-21740"
"@FaithHill I remember it well #happy #afraid #Positive"
false
false
false
true
true
true
true
false
false
false
false
"2017-En-10966"
"Autocorrect changes ''em' to 'me' which I resent greatly"
true
false
true
false
false
false
false
false
false
false
false
"2017-En-10503"
"I mean I'm not done watching the pilot, but it's nice to see a group of actors perform without story lines dripping relentless nihilism."
true
false
true
false
true
false
true
false
false
false
false
"2017-En-21716"
"@WaterboysAS I would never strategically vote for someone I don't agree with. A lot of the Clinton vote based on fear and negativity."
true
false
true
true
false
false
false
false
false
false
false
"2017-En-20316"
"@RogueCoder250 We are in so much trouble!! I don't think the Rev will see the funny side of our project. "
false
false
false
true
true
false
false
false
true
false
false
"2017-En-10936"
"@Jen_ny69 People will always get offended everyone's situation is different! Just because we have kids doesn't mean we have to settle"
true
false
true
false
false
false
false
false
true
false
false
"2017-En-30541"
"You have to find a way to top yourself. #glee"
false
false
false
false
true
true
true
false
false
false
false
"2017-En-20393"
"@Aliki111 Haters!!! You are low in self worth. Self righteous in your delusions. You cower at the thought of change. Change is inevitable."
true
false
true
false
false
false
false
false
false
false
false
"2017-En-30296"
"#smile every morning to a positive head start with your #clients relations"
false
false
false
false
true
false
true
false
false
false
false
"2017-En-20473"
"I saved him after ordering him to risk his life. I didn't panic but stayed calm and rescued him."
false
false
false
false
false
false
true
false
false
false
false
"2017-En-10565"
"@SlaveGuinevere its more of a little prick than a sting .......... but you have to come to Tennessee to get it1"
false
false
false
false
false
false
false
false
false
false
false
"2017-En-21752"
"@imtarakate Uggh that's really horrible. You're not a bad person by any stretch of the imagination. I hope this person realizes that."
false
false
true
true
false
false
true
false
false
false
true
"2017-En-11251"
"All the young people are so bitter about how the older contestants probably know how to make Bakewell Tarts 😂 #GBBO"
true
false
true
false
true
false
false
false
true
false
false
"2017-En-40949"
"Living with #depression doesn't mean you must be defeated by it\nevery day's a new day and yesterday doesn't decide what today looks like :-)"
false
false
false
false
false
false
true
false
true
false
false
"2017-En-20092"
"In wake of fresh #terror threat and sounding of alert in #Mumbai, praying for safety & security of everybody in the city #Maharashtra #news"
false
false
false
true
false
false
false
false
false
false
false
"2017-En-21374"
"@TamraBarney @ShannonBeador @RHOC_KellyDodd Tamra would F her up if she swung on Tamra\nKelly is a piece of 💩 #needstobeadmitted #bully"
true
false
true
false
false
false
false
false
false
false
false
"2017-En-21886"
"He accusd India of HR violations in Kashmir BUT refusd to name India's role in fomenting terror in Pakistan through TTP, BLA & MQM.shame #ZH"
true
false
true
false
false
false
false
false
true
true
false
"2017-En-21219"
"About 7 weeks till I can pick up my camera again. Though I think there is a group cemetery shoot in october I can make! #photography "
false
true
false
false
true
false
true
false
false
false
false
"2017-En-30081"
"@morgannbroom yes ❤️❤️ & cheering homecoming game!"
false
false
false
false
true
true
true
false
false
false
false
"2017-En-20533"
"I was so shy freshman year this guy introduced himself to me by asking if I spoke any English"
false
true
false
false
true
false
false
false
true
false
false
"2017-En-41251"
"Love is when all your happiness and all your sadness and all your feelings are dependent on another person."
false
false
false
false
false
true
true
false
false
false
true
"2017-En-40646"
"@wabermes The @RavalliRepublic had a good one but then the reporter quit. "
false
false
false
false
false
false
false
false
false
false
false
"2017-En-20764"
"@BigLepley @angela31694996 @TheIndigoArrow Want to start a biker gang together when the GTA Online Biker DLC comes out?"
false
true
false
false
true
false
true
false
false
false
false
"2017-En-11506"
"@Kristiann1125 lol wow i was gonna say really?! haha have you seen chris or nah? you dont even snap me anymore dude!"
true
false
true
false
true
false
false
false
false
true
false
"2017-En-41397"
"It’s possible changing meds is best not done while under stress. Difficult to tell what part of despair is circumstantial, what is drugs."
false
false
false
false
false
false
false
false
true
false
false
"2017-En-41073"
"Ive felt surprisingly gloomy about my bad scouts today :'D but i recognize that it's all just RNG and yeah I didnt spend that many gems"
false
false
false
false
false
false
true
true
true
false
false
"2017-En-10559"
"im also definitely still bitter about the yellow ranger not being asian, but asian representation in hollywood is essentially a shrug anyway"
true
false
true
false
false
false
false
false
false
false
false
"2017-En-20648"
"@mas_critical The irony is that those protesting about this kind of stuff are the Orwellian nightmare they think they’re fighting against."
true
false
true
false
false
false
false
false
false
false
false
"2017-En-21927"
"@loismackey_ @Dory nah way that's horrible"
true
false
true
false
false
false
false
false
false
false
false
"2017-En-20218"
"@MaryamNSharif I think just becz u have so much terror in pak nd urself being a leader u forgot d difference btw a leader nd terrorist !"
true
false
true
true
false
false
false
false
false
false
false
"2017-En-30952"
"angel delight is my everything"
false
false
false
false
true
true
false
false
false
false
false
"2017-En-10474"
"Puzzle investing opening portland feodal population is correlative straight a snorting infuriate: XLzjYhG"
true
true
false
false
false
false
false
false
false
false
false
"2017-En-20413"
"In dire need of a worship session to just let go of everything"
false
true
false
true
false
false
true
false
true
false
false
"2017-En-40195"
"Brb going to sulk in bed until Friday"
true
false
true
false
true
false
false
true
true
false
false
"2017-En-10649"
"I believe I'm gonna start singing in my snap stories on the tractor. Switch it up a little bit."
false
true
false
false
true
false
false
false
false
false
false
"2017-En-41456"
"This is the first time I've been sober on my birthday in 6 years. #recovery #sobriety #sober #soberissexy #sobernative"
false
false
false
false
true
false
true
false
false
false
false
"2017-En-11034"
"Weak people revenge. Strong people forgive. Intelligent people ignore."
true
false
false
false
false
false
true
false
false
false
false
"2017-En-10396"
"I have a rage rage ep 2 coming out soon I'll keep you posted on it #YouTube #youtubegaming #rage"
true
false
false
false
false
false
false
false
false
false
false
"2017-En-40760"
"I'm so proud he understands this, he shows love, thought and compassion and it's not done in a clouded way.."
false
false
false
false
true
false
true
false
false
false
false
"2017-En-30218"
"Why have I only just started watching glee this week I am now addicted 🙄 #glee #GLEEK"
false
false
false
false
true
true
false
false
false
false
false
"2017-En-21649"
"@Bridget_Delia @originalaubs omg that's terrible"
true
false
true
true
false
false
false
false
true
false
false
"2017-En-10742"
"All this from a cigarette burning in Laura's hand, the angle of her chin, the purse of her lips.'(104) Gorgeous transition!@laurengrodstein"
false
false
false
false
false
true
false
false
false
false
false
"2017-En-21926"
"tomorrow will be the last episode of despair arc, so much shit is gonna happen i'm not emotionally prepared..."
false
true
false
true
false
false
false
false
false
false
false
"2017-En-21045"
"Jorge deserves it, honestly. He's weak. #90dayfiance"
true
false
true
false
false
false
false
false
false
false
false
"2017-En-30985"
"Modern family never fails to cheer me up. Especially Phil."
false
false
false
false
true
true
true
false
false
false
false
"2017-En-31561"
"Sometimes I get to sit back and be proud of myself for pleasing Him so well."
false
false
false
false
true
true
true
false
false
false
false
"2017-En-10827"
"Follow me on Snapchat 👻 Carlabtst15 #snapchat "
false
false
false
false
true
false
true
false
false
false
false
"2017-En-10252"
"@lemonlover666 'shit' doesn't even begin to describe these fiery little demons straight from hell 🌝🌚 ;)"
true
false
true
false
false
false
false
false
false
false
false
"2017-En-40175"
"It's way too hard not to get discouraged."
true
false
false
false
false
false
false
true
true
false
false
"2017-En-31116"
"@JessicaZ00 @ZRlondon ditto!! Such an amazing atmosphere! #PhilippPlein #cheerleaders #stunt #LondonEvents #cheer"
false
false
false
false
true
true
false
false
false
true
false
"2017-En-21998"
"Somewhere I rd a rpt tht Pakis wr afraid of TSD & asked it 2 shut dn. Congis obliged & exposed it,hounded them.time to revive. #BadlaofUri"
false
false
false
false
false
false
false
false
false
false
false
"2017-En-40520"
"Interview preparation, I hate talking about myself, one dull subject matter! #yawnoff"
true
false
true
true
false
false
false
false
false
false
false
"2017-En-11180"
"Manchester derby at home "
false
false
false
false
true
false
false
false
false
false
false
"2017-En-21565"
"It'd probably be useful to more than women, but I'm dealing with re-reading an article about a woman being harassed on the subway. #concern"
true
false
true
true
false
false
false
true
false
true
false
"2017-En-31526"
"@Girlandlurchers Yep, peeps on here always out to cheer others up! I'm fine, drooling at GBBO x"
false
false
false
false
true
false
true
false
false
false
false
"2017-En-11538"
"@JaredWyand Maybe if it was transgender the media would cover it #outrage"
true
false
false
false
false
false
false
false
true
false
false
"2017-En-30572"
"her; i want a playful relationship\nme; *kicks her off the couch*"
false
false
false
false
true
false
false
false
false
false
false
"2017-En-21333"
"Romero is fucking dreadful like seriously my 11 month old is better than him."
true
false
true
false
false
false
false
false
false
false
false
"2017-En-30855"
"Each day is what you make of it! #goals #challenges #business #goals #success #photographer #photography #ThursdayThoughts"
false
false
false
false
true
false
true
false
false
false
false
"2017-En-10522"
"Since the 'update' my @iPhone loses power nearly 40% faster. "
true
false
true
false
false
false
false
false
true
false
false
"2017-En-11191"
"@KatherineArabis It’s taken for granted, while the misogyny in the air is treated as normal — and any angry response to it as pathological."
true
false
true
false
false
false
false
false
false
false
false
"2017-En-40717"
"All clouded out.\n\n Considering using a camera, 1) star trails 2) eyepiece projection."
false
true
false
false
true
false
true
false
false
false
false
"2017-En-30639"
"@KMunie7 @KaranEsch Helluva lot more animated than they were for the actual game >.<"
false
true
false
false
true
true
true
false
false
false
false
"2017-En-40973"
"@onefumi oh I see. I've seen so many people mourn the loss that I was surprised to see your tweet. I suppose same old here in SA"
false
false
false
false
false
false
false
false
true
true
false
"2017-En-10924"
"Anger, resentment, and hatred are the destroyer of your fortune today."
true
false
false
false
false
false
true
false
false
false
false
"2017-En-30454"
"Optimism leads to success. - Bill Kerr @Coach__Kerr #success #optimism #goals"
false
false
false
false
true
false
true
false
false
false
true
"2017-En-10160"
"@SkyUK what a joke!! Cut our internet off early 'by mistake' and then don't reinstate it when we no longer need an engineer 😡 "
true
false
true
false
false
false
false
false
true
false
false
"2017-En-41446"
"@jimmyfallon @ShawnMendes I'm just a sucker for pine, I wanna rake you up, I wanna pile you down, I'm just a sucker for pine #FallSongs"
true
false
false
false
true
false
false
false
false
false
false
"2017-En-40180"
"so gutted i dropped one of my earrings down the sink at school"
false
false
false
false
false
false
false
false
true
false
false
"2017-En-30531"
"The Quarterback' wrecks me every time.. #glee"
false
false
false
false
true
false
true
false
false
false
false
"2017-En-20212"
"@Montel_Williams If this ban goes through, it will harm so many people, disabled veterans, people who have #chronicpain, #iamkratom"
false
false
true
false
false
false
false
false
false
false
false
"2017-En-21787"
"Happy birthday to Stephen King, a man responsible for some of the best horror of the past 40 years... and a whole bunch of the worst."
false
false
false
false
true
false
false
false
false
false
false
End of preview (truncated to 100 rows)

Dataset Card for SemEval-2018 Task 1: Affect in Tweets

Dataset Summary

Tasks: We present an array of tasks where systems have to automatically determine the intensity of emotions (E) and intensity of sentiment (aka valence V) of the tweeters from their tweets. (The term tweeter refers to the person who has posted the tweet.) We also include a multi-label emotion classification task for tweets. For each task, we provide separate training and test datasets for English, Arabic, and Spanish tweets. The individual tasks are described below:

  1. EI-reg (an emotion intensity regression task): Given a tweet and an emotion E, determine the intensity of E that best represents the mental state of the tweeter—a real-valued score between 0 (least E) and 1 (most E). Separate datasets are provided for anger, fear, joy, and sadness.

  2. EI-oc (an emotion intensity ordinal classification task): Given a tweet and an emotion E, classify the tweet into one of four ordinal classes of intensity of E that best represents the mental state of the tweeter. Separate datasets are provided for anger, fear, joy, and sadness.

  3. V-reg (a sentiment intensity regression task): Given a tweet, determine the intensity of sentiment or valence (V) that best represents the mental state of the tweeter—a real-valued score between 0 (most negative) and 1 (most positive).

  4. V-oc (a sentiment analysis, ordinal classification, task): Given a tweet, classify it into one of seven ordinal classes, corresponding to various levels of positive and negative sentiment intensity, that best represents the mental state of the tweeter.

  5. E-c (an emotion classification task): Given a tweet, classify it as 'neutral or no emotion' or as one, or more, of eleven given emotions that best represent the mental state of the tweeter. Here, E refers to emotion, EI refers to emotion intensity, V refers to valence or sentiment intensity, reg refers to regression, oc refers to ordinal classification, c refers to classification.

Together, these tasks encompass various emotion and sentiment analysis tasks. You are free to participate in any number of tasks and on any of the datasets.

Currently only the subtask 5 (E-c) is available on the Hugging Face Dataset Hub.

Supported Tasks and Leaderboards

Languages

English, Arabic and Spanish

Dataset Structure

Data Instances

An example from the subtask5.english config is:

{'ID': '2017-En-21441',
 'Tweet': "“Worry is a down payment on a problem you may never have'. \xa0Joyce Meyer.  #motivation #leadership #worry",
 'anger': False,
 'anticipation': True,
 'disgust': False,
 'fear': False,
 'joy': False,
 'love': False,
 'optimism': True,
 'pessimism': False,
 'sadness': False,
 'surprise': False,
 'trust': True}

Data Fields

For any config of the subtask 5:

  • ID: string id of the tweet
  • Tweet: text content of the tweet as a string
  • anger: boolean, True if anger represents the mental state of the tweeter
  • anticipation: boolean, True if anticipation represents the mental state of the tweeter
  • disgust: boolean, True if disgust represents the mental state of the tweeter
  • fear: boolean, True if fear represents the mental state of the tweeter
  • joy: boolean, True if joy represents the mental state of the tweeter
  • love: boolean, True if love represents the mental state of the tweeter
  • optimism: boolean, True if optimism represents the mental state of the tweeter
  • pessimism: boolean, True if pessimism represents the mental state of the tweeter
  • sadness: boolean, True if sadness represents the mental state of the tweeter
  • surprise: boolean, True if surprise represents the mental state of the tweeter
  • trust: boolean, True if trust represents the mental state of the tweeter

Note that the test set has no labels, and therefore all labels are set to False.

Data Splits

train validation test
English 6,838 886 3,259
Arabic 2,278 585 1,518
Spanish 3,561 679 2,854

Dataset Creation

Curation Rationale

Source Data

Tweets

Initial Data Collection and Normalization

Who are the source language producers?

Twitter users.

Annotations

Annotation process

We presented one tweet at a time to the annotators and asked which of the following options best de- scribed the emotional state of the tweeter: – anger (also includes annoyance, rage) – anticipation (also includes interest, vigilance) – disgust (also includes disinterest, dislike, loathing) – fear (also includes apprehension, anxiety, terror) – joy (also includes serenity, ecstasy) – love (also includes affection) – optimism (also includes hopefulness, confidence) – pessimism (also includes cynicism, no confidence) – sadness (also includes pensiveness, grief) – surprise (also includes distraction, amazement) – trust (also includes acceptance, liking, admiration) – neutral or no emotion Example tweets were provided in advance with ex- amples of suitable responses. On the Figure Eight task settings, we specified that we needed annotations from seven people for each tweet. However, because of the way the gold tweets were set up, they were annotated by more than seven people. The median number of anno- tations was still seven. In total, 303 people anno- tated between 10 and 4,670 tweets each. A total of 174,356 responses were obtained.

Mohammad, S., Bravo-Marquez, F., Salameh, M., & Kiritchenko, S. (2018). SemEval-2018 task 1: Affect in tweets. Proceedings of the 12th International Workshop on Semantic Evaluation, 1–17. https://doi.org/10.18653/v1/S18-1001

Who are the annotators?

Crowdworkers on Figure Eight.

Personal and Sensitive Information

Considerations for Using the Data

Social Impact of Dataset

Discussion of Biases

Other Known Limitations

Additional Information

Dataset Curators

Saif M. Mohammad, Felipe Bravo-Marquez, Mohammad Salameh and Svetlana Kiritchenko

Licensing Information

See the official Terms and Conditions

Citation Information

@InProceedings{SemEval2018Task1, author = {Mohammad, Saif M. and Bravo-Marquez, Felipe and Salameh, Mohammad and Kiritchenko, Svetlana}, title = {SemEval-2018 {T}ask 1: {A}ffect in Tweets}, booktitle = {Proceedings of International Workshop on Semantic Evaluation (SemEval-2018)}, address = {New Orleans, LA, USA}, year = {2018}}

Contributions

Thanks to @maxpel for adding this dataset.

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