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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

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

Tain Dev 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.

Models trained or fine-tuned on sem_eval_2018_task_1

None yet