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i am just so sick of feeling like this and i just want opinions please nothing rude and imature | 3 |
i do know that i am not ready to feel any romantic love for anyone because i am not sure if i even believe in it anymore | 2 |
i would being feeling strange or nauseous so id think chewing gum would help | 4 |
i feel agitated of the time running so real slow | 4 |
ive worked particularly hard with this year on a few social emotional issues keeps coming up to me saying he feels weird because time is going by too fast | 4 |
i feel really welcomed into the flushing environment connecting with two girls christa and hannah right away within these first few days | 1 |
i read it outloud i don t feel alarmed at all because i can t understand it | 4 |
i feel a little bashful what is all this fuss about anyway | 4 |
i am sure of where jesus my savior came from and went if im sure about god why do i still feel apprehensive when i go out on a limb for my faith | 4 |
i feel so loved encoding utf locale en isprivate false ismobile false mobileclass isprivateblog false languagedirection ltr feedlinks link rel alternate type application atom xml title excuse me but i m a cla act | 2 |
i dont particularly like rainy season its quite annoying to me as i feel irritated getting wet even if it means a bit | 3 |
im feeling sociable in a social setting it is extremely unlikely that i would attempt to talk to a girl | 1 |
i just got so fed up with feeling rotten this morning that i just had to do something | 0 |
im feeling romantic so im going to say randalls gift of the watch | 2 |
i feel like i shouldnt have bothered with it | 3 |
i feel it would be unkind not to help gt gt gt their children who suffer because of their situation and yes i gt gt gt know you re pretty much the same way you too feel that it is immoral gt gt gt to not act to help people | 3 |
i look for a while i was really feeling impressed with myself and proud with my progress which is affecting my self esteem and making it all just that much harder | 5 |
i slowly got over that and just began to wear it more often despite the cost of it because it just makes me feel special to him on a daily basis | 1 |
i can remember it all so clearly it feels weird that its so far away geographically | 5 |
i put my coat on i still kind of feel cold in a way | 3 |
i feel rebellious because i don t particularly like watching romcoms but i get the feeling that i may be pretty good at writing them | 3 |
i and i say hi and i feel the looseness in my limbs the ease of being self assured | 1 |
i start to feel overwhelmed its nice to take a personal time out and do nothing | 5 |
i am fulfilled unlike so many other times when i feel empty instead | 0 |
i feel like the crows and roosters will be teamed up with the horses and go against the bulls sharks and other monsters that are trying to take over of cool ranch | 1 |
i still feel hurt and used and betrayed | 0 |
i kind of feel like my beloved honey badger equally taking what i want and not giving a shit | 2 |
i feel like supporting the globalisation as a cultural movement even rejecting with all my strength it as a economic one | 1 |
ill go out to a place ive never been before and ill feel just as content and satisfied as if i was sitting at my desk like i am right now typing down my crazy ramblings | 1 |
i love the security guards at our school not only do i feel like im completely unprotected even though i dont think anything would ever happon but i often feel like theyre checking girls out | 0 |
i made such a point when i was dating sam not to hang out with a guy alone if it could be avoided i feel rebellious even just going to dinner with eric | 3 |
i drove home feeling like they liked me not someone i pretended to be not a fictiscious character i created the real me | 2 |
im feeling stressed about work and cranky about the pregnancy lately and havent really felt like writing about it | 3 |
i really had a fun time during the show and i was left in awe and totally feeling inspired | 1 |
i can feel hes trying to be supportive | 2 |
i bet you are feeling really mad and hurt | 3 |
i have a moment and tweet that i feel jaded and a bit apathetic towards the olympics and suddenly i have issues and live life and stop being apathetic and boring | 0 |
im doing or feeling that restless static is always there | 4 |
i am determined to get strong and quit feeling so wimpy | 4 |
i took sufficient rests to get my breathing to normal and as i did i could feel the strange buzz inside my head because of the incredible silence that i was facing throughout the trip | 5 |
im feeling a little groggy this morning as i write you from lack of sleep | 0 |
i dont act flirty when all i want is someones attention someone who will make me feel funny sexy smart and secure | 5 |
i feel sympathetic towards them | 2 |
i still feel anxious at times during my time at the drive in its a lot easier to handle than being in an enclosed cinema with a crowd of people | 4 |
i feel like a curmudgeon for not being more impressed by what i ve heard but i m not | 5 |
i enjoy talking to him find him to be interesting and have even grown used to his personality defects yes im feeling a bit petty right now | 3 |
i feel it would be very popular with the british asian population of the audiences and also with their friends and people who sort of live in the very diverse part of britain who have indian friends and also fans of bend it like beckham | 1 |
i have been feeling a little more depressed though | 0 |
im feeling weepy and crap did not help | 0 |
i feel weird even talking about this fundraiser and yet im incredibly grateful for it | 5 |
i walk through the courtyard towards the family shrine i feel that cold presence i had thought i would never feel again | 3 |
i feel im so loving this new home | 2 |
i also feel really blessed that everlie is a wonderful baby and hardly cries fusses eats wonderfully and is just utterly adorable | 2 |
i left out a lot of details but even just knowing that i am a stage cancer n am able to go around without any difficulty got the rmk worth of medication for free and still not feeling any pain how could i not be thankful and grateful | 1 |
i find this quite useful but i feel that it lacks popular football teams in the english premier league which will definitely attract tons of followers as the fans base is relatively high in the united states | 1 |
i try to keep things here in the bol positive and to be perfectly honest im not feeling so positive lately | 1 |
i see they make me feel in love with them just too sweet | 2 |
i feel terrible about this even now | 0 |
i asked feeling a bit shocked at his audacity but also slightly enjoying it | 5 |
i am back home and it feels weird after being away for a month | 4 |
i am feeling all weepy and vulnerable but the thing i woke up thinking about this morning was the woman in her fifties from the midwest | 0 |
i was diagnosed with an autoimmune disease that makes it hard for my body to process grains and sugar and have a passion for cooking and baking dishes that will not make you feel deprived but comforted | 0 |
i feel like i have been unkind | 3 |
i hate feeling unimportant or feeling stupid | 0 |
i tried to hide my emotions from her i didnt want her to know how thankful i was that someone at last called me out on what i was feeling that someone accepted me for everything that someone wanted to hear about my sadness and turmoil | 2 |
i feel like being bitchy and gossip y again i will | 3 |
i vow to make sure she knows i always have time for her and i vow to make sure she never feels hesitant to talk to me cry to me laugh at me for fear that i will blow up | 4 |
i also feel that it s more gentle to baby s skin simply because i am wiping less | 2 |
i woke up this morning wanting to cry and the feeling hasnt been shaken yet | 4 |
i woke up feeling so relieved that it was only a dream i honestly dont think that it meant anything at least i hope not | 1 |
i feel kind of paranoid | 4 |
i have been feeling curious so i did some quick research via google | 5 |
i feel amazed that you are not only reading what i write but going a step further and taking me into the kitchen with you to feed your loved ones | 5 |
i feel like being stubborn now oh well what abad time to write a livejournal entry but it doesnt matter peace | 3 |
i don t feel like fond of translations recently | 2 |
i dont know if im just getting impatient because i finally feel like we have the help we need or like were going to get somewhere or if faith is getting more impatient and frustrated but it seems like in the past week her tantrums and anger have been bumped up a notch | 3 |
i dont know why but i feel so stunned by my answered prayers | 5 |
i dont eat m amp ms since a long time i feel better | 1 |
i love a beautifully bound journal but i feel snobbish toting it around | 3 |
i know that sounds dramatic but when youre suffering through it you just feel helpless and like your child is going to be scarred forever | 4 |
im feeling quite artistic today | 1 |
i feel a lil unsure of how we are suppose to do it | 4 |
im starting to feel a little dazed finally | 5 |
i not feeling shocked though | 5 |
i don t know if i should feel insulted or not | 3 |
i definitely feel the need to listen to this album twice because all of these jams even the humorous commentary are all worthy of the rewind button treatment | 1 |
i feel like im in this weird in between stage | 5 |
i wrote this yesterday when i was feeling a lot more grumpy than i am today | 3 |
i feel very affectionate towards him but nothing else | 2 |
i feel a bit strange saying it | 5 |
im worried i feel a little bit lost | 0 |
i feel strangely curious | 5 |
i kind of feel too mellow to even freak out about this | 1 |
i feel that in that time i was quite selfish and didnt allow gods love to pour out on me and heal me i did not allow him to speak to me the way he normally does to be his vessel and share his message with others | 3 |
i feel like i need to say that im not heartless and evil just for clarifications sake | 3 |
i have a feeling we ll be even more amazed by it in person | 5 |
i didnt see anything but that feeling bothered me | 3 |
i was feeling again shocked about the conditions here and was a bit disqust about the shit of the hotel but as i am writing now im still doing bisniss | 5 |
i haven t posted on here in a few days been busy with the national collegiate table tennis association and putting in a few more hours at work but i feel kind of impressed to write about something | 5 |
i feel the sadness of a really unfortunate moment and i see the feeling like the cloud of an atom bomb | 0 |
Dataset Card for "emotion"
Dataset Summary
Emotion is a dataset of English Twitter messages with six basic emotions: anger, fear, joy, love, sadness, and surprise. For more detailed information please refer to the paper.
Supported Tasks and Leaderboards
Languages
Dataset Structure
Data Instances
An example looks as follows.
{
"text": "im feeling quite sad and sorry for myself but ill snap out of it soon",
"label": 0
}
Data Fields
The data fields are:
text
: astring
feature.label
: a classification label, with possible values includingsadness
(0),joy
(1),love
(2),anger
(3),fear
(4),surprise
(5).
Data Splits
The dataset has 2 configurations:
- split: with a total of 20_000 examples split into train, validation and test
- unsplit: with a total of 89_754 examples in a single train split
name | train | validation | test |
---|---|---|---|
split | 16000 | 2000 | 2000 |
unsplit | 89754 | n/a | n/a |
Dataset Creation
Curation Rationale
This dataset is designed for training machine learning models to perform emotion analysis. It contains text samples from Twitter labeled with six different emotions: sadness, joy, love, anger, fear, and surprise. The dataset is balanced, meaning that it has an equal number of samples for each label.
This dataset is originally sourced from dair-ai's emotion dataset, but the initial dataset was unbalanced and had some duplicate samples. Thus, this dataset has been deduplicated and balanced to ensure an equal number of samples for each emotion label.
Source Data
Initial Data Collection and Normalization
Who are the source language producers?
Annotations
Annotation process
Who are the annotators?
Personal and Sensitive Information
Considerations for Using the Data
Social Impact of Dataset
Discussion of Biases
Other Known Limitations
Additional Information
Dataset Curators
Licensing Information
The dataset should be used for educational and research purposes only.
Citation Information
If you use this dataset, please cite:
@inproceedings{saravia-etal-2018-carer,
title = "{CARER}: Contextualized Affect Representations for Emotion Recognition",
author = "Saravia, Elvis and
Liu, Hsien-Chi Toby and
Huang, Yen-Hao and
Wu, Junlin and
Chen, Yi-Shin",
booktitle = "Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing",
month = oct # "-" # nov,
year = "2018",
address = "Brussels, Belgium",
publisher = "Association for Computational Linguistics",
url = "https://www.aclweb.org/anthology/D18-1404",
doi = "10.18653/v1/D18-1404",
pages = "3687--3697",
abstract = "Emotions are expressed in nuanced ways, which varies by collective or individual experiences, knowledge, and beliefs. Therefore, to understand emotion, as conveyed through text, a robust mechanism capable of capturing and modeling different linguistic nuances and phenomena is needed. We propose a semi-supervised, graph-based algorithm to produce rich structural descriptors which serve as the building blocks for constructing contextualized affect representations from text. The pattern-based representations are further enriched with word embeddings and evaluated through several emotion recognition tasks. Our experimental results demonstrate that the proposed method outperforms state-of-the-art techniques on emotion recognition tasks.",
}
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