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My favourite food is anything I didn't have to cook myself. | [
27
] | eebbqej |
Now if he does off himself, everyone will think hes having a laugh screwing with people instead of actually dead | [
27
] | ed00q6i |
WHY THE FUCK IS BAYLESS ISOING | [
2
] | eezlygj |
To make her feel threatened | [
14
] | ed7ypvh |
Dirty Southern Wankers | [
3
] | ed0bdzj |
OmG pEyToN iSn'T gOoD eNoUgH tO hElP uS iN tHe PlAyOfFs! Dumbass Broncos fans circa December 2015. | [
26
] | edvnz26 |
Yes I heard abt the f bombs! That has to be why. Thanks for your reply:) until then hubby and I will anxiously wait 😝 | [
15
] | ee3b6wu |
We need more boards and to create a bit more space for [NAME]. Then we’ll be good. | [
8,
20
] | ef4qmod |
Damn youtube and outrage drama is super lucrative for reddit | [
0
] | ed8wbdn |
It might be linked to the trust factor of your friend. | [
27
] | eczgv1o |
Demographics? I don’t know anybody under 35 who has cable tv. | [
6
] | eel6g5h |
Aww... she'll probably come around eventually, I'm sure she was just jealous of [NAME]... I mean, what woman wouldn't be! lol | [
1,
4
] | edex4ki |
Hello everyone. Im from Toronto as well. Can call and visit in personal if needed. | [
27
] | ef83m1s |
R/sleeptrain Might be time for some sleep training. Take a look and try to feel out what's right for your family. | [
5
] | efh7xnk |
[NAME] - same fucking problem, slightly better command of the English language. | [
3
] | efdqav7 |
Shit, I guess I accidentally bought a Pay-Per-View boxing match | [
3,
12
] | edivtm3 |
Thank you friend | [
15
] | eeqd04y |
Fucking coward. | [
2
] | edk0z9k |
that is what retardation looks like | [
27
] | eeb9aft |
Maybe that’s what happened to the great white at Houston zoo | [
6,
22
] | eczq8zg |
I never thought it was at the same moment, but sometimes after [NAME] sacrifice... sounds logical | [
6,
9,
27
] | efdlhs1 |
i got a bump and a bald spot. i feel dumb <3 | [
12
] | ee4tgim |
You are going to do the dishes now | [
27
] | ee7it59 |
Slowing things down now | [
27
] | ed4nz06 |
His name has already been released. Just can't post it here. | [
27
] | ee18uaj |
Stupidly stubborn / stubbornly stupid | [
2
] | edkh6qo |
Mine was apparently [NAME] and the giant peach! | [
27
] | edafy84 |
I miss them being alive | [
16,
25
] | ee8mzwa |
Super, thanks | [
15
] | ef462jc |
A new study just came out from China that it's actually too late. | [
27
] | ee62fgk |
Troll, bro. They know they're saying stupid shit. The motherfucker does nothing but stink up libertarian subs talking shit | [
2
] | eebcbcp |
All sounds possible except the key, I can't see how it was missed in the first search. | [
6
] | ed7wf2c |
Your aunt has some damn nerve, though! | [
27
] | edmcxu7 |
Ok, then what the actual fuck is your plan? | [
2,
7
] | ee7ujla |
What does FPTP have to do with the referendum? | [
6
] | edtqqyi |
Happy to be able to help. | [
17
] | efeu6uo |
18 is hot but very bland, it's just here this blonde lady who is not as hot as blonde launch. | [
27
] | ef81n89 |
Famous for his 3-4 Defense | [
0
] | ednhqdr |
Pretty sure I’ve seen this. He swings away with the harness he is wearing. Still looks painful but I think he lives | [
25
] | ed0i62x |
When I feel down I listen to music. | [
27
] | ed6mn9k |
aw, thanks! I appreciate that! | [
0,
15
] | eecj1hh |
Thanks! I love watching him every week | [
15,
18
] | eexgn84 |
I read on a different post that he died shortly after of internal injuries. | [
16,
27
] | ed2wzm6 |
Honestly it sounds exhausting being married to him. Maybe it will be better for you in the long run. | [
27
] | ef7hdbf |
It's crazy how far Photoshop has come. Underwater bridges?!! NEVER!!! | [
7,
13
] | efanc6t |
I wouldn't let a sweet potato dictate decisions, ever. | [
10
] | eddo15s |
It's true though. He either gets no shirt and freezes to death or wears a stupid looking butchers cape. I hope he gets something better next season | [
20
] | edrbhky |
It's a better option because it's my life and none of your business? Lmfao, who are you | [
27
] | ednnkuc |
Sack, shaft, and tip. The trifecta. | [
27
] | edly6hm |
I know. My question was if they **used** to compete in T5-TTT2. | [
27
] | efdj3ai |
FBI!! OPEN UP!!! | [
27
] | eebp801 |
Should’ve dumped coke all over her right after the movie, and make a run for it. Fk pettiness | [
27
] | eer0jny |
You can always kneel. | [
4
] | eek294p |
Cheers, sololander! | [
27
] | eex7fm9 |
Very interesting. Thx | [
13,
15
] | eeb757w |
This isn't really wholesome | [
10
] | edo2jop |
your mom likes to copy me cause she has no creativity just like you: | [
27
] | edq7cts |
Lord help me I want to be a mod again. So many damn trolls here | [
27
] | eez8y80 |
Oh holy heck :/ | [
27
] | eezr0f2 |
Thanks DB, I'll see if I can find the book | [
15
] | eejcgvu |
LOL. Super cute! | [
0,
1
] | ed7nnui |
I just shit my pants. Then walk away. Embarrassing enough he won't press or follow you. | [
12
] | eduyz3m |
WHAT ARE YOU DOIN [NAME]? | [
27
] | eeq6eor |
This...has 9k upvotes. Wow. | [
13
] | edc6qjp |
[NAME] sees all | [
27
] | ef14a5b |
Awesome. Thanks! | [
0,
15
] | eeezvpp |
Wait. What. How? | [
27
] | edld84l |
And then they say, “HAHAHAHHA IT WAS RIGHT THERE WOW!” | [
1
] | edk90ck |
Aww, try mindfulness. I think I am going over to that sub now. | [
27
] | ed6srlg |
Twilight... STILL a better love story than The Last Jedi! | [
0
] | edjhcfz |
Detective from svu. | [
27
] | eed7igj |
Good for #70 to console the poor guy | [
0,
5
] | edhjzs4 |
The republicans are the military. You are an idiot. | [
3
] | eepirny |
Don't kiss your doorbell! Or anyone else's for that matter... | [
27
] | edcymd0 |
Just got home from school. How are we doing | [
27
] | eemw6fm |
This pic they used for [NAME] makes her look like [NAME] | [
27
] | ef9vgnx |
Awesome! I’m a cradle [RELIGION], so really interesting to hear your experience. Thanks for sharing. | [
0,
13,
15
] | eellryt |
What a wonderful world | [
0
] | ed8g95h |
Never get out of the boat. | [
27
] | ecztuhs |
just noticed, lol. damn pervert foreigners. | [
1
] | ed4ji7m |
Oh forgive us for trying to make an exciting atmosphere at our homecourt. | [
13
] | ed4qloq |
true I am a troll, but fortunately for me I'm not emotionally invested in it. | [
4
] | edh8gc6 |
sorry [NAME]! 😘😘😘 | [
25
] | edqmmr8 |
At least it’s not anything worse, and that you are still close to that person :) | [
4
] | edafxhi |
This is the first person Australia has tried to do this to... | [
27
] | efeejq2 |
my brain hurts... | [
25
] | eddpp1t |
Thank you for at least doing something good sir. | [
0,
15
] | eebztt2 |
He was off by 5 minutes, not impressed. | [
9
] | eeaae3c |
Sometimes life actually hands you lemons. We're just lucky that we have a proverbial phrase that gives us an idea of what we can do with them. | [
4,
22
] | edq63yi |
People on the other side want you dead no matter why you are there. | [
27
] | ef4mcnv |
Pay you for what, just standing there? Done. | [
4
] | eer6cua |
Cleavage: Nature's Brass Catcher. | [
27
] | edckr7q |
Apologies, I take it all back as I’ve just seen his latest effort | [
24
] | edzprws |
I love Rocket Love and Blasted. I just wonder who the songs were written for because these are all reference tracks except Acura Intergul | [
18
] | ednh28o |
okay im interested in joining the bare hands hunting posse | [
4
] | ef71l7o |
Damn for that much you may as well use a mobile plan unless you're doing something latency sensitive. | [
27
] | efch84n |
I think the 90 day rule applies to increases over 5%? | [
7
] | efae8sy |
If they bolt its a feature. | [
27
] | edpcbde |
So this means the people who have debt can see those that don’t. Am I sensing an easier target for muggings and such? | [
7
] | ees00ae |
Skynet has really lost its edge | [
27
] | efcvc5p |
Dataset Card for GoEmotions
Dataset Summary
The GoEmotions dataset contains 58k carefully curated Reddit comments labeled for 27 emotion categories or Neutral. The raw data is included as well as the smaller, simplified version of the dataset with predefined train/val/test splits.
Supported Tasks and Leaderboards
This dataset is intended for multi-class, multi-label emotion classification.
Languages
The data is in English.
Dataset Structure
Data Instances
Each instance is a reddit comment with a corresponding ID and one or more emotion annotations (or neutral).
Data Fields
The simplified configuration includes:
text
: the reddit commentlabels
: the emotion annotationscomment_id
: unique identifier of the comment (can be used to look up the entry in the raw dataset)
In addition to the above, the raw data includes:
author
: The Reddit username of the comment's author.subreddit
: The subreddit that the comment belongs to.link_id
: The link id of the comment.parent_id
: The parent id of the comment.created_utc
: The timestamp of the comment.rater_id
: The unique id of the annotator.example_very_unclear
: Whether the annotator marked the example as being very unclear or difficult to label (in this case they did not choose any emotion labels).
In the raw data, labels are listed as their own columns with binary 0/1 entries rather than a list of ids as in the simplified data.
Data Splits
The simplified data includes a set of train/val/test splits with 43,410, 5426, and 5427 examples respectively.
Dataset Creation
Curation Rationale
From the paper abstract:
Understanding emotion expressed in language has a wide range of applications, from building empathetic chatbots to detecting harmful online behavior. Advancement in this area can be improved using large-scale datasets with a fine-grained typology, adaptable to multiple downstream tasks.
Source Data
Initial Data Collection and Normalization
Data was collected from Reddit comments via a variety of automated methods discussed in 3.1 of the paper.
Who are the source language producers?
English-speaking Reddit users.
Annotations
Annotation process
[More Information Needed]
Who are the annotators?
Annotations were produced by 3 English-speaking crowdworkers in India.
Personal and Sensitive Information
This dataset includes the original usernames of the Reddit users who posted each comment. Although Reddit usernames are typically disasociated from personal real-world identities, this is not always the case. It may therefore be possible to discover the identities of the individuals who created this content in some cases.
Considerations for Using the Data
Social Impact of Dataset
Emotion detection is a worthwhile problem which can potentially lead to improvements such as better human/computer interaction. However, emotion detection algorithms (particularly in computer vision) have been abused in some cases to make erroneous inferences in human monitoring and assessment applications such as hiring decisions, insurance pricing, and student attentiveness (see this article).
Discussion of Biases
From the authors' github page:
Potential biases in the data include: Inherent biases in Reddit and user base biases, the offensive/vulgar word lists used for data filtering, inherent or unconscious bias in assessment of offensive identity labels, annotators were all native English speakers from India. All these likely affect labelling, precision, and recall for a trained model. Anyone using this dataset should be aware of these limitations of the dataset.
Other Known Limitations
[More Information Needed]
Additional Information
Dataset Curators
Researchers at Amazon Alexa, Google Research, and Stanford. See the author list.
Licensing Information
The GitHub repository which houses this dataset has an Apache License 2.0.
Citation Information
@inproceedings{demszky2020goemotions, author = {Demszky, Dorottya and Movshovitz-Attias, Dana and Ko, Jeongwoo and Cowen, Alan and Nemade, Gaurav and Ravi, Sujith}, booktitle = {58th Annual Meeting of the Association for Computational Linguistics (ACL)}, title = {{GoEmotions: A Dataset of Fine-Grained Emotions}}, year = {2020} }
Contributions
Thanks to @joeddav for adding this dataset.
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