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Love my best friend _TWITTER-ENTITY_
| 1 | 1 |
Today , I met the first black man that is allergic to watermelon .
| 0 | 1 |
I love people who drive 10 miles under the speed limit
| 0 | 1 |
Sad tweet ..
| 0 | 1 |
Why am I struggling at work right now
| 0 | 1 |
_TWITTER-ENTITY_ _TWITTER-ENTITY_ inspiring . I want to never stop dreaming and face my fears head on
| 1 | 1 |
_TWITTER-ENTITY_ rubbing life in my face right now . Got me
| 0 | 1 |
_TWITTER-ENTITY_ anytime , hun .
| 1 | 1 |
_TWITTER-ENTITY_ Hahaha it's a serious problem and I love to help !
| 1 | 1 |
half hour till pretty little liars
| 1 | 1 |
All I want for Christmas is youuuuuuu ... or a puppy . Okay . Both .
| 1 | 1 |
Baked ziti and chicken French for lunch at work
| 1 | 1 |
_TWITTER-ENTITY_ good job
| 1 | 1 |
Lastnight WAS perfect
| 1 | 1 |
I love Lion King
| 1 | 1 |
Perfect night >>> #happygirl #goodnight
| 1 | 1 |
_TWITTER-ENTITY_ _TWITTER-ENTITY_ No one is home at my house we can have a movie night
| 1 | 1 |
Really ? Like Wth ?
| 0 | 1 |
Why can't I remember my locker combo
| 0 | 1 |
_TWITTER-ENTITY_ _TWITTER-ENTITY_ I would retweet it but it won't work ... Stupid iPod
| 0 | 1 |
_TWITTER-ENTITY_ haha yeah it is
| 1 | 1 |
Stephen is workin outtttt >>>
| 1 | 1 |
Last day of work before having three days off
| 1 | 1 |
_TWITTER-ENTITY_ that first hashtag
| 1 | 1 |
_TWITTER-ENTITY_ is my 2am buddy !
| 1 | 1 |
Just snapchatted like 30 people , praying someone will FUCKING ANSWER ME !
| 0 | 1 |
_TWITTER-ENTITY_ ayyyyyyeeeee !!!!!! You done joined the team shawty !!!!!! We face timing tonight !!!!! Lol I'm pressed !!!
| 1 | 0 |
Dang this week will hopefully be life changing even if next week will be stressful
| 1 | 1 |
Mmmmm Brewery with my boy _TWITTER-ENTITY_
| 1 | 1 |
When you see a substitute teacher walk out the club trashed
| 1 | 1 |
Tima tweeting and shit but where she at my candy tho
| 0 | 1 |
how do I not know this guys last name this is gonna irritate me
| 0 | 1 |
My paycheck from the last 2 weeks is horrible !
| 0 | 1 |
â _TWITTER-ENTITY_ : _TWITTER-ENTITY_ I'm mad I missed jayz fucking with Mickey Mouseâyou're see him another time
| 1 | 0 |
It's time for a coffee , tanning , shopping , doc appt with erica then work tonight .,,,, ughhhh to much to do in very little time
| 0 | 1 |
_TWITTER-ENTITY_ my eyes are ridiculous .
| 1 | 1 |
_TWITTER-ENTITY_ omg right I really woul of watched it tonight too
| 0 | 1 |
_TWITTER-ENTITY_ Cow Boys
| 1 | 1 |
Only 6 hours left ..
| 0 | 1 |
_TWITTER-ENTITY_ , hangout with Syd & I on Sunday ! BRING YOUR FOOTBALL . anyone else welcome ..
| 1 | 1 |
Watched most of last year's Tony Awards this morning in anticipation for tonight !!! Sooooo excited !
| 1 | 1 |
I wanna cry thinking about sending Landon to a daycare everyday while I work .. I don't want anyone else taking care of my baby
| 0 | 1 |
The smell of baby powder makes me wanna vom !
| 0 | 1 |
I have it made . âºï¸
| 1 | 1 |
_TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_ ya'll are hotties .
| 1 | 1 |
So I just ordered tickets for festival of the lights looks like it's gonna be a good date night with _TWITTER-ENTITY_
| 1 | 1 |
Let's see if I can Google Play songs of _TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_
| 1 | 1 |
God forbid anyone who goes to stuckys to meet someone .
| 0 | 1 |
It's only 11am !
| 0 | 1 |
Nolan would throw up as soon as Julie left for work .. Hey _TWITTER-ENTITY_ hope your enjoying hockey ya dick #sogross #sickbabies
| 0 | 1 |
Game day tomorrow â¤ï¸
| 1 | 1 |
dudes said hip hops dyin yeah aighttttttt
| 1 | 1 |
OMG HOW TO LOSE A GUY IN 10 DAYS IS ON
| 1 | 1 |
_TWITTER-ENTITY_ _TWITTER-ENTITY_ she even stopped to pose for us .
| 1 | 1 |
And I guess it's also true , you only come back to me cause I've got a pu**y cool
| 0 | 1 |
Not even 8 o'clock and she's managed to ruin my day
| 1 | 1 |
_TWITTER-ENTITY_ Human Development and Family Studies with a concentration in child and youth development âºï¸
| 1 | 1 |
Tonight's Jingle Ball and I'm not going omg I'm so upset
| 0 | 1 |
I have two and a half more weeks but my mind and body have already given up .
| 0 | 1 |
_TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_ idk she's having family at her house you guys are making this not funny anymore
| 0 | 1 |
Someone take me to see The Best Man Holiday . I promise I won't talk during the movie .
| 0 | 1 |
_TWITTER-ENTITY_ Knock it off hoeâI don't mind . I'm just saying . You can't handle lol
| 1 | 1 |
on the flip side this fires keeping me warm #thankyou
| 1 | 1 |
These next 90 mins til my lunch break will feel like a yearrrr
| 0 | 1 |
Omg they still have the bazaar
| 1 | 1 |
Fuck this stupid persuasive speech .
| 1 | 1 |
I wish I was there
| 0 | 1 |
Oh well . Candy it is
| 1 | 1 |
I'm gonna freak out in about 2.5 seconds
| 0 | 1 |
_TWITTER-ENTITY_ you right
| 0 | 1 |
I am getting sick again . you have got to be joking me
| 0 | 1 |
This random rain we just got
| 0 | 1 |
_TWITTER-ENTITY_ haha I got em from the dg ! Can't ask much , but thats extremely disappointingBut that should never happen .
| 0 | 1 |
_TWITTER-ENTITY_ wake me up
| 0 | 1 |
_TWITTER-ENTITY_ OMG OKAY I'm getting some too . I love balls .
| 1 | 1 |
_TWITTER-ENTITY_ yikes ! Can you imagine how bad it wld suck to get a sliver down THERE from a broomstick ?!?! Ouch !
| 1 | 1 |
Who's goin out tonight ?? â
| 1 | 1 |
_TWITTER-ENTITY_ my headlights are always on though
| 0 | 1 |
_TWITTER-ENTITY_ aw baby so do you i loved your insta post the other day !! so proud of you !
| 1 | 1 |
I wish you could delete the apps Apple already puts on your iPhone . #takingupspace
| 0 | 1 |
In love with my class ring
| 1 | 1 |
All the soccer girls are posting pictures of the last day of crossfit and it's making me super sad because I'm not playing this year â½
| 0 | 1 |
One minute I can be happy the next I can just be down .
| 0 | 1 |
Lost count of how many cars have pulled out in front of me in the past half hour
| 0 | 1 |
_TWITTER-ENTITY_ _TWITTER-ENTITY_ I forgot
| 0 | 1 |
We pretty much shopped til we dropped today
| 1 | 1 |
Waking up to snow of the first season is fucking gnarrr . Snowboarding right around the corner
| 1 | 1 |
She told me I'm meant to live in Florida , be married once , be a cop , have 2 daughters , have money , a car , & a house .
| 0 | 1 |
Relaxing watching #thelorax
| 1 | 1 |
Hey twitter baby's!
| 1 | 0 |
The joke Matt told me this morning >>>
| 1 | 1 |
My grandpa got pulled over therefore he is late to picking me up
| 0 | 1 |
I left Harrisburg this morning at 6:40 to make it to work by 9 because my apt in Edwardsville still doesn't have power since Friday .
| 0 | 1 |
just got off FaceTime with this cutie â¤
| 1 | 1 |
_TWITTER-ENTITY_ _TWITTER-ENTITY_ Well , at least you don't have to shovel rain . Lol . Enjoy your day
| 1 | 1 |
_TWITTER-ENTITY_ I miss you more !!!
| 0 | 1 |
Sleep Real Good Cuss Ain Got No Worries
| 1 | 0 |
Cherish every moment with your loved ones ... You never know when they last one may be
| 0 | 1 |
_TWITTER-ENTITY_ it was really just oatmeal and glitter ! Lmao they thought it was the coolest thing
| 1 | 1 |
Sleeping in _TWITTER-ENTITY_ bed while she's taking exams probably puking see you at 12 pook
| 1 | 1 |
The Moji dataset (Blodgett et al., 2016) (http://slanglab.cs.umass.edu/TwitterAAE/) contains tweets used for sentiment analysis (either positive or negative sentiment), with additional information on the type of English used in the tweets which is a sensitive attribute considered in fairness-aware approaches (African-American English (AAE) or Standard-American English (SAE)).
The type of language is determined thanks to a supervised model. Only the data where the sensitive attribute is predicted with a certainty rate above a given threshold are kept.
Based on this principle we make available two versions of the Moji dataset, respectively with a threshold of 80% and of 90%. The dataset's distributions are presented below.
Dataset with 80% threshold
Positive sentiment | Negative Sentiment | Total | |
---|---|---|---|
AAE | 73 013 | 44 023 | 117 036 |
SAE | 1 471 427 | 652 913 | 2 124 340 |
Total | 1 544 440 | 696 936 | 2 241 376 |
To load this dataset, use the following code :
dataset = load_dataset("LabHC/moji", revision='moji_conf_08')
or by default the version is the dataset with 80% threshold
dataset = load_dataset("LabHC/moji")
Dataset with 90% threshold
Positive sentiment | Negative Sentiment | Total | |
---|---|---|---|
AAE | 30 827 | 18 409 | 49 236 |
SAE | 793 867 | 351 600 | 1 145 467 |
Total | 824 694 | 370 009 | 1 194 703 |
To load this dataset, use the following code :
dataset = load_dataset("LabHC/moji", revision='moji_conf_09')
Demographic Dialectal Variation in Social Media: A Case Study of African-American English (Blodgett et al., EMNLP 2016)
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