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Love my best friend _TWITTER-ENTITY_
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Today , I met the first black man that is allergic to watermelon .
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I love people who drive 10 miles under the speed limit
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Sad tweet ..
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Why am I struggling at work right now
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_TWITTER-ENTITY_ _TWITTER-ENTITY_ inspiring . I want to never stop dreaming and face my fears head on
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_TWITTER-ENTITY_ rubbing life in my face right now . Got me
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_TWITTER-ENTITY_ anytime , hun .
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_TWITTER-ENTITY_ Hahaha it's a serious problem and I love to help !
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half hour till pretty little liars
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All I want for Christmas is youuuuuuu ... or a puppy . Okay . Both .
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Baked ziti and chicken French for lunch at work
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_TWITTER-ENTITY_ good job
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Lastnight WAS perfect
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I love Lion King
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Perfect night >>> #happygirl #goodnight
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_TWITTER-ENTITY_ _TWITTER-ENTITY_ No one is home at my house we can have a movie night
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Really ? Like Wth ?
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Why can't I remember my locker combo
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_TWITTER-ENTITY_ _TWITTER-ENTITY_ I would retweet it but it won't work ... Stupid iPod
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_TWITTER-ENTITY_ haha yeah it is
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Stephen is workin outtttt >>>
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Last day of work before having three days off
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_TWITTER-ENTITY_ that first hashtag
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_TWITTER-ENTITY_ is my 2am buddy !
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Just snapchatted like 30 people , praying someone will FUCKING ANSWER ME !
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_TWITTER-ENTITY_ ayyyyyyeeeee !!!!!! You done joined the team shawty !!!!!! We face timing tonight !!!!! Lol I'm pressed !!!
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Dang this week will hopefully be life changing even if next week will be stressful
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Mmmmm Brewery with my boy _TWITTER-ENTITY_
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When you see a substitute teacher walk out the club trashed
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Tima tweeting and shit but where she at my candy tho
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how do I not know this guys last name this is gonna irritate me
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My paycheck from the last 2 weeks is horrible !
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“ _TWITTER-ENTITY_ : _TWITTER-ENTITY_ I'm mad I missed jayz fucking with Mickey Mouse”you're see him another time
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It's time for a coffee , tanning , shopping , doc appt with erica then work tonight .,,,, ughhhh to much to do in very little time
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_TWITTER-ENTITY_ my eyes are ridiculous .
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_TWITTER-ENTITY_ omg right I really woul of watched it tonight too
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_TWITTER-ENTITY_ Cow Boys
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Only 6 hours left ..
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_TWITTER-ENTITY_ , hangout with Syd & I on Sunday ! BRING YOUR FOOTBALL . anyone else welcome ..
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Watched most of last year's Tony Awards this morning in anticipation for tonight !!! Sooooo excited !
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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
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The smell of baby powder makes me wanna vom !
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I have it made . ☺️
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_TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_ ya'll are hotties .
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So I just ordered tickets for festival of the lights looks like it's gonna be a good date night with _TWITTER-ENTITY_
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Let's see if I can Google Play songs of _TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_
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God forbid anyone who goes to stuckys to meet someone .
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It's only 11am !
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Nolan would throw up as soon as Julie left for work .. Hey _TWITTER-ENTITY_ hope your enjoying hockey ya dick #sogross #sickbabies
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Game day tomorrow ❤️
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dudes said hip hops dyin yeah aighttttttt
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OMG HOW TO LOSE A GUY IN 10 DAYS IS ON
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_TWITTER-ENTITY_ _TWITTER-ENTITY_ she even stopped to pose for us .
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And I guess it's also true , you only come back to me cause I've got a pu**y cool
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Not even 8 o'clock and she's managed to ruin my day
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_TWITTER-ENTITY_ Human Development and Family Studies with a concentration in child and youth development ☺️
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Tonight's Jingle Ball and I'm not going omg I'm so upset
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I have two and a half more weeks but my mind and body have already given up .
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_TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_ _TWITTER-ENTITY_ idk she's having family at her house you guys are making this not funny anymore
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Someone take me to see The Best Man Holiday . I promise I won't talk during the movie .
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_TWITTER-ENTITY_ Knock it off hoe☝I don't mind . I'm just saying . You can't handle lol
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on the flip side this fires keeping me warm #thankyou
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These next 90 mins til my lunch break will feel like a yearrrr
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Omg they still have the bazaar
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Fuck this stupid persuasive speech .
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I wish I was there
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Oh well . Candy it is
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I'm gonna freak out in about 2.5 seconds
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_TWITTER-ENTITY_ you right
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I am getting sick again . you have got to be joking me
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This random rain we just got
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_TWITTER-ENTITY_ haha I got em from the dg ! Can't ask much , but thats extremely disappointingBut that should never happen .
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_TWITTER-ENTITY_ wake me up
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_TWITTER-ENTITY_ OMG OKAY I'm getting some too . I love balls .
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_TWITTER-ENTITY_ yikes ! Can you imagine how bad it wld suck to get a sliver down THERE from a broomstick ?!?! Ouch !
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Who's goin out tonight ?? ✈
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_TWITTER-ENTITY_ my headlights are always on though
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_TWITTER-ENTITY_ aw baby so do you i loved your insta post the other day !! so proud of you !
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I wish you could delete the apps Apple already puts on your iPhone . #takingupspace
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In love with my class ring
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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 ⚽
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One minute I can be happy the next I can just be down .
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Lost count of how many cars have pulled out in front of me in the past half hour
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_TWITTER-ENTITY_ _TWITTER-ENTITY_ I forgot
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We pretty much shopped til we dropped today
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Waking up to snow of the first season is fucking gnarrr . Snowboarding right around the corner
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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 .
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Relaxing watching #thelorax
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Hey twitter baby's!
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The joke Matt told me this morning >>>
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My grandpa got pulled over therefore he is late to picking me up
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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 .
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just got off FaceTime with this cutie ❤
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_TWITTER-ENTITY_ _TWITTER-ENTITY_ Well , at least you don't have to shovel rain . Lol . Enjoy your day
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_TWITTER-ENTITY_ I miss you more !!!
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Sleep Real Good Cuss Ain Got No Worries
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Cherish every moment with your loved ones ... You never know when they last one may be
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_TWITTER-ENTITY_ it was really just oatmeal and glitter ! Lmao they thought it was the coolest thing
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Sleeping in _TWITTER-ENTITY_ bed while she's taking exams probably puking see you at 12 pook
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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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