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HATEFUL
Shoot that nigga an his shorty bitch .
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NOT
@greekkid31 @TaraSetmayer @TheWillDunne yes true reagan was the first..ike wouldnt. While president and he was supreme allied commander.
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NOT
Redpilled at 14 holy fuck you lucky bastard. As your body goes through more and more changes, it will be more and more difficult to withstand the pressure of the golden vagina but just keep a rational head at all times and you'll be fine. Never underestimate the power of boners. The blood goes straight from the head to...
0
HATEFUL
Doug, you're a stupid faggot
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NOT
@KingCuh @TEE_JONEZ io.. lol osi tangi! Haha a tuku ho tangible Terryn! Atunga ho fie lea lahi mai!
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HATEFUL
There is a band wagon and a faggot wagon.
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NOT
"Don't @me actually just means "I'm totally unwilling to see things from anybody else's point of view, and I have no sound arguments to back up my ridiculous statement *your *yore *yuor *you'r *y'arr youn't
0
HATEFUL
Give a nigger a fish and he'll eat for a day. Give a nigger a fishing rod and he'll be down to the nearest cash generator to sell it for some heroin.
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NOT
REAL Pocahontas decedent demands apology from Elizabeth Warren...WEW LADS https://redd.it/9oyr3k
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HATEFUL
A inten o deles n o enganar o povo,mas sim armar uma situa o na qual os institutos d pesquisas possam dizer q "o Retard est crescendo com esta t tica",p assim,poder "ganhar" nas urnas d forma n o ficar t o descarado a fraude... https://youtu.be/AdvdqMe7AiE?t=152
1
HATEFUL
Jai may make an appearance at the party... love that fag
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NOT
Earlier this week, Eric Reid wore a #imwithkap shirt and said: "We're going to continue to hold America accountable to the standard it says on paper, that we're all created equal, because it's not that way." https://t.co/5w4PFczem5 https://kek.gg/u/nRs6
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NOT
RT @grind2times: I don't think I even been in a real relationship...i thought they was real but they were just trash
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NOT
Didn't you know you aren't allowed to have hobbies. There will be no fun here goddamnit!
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HATEFUL
No. You're just a dumb fuck who looks at totalitarians who all engage in the same behavior and give them different labels. This semantics-based bullshit "political spectrum" is nothing but liberal propaganda. Communists, socialists, monarchs, oligarchs, theocrats... It doesn't matter WHAT you call totalitarian dictator...
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NOT
Less than twenty years ago, if you asked most people what sort of women had all of those characteristics you mentioned and the chances are, they might have answered "Trailer Trash" or "Biker Moll", nowadays it's almost the new norm.
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NOT
RT @jenebooks: I feel a lot of ppl trash talking indie for all sounding the same but i think any genre you're not v into tends to sound th
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HATEFUL
nigger shut up
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HATEFUL
Why property values would go down -- he is a nigger like every other nigger.
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HATEFUL
He's a retard, leave him be.
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HATEFUL
I did not realize that John Lennon and Yoko Ono had a song called "Women are the Niggers of the world." Do the SJWS know? https://www.msn.com/en-us/music/celebrity/bette-midler-apologizes-for-tweeting- women-are-the-n-word-of-the-world'/ar-BBNXNZB?ocid=spartandhp ONLY LIBERAL WOMEN, THEY BELIEVE THEIR MASTERS. CONSERV...
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HATEFUL
He had to dumb it down because you said something retarded. You know the word 'ratarded' is ableist and offensive right?
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HATEFUL
Very close. The offending nigger shot the poor White girl till she was dead and then went to a church and shot himself. It's just a damn shame the worthless buck didn't do something good before his death and go set fire to the black dorms while chaining the doors shut. That would've been a hero move, but no, he just...
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HATEFUL
Muslims like you deserve to d i e.
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HATEFUL
your altruism is making you retarded. So go and help then with your own fucking resources then- you virtue signalling cunt.
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NOT
Did anyone see this total BS
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HATEFUL
Who gives a shit what that faggot says? Glad his security clearance was revoked. Eat Dirt Brennan.
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NOT
Post-Christian Huwhyte people architecture. Jewish architecture.
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HATEFUL
I have gay family and gay friends, and this person is a fucking faggot.
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NOT
who is Marie?
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HATEFUL
I'm still not sure whether her healing lodge is better or worse than Club Fed? Men's prison, and only men's prison is bad in this country. Women's prison? Fuck, it's better than how I live right now apart from the booze. Here's where she was being held before. It was a complex that houses a hundred-ish women. They live...
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HATEFUL
>Muslims terrorists, grunt, protestors commies, fart, USA! USA! USA!" This happened in Finland, not sure why you think I'm bringing the USA into it.. >Oh, sweetie, you're having one of your cute little hissy fits! Okay, I'm going to explain this to you in grownup language. This condescending tone might work with your n...
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HATEFUL
Black people like you are absolute filth.
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NOT
Americans. Not Black Americans. Not African Americans. Americans. AMERICANS. https://redd.it/9ri8ua
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HATEFUL
@Hunglikerobby_ that was so gay. And I was tanning bitch. Juvie made me white
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NOT
Choose education, personal responsibility, or birth control NOT murder! All hail potato queen ,Margret Sanger!
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NOT
RT @BaseballFact: At George Steinbrenner's first Yankees news conference, he said he wouldn't interfere in baseball decisions, promising ...
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NOT
Quite a few trans people live around there
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NOT
The Muslim who murdered the Scottish kid, Kriss Donald, has been given a poetry award while in prison. He gouged out Kriss Donald's eyes and set him on fire. RIP Kriss. I'll never forget what they did to you and how our establishment and media hushed it up. I will never forget what they did to this poor boy. The whol...
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HATEFUL
TL;DR - Wetback driving pisses porchmonkeys off, dindu caps el neeenyo. Thankfully nobody es muerte. http://www.kake.com/story/39315834/neighbors-help-with-road-rage-shooting-investigation
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HATEFUL
You are nothing but common trans trahs.
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HATEFUL
@SweetKixx u see a lame in that pic ofmine due to your infatuation with niggers. Im Hebrew i fite the children of satan in the streets
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HATEFUL
tell this no talent cunt whore shut the fuck up
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HATEFUL
Because Kanye is a free man and you are a CIA faggot slave looking to have his ass kicked. Glow-in-the-dark CIA niggers Prostitute. May God cast you into Hell.
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HATEFUL
See DONmaggot here keeps thinking that he's defending muh America from the Nahtzees. Meanwhile his retarded kids are fucking niggers, making mulattos while he collects a .gov check because he's fucking useless to society. That's how he "Makes America Great Again." Sad.
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NOT
Girls just wanna have fun! [2 girls v 3 Gay dudes ](https://youtu.be/uz5iI7mwhIQ) Edit: did not want to thread jack just thought it was relevant! The gay dudes will have no problem shooting the white knight in the face ( ) From what I could see, it seemed like he was mostly just trying to break it up. I didn't see...
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NOT
Look! Wild? Seems about as domesticated as you can get tbh.
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NOT
"Muh police".......... https://voiceofeurope.com/2018/10/german-father-charged-for-protecting-his-daughter-against-sexual-assault-by-migrant/
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NOT
Grammy-Winner Monica: Kanye West Needs to Demolish His Relationship with President Trump https://www.breitbart.com/big-hollywood/2018/10/10/monica-slams-kanye-west-for-nice-words-about-president-donald-trump/
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NOT
The Roman #CatholicChurch founded America per scripture/lprophecy 2B the 2ND Beast of Revelation that forces all nation's to take on the mark of the 1st Beast (Rome)! Race has nothing 2do with it and no such thing as race either. Morals and Character are the only thing that matters! .This asshole >@Escoffier<--- is a #...
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NOT
[Here you go](http://www.duluthnewstribune.com/sites/default/files/styles/16x9_620/public/fieldimages/1/0723/moser.jpg?itok=SC6tDCE0).
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HATEFUL
That black person will die a horrible death at my hands.
1
HATEFUL
#AZmonsoon lot of rain, too bad it wasn't enough to wash away the teabagger racist white trash in the state. #Tcot #teaparty #azflooding
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NOT
Feminists say that "toxic masculinity is whenever a man is unwilling to show emotion. But whenever a man does show emotion, he's accused of weaponizing his tears, he's labeled a little boy, and he's compared to men who beat their wives. I wonder why men don't like to cry in public?
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NOT
Trump responds to fake Indian lady https://twitter.com/breaking911/status/1051943206353555459?s=21
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NOT
White Northerners Are Adopting The Confederate Battle Flag http://www.occidentaldissent.com/2018/10/23/white-northerners-are-adopting-the-confederate-battle-flag/ where's the haha button on GAB??? Tell him how you REALLY feel, Chris... Chris mad! Chris smash! Rob mad! Rob queef!
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HATEFUL
Typical of a gay person to be that stupid.
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NOT
Every single time, without fail.
0
HATEFUL
Hey @REALEMILYYOUCIS is this "meme" of the American Psycho for real? Shit man I could fart a better meme after blowing a bucket load of diarrhea at your face. Jesus Christ woman, I trusted you. Now you f'n talk what the fuck is his name? Patrick Bateman? Shit, the f'n guy was actually a jew 'n you go with his jew defin...
1
HATEFUL
No disabled person can ever be a valuable member of society.
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NOT
Kirsten is signaling. She wants more air time. Kristen Powers used to fuck Anthony Weiner.
0
HATEFUL
wonder how many centuries this negro would get if this weren't on tape How is that victim status that's literally what happened. Retard in chief helped a rapist and murderer stay out of jail by pressuring the cops to kill teenagers on 0 fucking evidence. While the other guy was bashing women's brains out and raping the...
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NOT
Miss Piggy and Basic Thot 247819 were arrested while protesting the fact that the very FBI report they were calling for didn't deliver the results they wanted. #CelebrityLivesDontMatter
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NOT
President Trump's Texas Rally Reportedly Had Around Eight Times As Many People As Obama's Rally On The Same Day https://i.imgur.com/6vsFU9x.jpg https://kek.gg/u/-xNq
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NOT
Libs trash Saira Blair, an 18-year-old Republican who won a seat in the West Virginia legislature http://t.co/V01w8UamJy
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HATEFUL
AHAHAHAH LOOK AT THIS FAGGOT
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NOT
AI systems with any power are a threat to civilisation.
0
HATEFUL
stupid loose pussyed bitch
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HATEFUL
I can't think of a single Nigger that deserves to live in America
1
HATEFUL
I feel bad for this nigger
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HATEFUL
I'd heard Dobbs used to be with CNN But never knew why the switch THANKS Wait Michelle Maulkin was a Kenyan Faggot Fan??
1
HATEFUL
Like a typical "casting couch" Hollywood whore,all that's on her mind is dick. Crock of shit actress hawking for reviews. That's all this is about. Note: The Communist's default is always - VIOLENCE. She wanted to VIOLENTLY hurt someone carrying a placard. The communist way - shut down free speech by any means necessar...
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HATEFUL
Pro: large white family Con: all retarded
1
HATEFUL
My wife is Facebook friends with some left wing woman she grew up with She's gone full pussyhat, ranting about Trump, Kavanaugh and whatever else CNN farts out every day. She was recently diagnosed with cancer. She's going to die and leave two kids and a husband behind. Recently she posted that she just finished march...
1
HATEFUL
@Titanic_Britain_Author Why as you still peddling your bullshit and deceiving people? Whats fucking going wrong in that head of yours? Ive explained National Socialism to you a dozen times, my words are confirmed by Hitler, He and Sclachter! But you persist in spreading your fucking idiotic fantasy, stop being a silly...
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NOT
@HobsonDarlene #BlessJesus Amos 3:3 Can two walk together, unless they are agreed? #DifferentLevels
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NOT
Trump Should Cut $315M US Aid To South Africa Over White Genocide https://www.freespeechtime.com/2018/03/trump-to-cut-315m-us-aid-to-south.html
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HATEFUL
@mayispeakfreely I seriously think you may be TOO DUMB to stay. Or.. you can actually READ THE POST INSTEAD OF FOLLOWING YOUR RETARDED FRIENDS!
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HATEFUL
CNN JEWS HAVE A WELL TRAINED NIGGER HERE He was born a double loser....a cocksucker and a nigger....When it comes to hosting he's a lemon
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NOT
ICYMI: https://www.theblaze.com/news/2018/10/20/watch-protesters-accost-mcconnell-and-his-wife-at-dinner-but-other-patrons-arent-having-it via @theblaze https://youtu.be/WS9nP-BKa3M
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HATEFUL
Too many f4gs in this country.
1
NOT
Stephan A Smith saying Jay Cutlers shouldn't be a MVP candidate is just straight up retarded
0
HATEFUL
@Titanic_Britain_Author Islam isn't the enemy, Shlomo. Muslims don't own Facebook. So Muslims are not pushing the homosexual agenda. Muslims don't own Youtube. So it is not the muslims pushing abortion. Muslims don't own Apple. So it is not them pushing spying on everything. You won't fix anything by chasing Muslims. J...
1
HATEFUL
Soooo when w oman has sex with an under age child the news writed her as "having sex" but when a man her age has sex with child of same age hes "raping" and "molesting". Cunts deserve the same wording.
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HATEFUL
Typical f a g g o t behaviour.
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NOT
Someone come get their drunk aunt. Look at this old bitch lmao I love big titties, just not old saggy ones attached to a drunk. Men generally like young women with some eggs still in the basket. Which explains the anime of flat-chested school girls. Total pedo. #busted So if it only includes the shoulder up, assume it...
0
HATEFUL
Basically the Windows 10 patch completely deleted all files in the my documents and my pictures folders for various users. Not a small issue! The worst thing was that people even reported this Windows 10 file deletion bug during the beta for the patch, QA ignored it and still pushed it through to the live version. This...
1
HATEFUL
Stop being a faggot and stand up for your race, white man @Hoarderoftaste Wow, you sound like a faggot completely obsessed with nigger cock.
1
HATEFUL
Netflix `is really nigger faggot flix..they want to shove nigger, fag shit down America's throat!
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NOT
"@g0rillaz0e: Sitting on my window sill, window open, bird tries to fly in. Smacked it. #ProtectTheAnimals" @peta
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HATEFUL
Becoming the head faggot means you get extra jizz on your Debbie Cake.
1
HATEFUL
I'm more native American than this cunt and all my descendants are from Europa.
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HATEFUL
Black people being in charge is a danger to our country.
1
HATEFUL
Cunt alert....
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HATEFUL
Critical thought. Critical thought is not an attack. By all means go claim injury. Claim injury for your god for all it does you or anyone such great things doesn't it. Such clumsily veiled "prior attacks levied" threats. Just don't be a retard and come up with these new-world xtian boogey men. My image? Go fuck yourse...
1
HATEFUL
We are going to put an end to all Muslims.
1
HATEFUL
Another reason why the Soyboy Switch meme is retarded - the PlayStation consoles are easily the most pozzed ones right now.
1
HATEFUL
Funny how a Jug eared Twat like Lineker can call out #TommyRobinson for exposing the mass rape of young white girls when he continues to work for the BBC, one of the world's most prolific paedophile rings, when has he ever spoken up for these girls or condemned their Muslim attackers? https://twitter.com/GaryLineker/s...
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HATEFUL
I'll snap that disabled neck of yours.
1
HATEFUL
ok does sand nigger make you feel better
1
End of preview. Expand in Data Studio
  • 32.579 texts in total, 14.012 NOT hateful texts and 18.567 HATEFUL texts
  • All duplicate values were removed
  • Split using sklearn into 80% train and 20% temporary test (stratified label). Then split the test set using 0.50% test and validation (stratified label)
  • Split: 80/10/10
  • Train set label distribution: 0 ==> 11.210, 1 ==> 14.853, 26.063 in total
  • Validation set label distribution: 0 ==> 1.401, 1 ==> 1.857, 3.258 in total
  • Test set label distribution: 0 ==> 1.401, 1 ==> 1.857, 3.258 in total
  • Combination of 4 publicly available datasets:
    1. "Ethos" dataset (Mollas et al., 2022)
    1. HateCheck: Functional Tests for Hate Speech Detection Models (Rottger et al., 2021)
    1. A Benchmark Dataset for Learning to Intervene in Online Hate Speech (Qian et al., 2019)
    1. Automated Hate Speech Detection and the Problem of Offensive Language (Davidson, et al., 2017)
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