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Im back bitches!!!!!!
OFFENSIVE
1
@USER Companies that hire illegals that commit crimes sb required to cover legal fees or be fined for malfeasance for hiring them in the first place. We will never solve this problem until strict laws are passed.
NOT
0
@USER When is this low IQ piece of human trash going to go away. Nobody cares what this wack job has to say so why is she constantly in our faces. If she thinks Mr. Trump has acted despicably what does she call going on live television and telling people to attack conservatives?
OFFENSIVE
1
@OMG_itsBrooke hey hoe
OFFENSIVE
1
@USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER You're welcome Bob! I hope you are having an excellent Wednesday!
NOT
0
@USER I'm sorry ... what?! I be in my BAG listening to that . and after dark URL
NOT
0
@USER @USER I was waiting on him to say the hokey pokey and they turn themselves around. lol Seriously what the heck.
NOT
0
@USER Gun Control Now! Beto for Massachussetts Senator!
NOT
0
@USER Darcy = Dorsey? I'm not sure why anyone was expecting a balanced platform when the owner is a satanist.
OFFENSIVE
1
@USER is for everyday working men and women. Vote Republican and keep Trump and his policies. A vote for a @USER will cost you money folks. #MAGA #WINNING URL
NOT
0
@USER got Kamara too he is the man
NOT
0
RT @JewlzSantana: making every bitch feel important...
OFFENSIVE
1
Why are nudes called nudes? I would rather be like " hey girl send me the tits and ass hoe "
OFFENSIVE
1
@kfocht735 Nope - got lucky - some washing on the slopes, gonna make it a little rough combining but feeling very fortunate today
NOT
0
RT @KianteDevuan_: Beautiful smiles and colored eyes
NOT
0
@USER I`m with you JR.She is nothing.Don`t waste your time on human waste!
OFFENSIVE
1
RT @Likea_BOSS_x3: After a long day at work, bitch wunna rest her feet on me lol http://t.co/2rhN5HpASb
OFFENSIVE
1
Im a boogie ass niggahs to these fast hoes
OFFENSIVE
1
" bitches get cut off everyday B "
OFFENSIVE
1
@USER Wow was he wearing his hood when he made that statement? And... antifa? Really?
NOT
0
@tayscalf a beam of light descended from the heavens a loud voice said fuck her right in the pussy many lives were changed that day
OFFENSIVE
1
#Yankees
NOT
0
It already Soaked, Sinked, and Melted so dropped that's shit bitch IDGAF linc up or get caught
OFFENSIVE
1
@RobinFury Drake is bitch made for that, likes Phonte so much and won't do a track over that....
OFFENSIVE
1
Some thots will just never learn gooooo awaaaaay hoe
OFFENSIVE
1
RT @Elisha40hands: bitch you got too many teeth in your mouth
OFFENSIVE
1
RT @pattonoswalt: Who spotted the looming yellow crown on tonight's #TrueDetective? http://t.co/MUa60ppVeL
NOT
0
@USER @USER Steroid girl in steroid rage
OFFENSIVE
1
That's still my pussy
OFFENSIVE
1
I want some monkey bread.
NOT
0
@USER @USER @USER @USER @USER @USER @USER And the United States is 94th in murder rate. Thanks for proving that gun control is useless except for authoritarians.
NOT
0
http://t.co/ARKGfY02pT girl cheeks gone be cold than a bitch
OFFENSIVE
1
RT @Sosa_chello: Ian worried bout a bitch who ain't worried bout me
OFFENSIVE
1
@USER She is unhinged and not to be taken seriously by anybody.
NOT
0
@Midnight_Snacka bitch I don't want yo fat ass following me hoe
OFFENSIVE
1
@goldietaylor @theGrio puppets like Don will intentionally and forever cripple our people's ability to unify a Eco and political consensus
NOT
0
Somebody tell these pussy niggas I got em I got em
OFFENSIVE
1
@USER @USER Ask Antifa - Which one they like and respect
NOT
0
@USER @USER @USER Oh please EVERY network is reporting this. This is bullshit obviously but stop pretending it's just fox. Your political bigotry is showing.
OFFENSIVE
1
@USER It's (she) is a real problem.
NOT
0
@USER I think liberals call that a front hole now. Been having fun with that one.
NOT
0
@USER You are an inspiration and fierce! #healthyliving
NOT
0
Are poor little guinea pig died :(
NOT
0
"@Girllssues: I wanna have sex with my mom fuck her right in that pussy where I came from" damn you got hacked like fuck
OFFENSIVE
1
@TeamSky yellow in paris! Fantastic effort from #AllezWiggo and #VroomFroome..now just the last stage up for grabs #GoCav #TDF12"
NOT
0
Bumoose ducking those insults like a scared white pussy
OFFENSIVE
1
@LilMissRightie Hey #teabagger the #benghazi thing is a joke. 13 Benghazis under Bush, no hearings. More on Benghazi than real 9-11 attack
NOT
0
He said bitch boy
OFFENSIVE
1
@USER Also - Didn't he just flat-out stop showing up to set for the Freddie Mercury biopic? That shit should kill his career...and here he is getting another gig!
NOT
0
@USER Bitch im gonna see you on december dont me. We have to see each other
OFFENSIVE
1
Sock the pussy like I'm vegeta
OFFENSIVE
1
Smfh RT @pufntrees: @quanb24 trash..slow as fuck..cant even get a nike release on that
OFFENSIVE
1
@USER He has the msm covering up
NOT
0
Believe in something, even if it means sacrificing everything." @USER #MAGA URL
NOT
0
RT @BARRYCLERJUSTE: Whatchu sayin hoe, YOU KNOW IM THE MAN HOE
NOT
0
RT @POONsoaker: You retarded if you say Birdmsn don't go hard.
OFFENSIVE
1
HAPPY #ConstitutionDay all my MAGA peeps! A great time to be alive.
NOT
0
@jstewcoolcat fag lol
OFFENSIVE
1
@USER @USER Liberals have no shame. To them the outcome justifies the mean
OFFENSIVE
1
RT @cokvne: Fuck twerking, bitch can you cook?
OFFENSIVE
1
"@jama_jam: You bitches be pretending to be TF crazy.." You ain't never lied...
OFFENSIVE
1
@USER I see boobs lol
OFFENSIVE
1
@USER He is jeopardizing our security! If he wants to show he favors transparency he can instead release his taxes!
NOT
0
@TheREALJB1RD Gotta get my superbowl shirt at the cleaners then we hitting the big bird.
NOT
0
@C0MMONLY @scorpiogans93 @EcliptiK pussies
OFFENSIVE
1
RT @LethalBizzle: Suck yo momma flappy bird!!!!!!
OFFENSIVE
1
<<<when it's yellow outside
NOT
0
He said soul patch bitch ..!!! Lmaoooo
OFFENSIVE
1
@USER White House said all parties shld be heard! This is why no one trust the media and why liberals are failing
NOT
0
Joe young gone shoot that bitch
OFFENSIVE
1
I be waiting for a bitch to sneak diss , I'm @-ing IDC
OFFENSIVE
1
@GdoubleT: @BrianMC630 find a loyal ho @finntasticccc
OFFENSIVE
1
Let a bitch be a bitch n a hoe be a hoe!
OFFENSIVE
1
Bitches be trying to squash all beef wen they find out they pregnant! Some hoes dont give a fuck!
OFFENSIVE
1
@USER You after the Mounties come and get you for being a dirty pervert on the Internet...only you are 150 pounds heavier than him but you get the point URL
OFFENSIVE
1
I lost all my respect for my brother cause you acting like a straight up bitch
OFFENSIVE
1
RT @CheefPolo: Trippin over a rock >> trippin over a bitch
OFFENSIVE
1
@USER Liberals are trying to destroy all conservative men. Time to criminally charge and jail these liars that try to destroy a man.
OFFENSIVE
1
Bitches always like you got hoes.. I be like duhh I'm tryna make you one of em nbs
OFFENSIVE
1
Sesh with my n-words say it like a white kid yes my Kush is betta than yours u are a whore so please kill yo self fool bitch ass
OFFENSIVE
1
@LoveLifeEst13: lmao @West305 and Aero sound young af talking bout hoes n weed n shit @Finesse_iAm brah you gotta listen to this shit
OFFENSIVE
1
@USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER @USER Keep it going let's all remember VOTE!!! VOTE RED!! Let's do the #MAGA for our . Yaay!! #MAGA!!
NOT
0
Im just a young niggah tryna live my life long
OFFENSIVE
1
Ferrari addiction bitch it's a wonderful thing.
OFFENSIVE
1
@RealSkipBayless man what about Wilson being the 2nd Black QB to win a chip? Talkn about trash talk. No shine for Russell..
NOT
0
@USER Never Trumper uses brain for first time, wakes up to the fight #MAGA community has been waging for two years.""
NOT
0
Emd hoe
OFFENSIVE
1
@USER Boi I'm trynna feast on that booty... I mean those noodles
NOT
0
But who is me to TALK about the next bitch flexing when I done don it before
OFFENSIVE
1
@KazAtta your welcome my nig #salute
OFFENSIVE
1
Adam West? RT @share_ps4: LMAO this is trash b http://t.co/TsvuMw92HU
NOT
0
A bad bitch who knows her cars>>>
OFFENSIVE
1
@USER You are so dope man
OFFENSIVE
1
RT @T_Madison_x: A hoe ass nigga will never change
OFFENSIVE
1
RT @Manstagram_: When your trying to resist the urge to smack a bitch http://t.co/8eQ3xB8Cjb
OFFENSIVE
1
@joytooawesome: I think this hoe pressed or some shit righttt how many times we asked where they be??ok
OFFENSIVE
1
@souljaboy: @kmichelle my ananconda don't want none unless u clean those shitty buns Hun
OFFENSIVE
1
@hernandezeli_: back then hoes didn't want me, now I'm hot, they all on me.
OFFENSIVE
1
@USER Actually, it was Hitler who patterned his style after the Democrats in America, Hey! That's what we should do" and he did."
NOT
0
@USER I'd argue it's pointless to keep asking him the questions in the first place, what else is he supposed to say? And speaking of running with a quote, I don't believe I said I liked it in any way. You can tho" . See, this is how things get misconstrued."
NOT
0
  • 36.528 English texts in total, 12.955 NOT offensive and 23.573O OFFENSIVE 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 ==> 10.364, 1 ==> 18.858
  • Validation set label distribution: 0 ==> 1.296, 1 ==> 2.357
  • Test set label distribution: 0 ==> 1.295, 1 ==> 2.358
  • The OLID dataset (Zampieri et al., 2019) and the labels "Offensive" and "Neither" from the paper's dataset "Automated Hate Speech Detection and the Problem of Offensive Language" (Davidson et al.,2017)
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