antypasd commited on
Commit
bc7a465
1 Parent(s): 2fe8cf3

added hate dataset

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data/tweet_hate/test.jsonl ADDED
@@ -0,0 +1,417 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"text":"POC\/Minority Nazis deserve to be tortured to death, not shot in the head like a regular white Nazi. URL","gold_label":1}
2
+ {"text":"@user Yeah homos suck","gold_label":2}
3
+ {"text":"this cracka mad bout a fucking parking space my mama got to first , bitch go find another one ! URL","gold_label":1}
4
+ {"text":"You females are really out here raping 12 yr old boys and giving them Herpes. Smh. Tragic. You women are really trash. Disgusting. URL","gold_label":0}
5
+ {"text":"inbred honkey","gold_label":1}
6
+ {"text":"yo fuck these niggers","gold_label":1}
7
+ {"text":"all you cishet white folks take up too much space and i truthfully don't think any of you give a semblance of a fuck until someone doesn't hire you for something.","gold_label":1}
8
+ {"text":"Allah can suck my dick","gold_label":3}
9
+ {"text":"Bitch ima dawg and my homeboys too that's why we both tryna fucc you or whatever he said","gold_label":0}
10
+ {"text":"I had to step on these niggas necks \ud83e\udd11","gold_label":1}
11
+ {"text":"sick and tired of ugly ass bitches like you","gold_label":0}
12
+ {"text":"Bitch ass fuck niggas","gold_label":1}
13
+ {"text":"@BreitbartNews Yeah obama. You would just love to get your grimy Muslim hands on our guns so you can get your relatives to take the USA over and turn it into a sharia shithole!","gold_label":3}
14
+ {"text":"bitch fuck you and yo lil dick ass nigga","gold_label":1}
15
+ {"text":"delete me out this foolishness, nigger","gold_label":1}
16
+ {"text":"You won't fuck me the next bitch will","gold_label":0}
17
+ {"text":"We really need to be bombing Europe again.","gold_label":4}
18
+ {"text":"THESE NIGGAS WERE DUMB ASF \ud83d\ude24it got me mad URL","gold_label":1}
19
+ {"text":"@user \"Our Hamburger Likes Meat More Than You Do, Homos!\"","gold_label":2}
20
+ {"text":"@mattgaetz Fuck you Matt. You're a racist asshole who these terrorists look up to for your hatred of those with brown skin. So eat a pile of shit.","gold_label":1}
21
+ {"text":"These bastards in sudan deserve their heads to be chopped off n the rest of the arab countries that r involved your day is coming in the akhira a3ozo billah","gold_label":4}
22
+ {"text":"I wish I was a woman so I could kick the living the shit out of you you vile cunt","gold_label":0}
23
+ {"text":"I can't keep up with these freaky hoes. Bitches wanna be stabbed and have guns shoved down their throats and shit... :( mc'scuse me bitch..?","gold_label":0}
24
+ {"text":"@user @user fuck you dumb bitch you think cause you have 4000 followers you're something special go swallow a whole cock","gold_label":0}
25
+ {"text":"My girlfriend be having me ready to marry her , kiss her , divorce her , kick her ass , ignore her and eat her pussy and get her pregnant all in a matter of 30 minutes","gold_label":0}
26
+ {"text":"Someone should cage these niggas URL","gold_label":1}
27
+ {"text":"\ud83d\ude21 Muslims are sick animals, sick cult and dickhead \ud83d\ude22\ud83d\ude2d URL","gold_label":3}
28
+ {"text":"@user What culture? A room full of faggot pussies like you? Keep it... none of this shit matter including this battle. 2 events every 2 months full of 6-8 irrelevant ass battles with no REAL energy. You new to this and can keep it. Fuck you and your \"culture\".. faggot ass cracker","gold_label":2}
29
+ {"text":"The Africans Chimping out in D.C. My god, our founders would be rolling in their graves. 14\/88 H.H. URL","gold_label":1}
30
+ {"text":"Fake ass society, bunch of pussy ass niggas. URL","gold_label":1}
31
+ {"text":"and I don't gotta tell ya that crackers are great with amnesia when they want to forget something like centuries of racism, they say look at the man on center stage and pay no attention while millions get locked in a cage, riots break out in Oakland","gold_label":1}
32
+ {"text":"That is ok we can bring the bastards here put them in jails and when they finish the sentence DEPORT THEM GREAT!!!","gold_label":4}
33
+ {"text":"A re \" homosexuality is a disease\" \ud83d\udc80\ud83d\udc80 yes, we will never let this go URL","gold_label":2}
34
+ {"text":"A U.S. intelligence official based in Afghanistan told The Associated Press that a recent wave of attacks in the capital, Kabul, is \"practice runs\" for even bigger attacks in Europe and the United States. URL","gold_label":4}
35
+ {"text":"23 kids shot one dead u niggas are pathetic kill urself","gold_label":1}
36
+ {"text":"#Kerala #Hindus under threat Hospitals promoted by #Muslims advertising they want only #Muslim doctors Now asking all u fucking bearded Skull caps, we have 11 #Muslims working 4 us in our office, SHUD I TELL THEM ur sacked from today?#Wayanad #Kathua ur comments @Javedakhtarjadu URL","gold_label":3}
37
+ {"text":"Uhh yeah I would like to vote these niggas THE ABSOLUTE FUCK off the island STAT! Take them away Jesus. URL","gold_label":1}
38
+ {"text":"Niggas think just cause they fucked once they'll fuck again , first off that dick was trash & you should be in jail for that \ud83e\udd27\ud83d\ude02\ud83d\ude02\ud83d\ude02\ud83d\ude02\ud83d\ude02\ud83d\ude02","gold_label":0}
39
+ {"text":"i eat child specifically gay child because i hate gay people","gold_label":2}
40
+ {"text":"I hate that woman for her fucking ass suggestion and way of thinking. Fucking hell.","gold_label":0}
41
+ {"text":"watch this tall, beefy, and roided bull of an Alpha God take this fag's throat that rightfully belongs to him and turn it into a pussy! This man the pinnacle of a muscular Alpha God! URL","gold_label":2}
42
+ {"text":"In a panel on immigration, University of Pennsylvania law professor Amy Wax claimed that immigrants are too loud and responsible for an increase in 'litter.' She explicitly advocated an immigration policy that would favor immigrants from Western countries over non-Western ones","gold_label":4}
43
+ {"text":"@user @user Obama shall perish in his own satanic Islamic piss that he spews for his sole has no purpose for eternity","gold_label":3}
44
+ {"text":"look at this dumb #faggot showing his #ass and begging everyone to be #exposed URL URL","gold_label":2}
45
+ {"text":"Bitch FUCK YOU!!! Fucking dumb ass bitch I hope someone fucks you up for this","gold_label":0}
46
+ {"text":"Y'all bitches better start letting a nigga fuck y'all throat and bust on y'all face during that week . . URL","gold_label":0}
47
+ {"text":"Don't stop, slut.. Let's see how wet we can get this little pussy while daddy fucks your tight ass.. URL","gold_label":0}
48
+ {"text":"I hate a dating to fuck ass bitch, fuck I look like wasting my time having meaningless sex","gold_label":0}
49
+ {"text":"These the type of btches y'all nutting in???? \ud83e\udd26\ud83c\udffd\u200d\u2642\ufe0f dis mf really sucking dck in front of her kids URL","gold_label":0}
50
+ {"text":"@user is this how u insult your brothers or parents at home that u don't have regards for them bitch u r lucky I'm not in that house , believe me I'll so dis figure your lips \ud83d\udc44 with slap \ud83d\udc4b and punch running your mouth like a leaking pipe u leech","gold_label":0}
51
+ {"text":"@user @user @user @TalbertSwan Nothing but black this black that , bet you disrespect the police and you have food stamps in your purse huh \ud83d\ude02\ud83e\uddd0 URL","gold_label":1}
52
+ {"text":"Fuck you, you homophobic piece of shit URL","gold_label":2}
53
+ {"text":"Where are the fat, dumb moms that want to leave their family for horse cock? URL","gold_label":0}
54
+ {"text":"Don Lemon is a Fag \ud83d\udc4e","gold_label":2}
55
+ {"text":"SHES FUCKING 11 YOU WEIRD ASS BITCH. BABIES SHOULDNT HAVE FUCKING BABIES SHE CANT WVEN GET A JOB YOU FUCKEN STUPID ASS BITVH. Either be ugly or ignorant not both, pick a struggle you dumb fuck. URL","gold_label":0}
56
+ {"text":"A battle between followers of Ali, who are Shiites and followers of the year in Copenhagen You and donkeys have lived and donkeys will die \u2013 On the occasion of Eid Alfitr may God not be happy with you Go back to your barns and your skates \u2013 URL","gold_label":3}
57
+ {"text":"Shut up bitch you about fuck my nut up \ud83d\ude02","gold_label":0}
58
+ {"text":"I wish bitches would go back to suckin real dicks and stop suckin on food","gold_label":0}
59
+ {"text":"Fucking bitch ass kids nowadays need a ass whopping URL","gold_label":6}
60
+ {"text":"They gotta go. These four are the most vile women I've ever come across in my life.","gold_label":0}
61
+ {"text":"Cutting these niggas off","gold_label":1}
62
+ {"text":"Jump on top of @user and dump your warm thick load inside her #tranny #tgirl #gay #sex #sissy #slut #slag #skank URL","gold_label":2}
63
+ {"text":"@user She's literally ugly she's a whore she has a chimp head wtf","gold_label":0}
64
+ {"text":"Lil bitch you tweakin you a messy hoe \ud83e\udd15","gold_label":0}
65
+ {"text":"Pay me faggot. #findom URL","gold_label":2}
66
+ {"text":"Eat shit you edge lord faggots lol","gold_label":2}
67
+ {"text":"@BetoORourke Only way you will ever beat Trump is by flooding the entire country with illegal immigrants and hope they vote. You stupid Democrats would rather bankrupt this country, put more drugs and serious criminals on the streets,and give everyone an incentive to invade just to win..pos","gold_label":4}
68
+ {"text":"@HonAhmedHussen Younger and more prosperous? Must be why you're giving free pass to immigrant parents who suck off our healthcare system. They're the most profitable of all... for themselves. \ud83d\ude44","gold_label":4}
69
+ {"text":"@user men are such fucking trash","gold_label":0}
70
+ {"text":"@user @user @SwedishPM Send them back they don't belong here. They're invaders and should be shot on sight breaking into my country. Take your paycheck and go feed them and keep your paws off mine. You don't like it here then go.","gold_label":4}
71
+ {"text":"What an absolutely disgusting cunt.","gold_label":0}
72
+ {"text":"Dumb fucking bitch","gold_label":0}
73
+ {"text":"i want to tie a pathetic slut up so she is all vulnerable and exposed URL","gold_label":0}
74
+ {"text":"Home pussy but ur sending niggers to da clinic sha","gold_label":1}
75
+ {"text":"@user she's an inbred cunt","gold_label":0}
76
+ {"text":"this nigga is ugly do better whore !","gold_label":1}
77
+ {"text":"@user bitch i hope you burn in hell","gold_label":0}
78
+ {"text":"@user Nah cause they're niggers.","gold_label":1}
79
+ {"text":"I've never wanted to smack the fuck out a bunch of faggots in my life honestly- but hey I'd probably catch something so nvm.","gold_label":2}
80
+ {"text":"Coons, neeks and moist rolled into one throw these niggers in the bin URL","gold_label":1}
81
+ {"text":"Here's a new Amendment: If your religious view is to deny others basic human rights, you should a) be prevented from holding public office and b) shove your religion up your ass as far as you can and leave it there. URL","gold_label":3}
82
+ {"text":"Nah dead ass those be the bitches throwing food and acting a fool in the cafe. \ud83e\udd26\ud83c\udffd\u200d\u2642\ufe0f","gold_label":0}
83
+ {"text":"@user Sometime I feel like taking a flame thrower to these pigs of this particular religion and burn their peacefulness along with them...","gold_label":3}
84
+ {"text":"You don't give one shit you fucking parasitic protozoa. Hell awaits your old, white ass.","gold_label":1}
85
+ {"text":"@Alyssa_Milano @RachelMcKibbens I got your nazi right here\ud83d\udc47 12\/30\/08 Ft Lauderdale, Fl. Pro-Palestine muslim protester calls for Jews to \"Go Back to the Oven\" --\"You need a big oven, that's what you need,\" URL #SendHerBack #ConcentrationCamps #IStandWithTrump #TrumpRally Disavowed","gold_label":3}
86
+ {"text":"Dumb stupid hoe, the fucking CHEEK, I beg I don't even CHAT to her, omg please I will drag a bitch","gold_label":0}
87
+ {"text":"Any man that gets horny or uncomfortable from me breastfeeding my baby is a pedophile #ISaidWhatISaid","gold_label":0}
88
+ {"text":"ion like y'all niggas y'all be getting on my nerves y'all all the same nigga inna different body \ud83d\ude2d","gold_label":1}
89
+ {"text":"These fucking racist white men need to get death penalty all of them. They're rotting the Country those sick fucks. Not even a month later and guess what another \"White \" shooter but yet Hispanics , immigrants and blacks are the problem ??!! Smfh I'm so angry. #ElPasoShooting","gold_label":1}
90
+ {"text":"@user And fuck the Jews","gold_label":3}
91
+ {"text":"Nothin but bitches I be fuckin","gold_label":0}
92
+ {"text":"\ud83d\udcaa Sarah needs hard cock in her office and down her throat URL","gold_label":0}
93
+ {"text":"@user @RahulGandhi Muslims should be banned every where","gold_label":3}
94
+ {"text":"@AsheSchow @user She need to clorox her crotch cause she is full of shit!","gold_label":0}
95
+ {"text":"@user @TalbertSwan @DoctorYasmin Actually, Native Americans were here first. \"Hispanics\" is a made up term for a people with a specific identity crisis. Namely, they refuse to reject the white Spaniard who raped their indigenous ancestor.","gold_label":1}
96
+ {"text":"Next up \"SUCK MY COCK HOMOPHOPE!\"","gold_label":2}
97
+ {"text":"My grandparents didn't come over here from Europe to put up with a bunch of immigrants!! #DeepThoughtsFromMAGA","gold_label":4}
98
+ {"text":"This bitch is dumb as hell","gold_label":0}
99
+ {"text":"Call me and ask me some shit yourself ugly ass bitch","gold_label":0}
100
+ {"text":"F this hoe","gold_label":0}
101
+ {"text":"go to hell all by yourself btch \u203c\ufe0f you're making it look like muslims are insane and has a big damage on their brain","gold_label":3}
102
+ {"text":"@user cause fuck retards URL","gold_label":5}
103
+ {"text":"That these arrogant, hate-filled, morally bankrupt lesbian \"women?\" act like girls soccer matters is delusional. They are a disgrace to the United States.","gold_label":2}
104
+ {"text":"@user I thought it was white\/Hispanic that falsely accuse black men of rape? I thought our queens would never do something like this?? ...Trash ass hoes smh","gold_label":1}
105
+ {"text":"Horny BBW MILF cocksucking while queening her masseur \ud83c\udfa5 Watch her yourself: URL join to enjoy! #bbw #plumperd URL","gold_label":0}
106
+ {"text":"kill em all, put them hoes to rest. URL","gold_label":0}
107
+ {"text":"I hate thirsty dick riding bitches when it comes to my boyfriend like baaai","gold_label":0}
108
+ {"text":"i want you to look at me as i fuck your worthless mouth you whore! #mouthfuck #facefuck #slut URL","gold_label":0}
109
+ {"text":"Worst trip of my life \ud83d\ude43 over some niggas","gold_label":1}
110
+ {"text":"@user Because you are a country of mentally ill terrorists. Whoever says different is an enabler, ignorant and blind to endless\/countless wars and aggression and the death rate by American terrorist acts. Fuck you American scum!","gold_label":4}
111
+ {"text":"To the \"Things\" with vaginas in the world, I don't care anymore whether or not you get an abortion ,dig the fuck in!! I won't have to answer to anybody about your decision,, BUT,, just don't expect me to use my tax dollars for it\u2026 You pay for the shit\u2026 !! Buy your own mess!","gold_label":0}
112
+ {"text":"@dbongino @user This is cold and possibly sick but I believe these bastards that come to America to kill should be tried and if found guilty hung by the neck at the border for others to see.","gold_label":4}
113
+ {"text":"@user @user @user They want you to be fighting on their enjoyment. Don't trust these niggers","gold_label":1}
114
+ {"text":"let these bitches come near me I will end up in jail for fucking them up","gold_label":0}
115
+ {"text":"@user I can't deny it. I might be intolerant but I avoid showing that for the sake of modernity. But didn't u find the hoe provocatively offensive.","gold_label":0}
116
+ {"text":"I really do wish niggas would go to therapy and get their mental health in control before fucking with me and driving ME crazy with the head games","gold_label":1}
117
+ {"text":"bitch should be masturbating while im fucking","gold_label":0}
118
+ {"text":"@user fuck off you virgin cunt","gold_label":0}
119
+ {"text":"All bitches can do is mug and talk but ain't about SHIT, fucking clowns","gold_label":0}
120
+ {"text":"Ya dead ass hate women like go fuck ya home boys in the ass already \ud83e\udd26\ud83c\udffe\u200d\u2640\ufe0f","gold_label":0}
121
+ {"text":"Just seen the tweets. Fuck this miserable, nasty country and, particularly, fuck these dickless, lowlife, thick-as-horseshit, waste-of-skin excuses for men. I hope they die in screaming agony of testicular leprosy. URL","gold_label":0}
122
+ {"text":"@PrisonPlanet I'd love to kick the cunt off this faggot","gold_label":2}
123
+ {"text":"U right, probably some old nigga named Clyde","gold_label":1}
124
+ {"text":"@user no offense but i can't stand college niggas","gold_label":1}
125
+ {"text":"Muscle bear gay jerk off and cumshot at work URL","gold_label":2}
126
+ {"text":"@user Lol. Feminized bitch.","gold_label":0}
127
+ {"text":"Somebody find me this fucking pussy ass bitch URL","gold_label":0}
128
+ {"text":"@user @user @user boutta put ur bitch's pussy in a coffin.","gold_label":0}
129
+ {"text":"@user @onebiggins @IainDale Why would anyone want a sour faced negative white person hating old bag like you on stage with them? You are a vile human being.","gold_label":1}
130
+ {"text":"@user @user Note: nearly all of the onlookers are equally-insane Islamic punks. Meanwhile, the fuckhead beating her has her strung up & blindfolded like a pi\u00f1ata. I cannot put into words what I would do to that worthless piece of camel shit. He would NEVER touch or disrespect women again!","gold_label":3}
131
+ {"text":"Get a load of this fag","gold_label":2}
132
+ {"text":"I hate white people. Y'all are RETARTED","gold_label":1}
133
+ {"text":"@PalmerReport #MoscowMitch and #Trump, obvious Siamese-twins joined-at-hip and in-league with Russia, should be stripped of US citizenship and deported to Moscow. We have enough THUGGISH BETRAYERS\/TERRORISTS without tolerating more in high-office. ENOUGH, for God's sake!","gold_label":4}
134
+ {"text":"Wouldn't it be easier if we just sent them to the gas chambers? At least they wouldn't have to suffer anymore ffs","gold_label":3}
135
+ {"text":"wow men are fucking trash and disgusting","gold_label":0}
136
+ {"text":"RAZOR WIRE THAT TOWN IN & FILL IT WITH ILLEGALS SINCE THEY WANT TO PLAY SANCTUARY FIRE WITH FIRE (:{= MAGA","gold_label":4}
137
+ {"text":"Spit in her asshole and sm*ck the fuckin shit outta her","gold_label":0}
138
+ {"text":"The Jews biggest weapon is money take there shit and they will go back to hell where they belong \ud83d\udd25","gold_label":3}
139
+ {"text":"yes, us men always say that when a school shooting happens serial killer: [slaughters 3 entire generations of a family within the premises of their family gathering, using a medieval sword] women: wow that is so sexy my pussy moaning, my wet pussy farting on that murder cock","gold_label":0}
140
+ {"text":"hey bitch wassup bitch suck my dick bitch","gold_label":0}
141
+ {"text":"The world should stop living in illusions that China will democratise one day in the future. NO, it's just impossible. Chinese people worship \"Great Power\". They enjoying seeing and bullying other people beneath them. URL","gold_label":4}
142
+ {"text":"These are dumb ass losers who were looting Pakistan economy URL","gold_label":4}
143
+ {"text":"@user @user @RifatJawaid @ArvindKejriwal By ur sick standards, if all muslims r so peace loving, how those Islamic Terrorists even came into existence? My terrorism is war, Jihaad but ur terrorism is terrorism? ISIS was there BECAUSE of muslims. Anyway. U know it that days r numbered for ur ignorance. So run faster.","gold_label":3}
144
+ {"text":"You could of at least hit me harder you faggot URL","gold_label":2}
145
+ {"text":"@user @user They really got the pussy to birth this kind of disappointment from their lips damn. Disrespectful cracker children go back to watching your boohbah and doodle bops","gold_label":1}
146
+ {"text":"Slim Asian twink Michael Cummings got a thing for sniffing underwear. Luckily he get caught by @user @user Tiny Asian ass get filled by big cock! URL URL","gold_label":2}
147
+ {"text":"HE'S A FUCKING PSYCHOTIC INCEL WHO DESERVES TO FUCKING PERISH","gold_label":0}
148
+ {"text":"@user Niggas just be tryna shove they dick in lol","gold_label":1}
149
+ {"text":"@RepMaxineWaters Hey Racist: Keep your mouth shut, and the cockroaches won't get in! You are a miserable piece of garbage. Move the Hell out of the country...\ud83d\udc4d\ud83c\udffb\ud83d\ude0e","gold_label":1}
150
+ {"text":"Jobs never needed degrees they needed white faces, degrees were there to hinder niggas from getting in.. URL","gold_label":1}
151
+ {"text":"when niggas say pussy is pussy I automatically assume he fucked a crackhead \ud83e\udd26\ud83c\udffd\u200d\u2640\ufe0f\ud83d\ude02","gold_label":1}
152
+ {"text":"probably still a dumb bitch","gold_label":0}
153
+ {"text":"God damn idiot Christians with their god damn Victorian morals. I'm going to need more smelling salts for these god damn morans. God dammit.","gold_label":3}
154
+ {"text":"Gangbanged by a couple of lowly thugs... How pathetic. URL","gold_label":0}
155
+ {"text":"You crazy white motherfuckers do us all a favor and kill TRUMP not innocent people!","gold_label":1}
156
+ {"text":"You boyfriend will never fuck you this way, slave. He won't demand you suck his cock until you swallow cum like a whore. He won't ruin your pussy while he fucks you, until you beg for mercy. He won't pick you up to drive his cock up your tight fucking ass, and pump it full of cum URL","gold_label":0}
157
+ {"text":"Another #clip sold! Training - Faggot ( Check the coupons ) #Faggot Get yours on #iWantClips! URL URL","gold_label":2}
158
+ {"text":"How many new ways will christofascists come up with to say \"kill all the gay ppl you want\"? URL","gold_label":3}
159
+ {"text":"@user @user Yeah if you're motivated enough to yap to strangers on the internet about their damnation, you are mad. A big mad. A whole mad. Go back to your cave, bible thumper. Get off Jesus's dick and let him rest without your fuckery, fool.","gold_label":3}
160
+ {"text":"you stupid ass hoes do the most","gold_label":0}
161
+ {"text":"Who the hell on earth do you think you are to destroy Hindus or Catholics?? Shameless termites like you would perish to dust in even trying to touch the Humanity. Parasites like you should be thrown out of my land... URL","gold_label":3}
162
+ {"text":"@user Does he mean for this cull to be ongoing? Because just one mass cull of all the \"current\" gays won't fix it. Someone should apprise him of that. It's a sticking plaster solution at best.","gold_label":2}
163
+ {"text":"Then get the fuck outta here you fucking bitch.","gold_label":0}
164
+ {"text":"Can't stand niggas like this watch the whole video cuz he did it for a reason fytb coon ass hoe","gold_label":1}
165
+ {"text":"bitch just suck a dick URL","gold_label":0}
166
+ {"text":"Heh do you see this slut? She's showing me how to properly worship a thick futa cock! Heh maybe you could come and show me how you'd do it different, I'm always happy to let you worship me! URL","gold_label":2}
167
+ {"text":"is y'all even breathing enough for another vikvaughny visual wtfff\ud83c\udf1afinna blow y'all niggers away","gold_label":1}
168
+ {"text":"@user @SenSchumer @user F#%k you, piece of shit towel head. I used to be live and let live, now I am ready for that holy war you all have been warning us infidels about. Eat shit you pedophile woman beating camel Jockey","gold_label":3}
169
+ {"text":"Bitch was sucking my dick so good I had to punch her in the head","gold_label":0}
170
+ {"text":"That bitch still a hoe","gold_label":0}
171
+ {"text":"Deport them All.","gold_label":4}
172
+ {"text":"I'M NOT ONE TO ABUSE WOMEN BUT THIS GUY SHOULD HAVE PUNCHED THAT FAT UGLY BITCH WITH THE BLOND BOB HAIRCUT RIGHT IN THE FACE URL","gold_label":0}
173
+ {"text":"\"I'm trying to take you out\" to \"you don't look good enough to rape\". i have a headache, where do y'all even come from because wtf URL","gold_label":0}
174
+ {"text":"Couple of real men allowing the little bitch to eat URL","gold_label":0}
175
+ {"text":"white ppl are fucked in the head","gold_label":1}
176
+ {"text":"The only fun I will have with you is #humiliation when I force your pathetic head on a #bbc whilst your struggle to pull back forced to swallow a alpha mans loads Your cum dump that's all. #sissy #domme #efdp #paypig #cuck #goddess #slave #finsub #finslave #cashslave #denial","gold_label":0}
177
+ {"text":"#Faggots are the best thing on the planet.... and they are made by #BRAINS. They probably have bits of #BRAINS in them too... so they might be classed as #NUTRITIOUS. Is this the part, Aiden, where you reveal that you are in fact a #VEGAN? #FAGGOTS URL","gold_label":2}
178
+ {"text":"If you're an adult and still believe in some sky god you haven't matured at all. Fuck your stupid religion. URL","gold_label":3}
179
+ {"text":"This is years of putting up with the wrong type of niggas","gold_label":1}
180
+ {"text":"Hoes Always Swear They Nigga Dont Want You But When You Pull Out Them Recipes That Shit Hit Different\ud83e\udd70","gold_label":0}
181
+ {"text":"niggas ARE DUMB AS FUCC IDc","gold_label":1}
182
+ {"text":"@user what a faggot","gold_label":2}
183
+ {"text":"Y'all really let y'all niggas call you his bitch ? Lmfao","gold_label":1}
184
+ {"text":"Let the whore know her place as you flud every hole she's got, ussing her precious hair as a grip while you litteraly fuck her brains out URL","gold_label":0}
185
+ {"text":"This bitch is sooo pussy lmao","gold_label":0}
186
+ {"text":"If you in some shit and you start name dropping, you really a hoe and we don't have room on the earth for scums like you.","gold_label":0}
187
+ {"text":"@user @user @user @waqyounis99 Beefy your country rapes tourists so don't even go there you pathetic uneducated rat \ud83d\ude02\ud83d\ude02\ud83d\ude02","gold_label":4}
188
+ {"text":"Really gotta keep the niggers out of there","gold_label":1}
189
+ {"text":"Retweet this tweet if you want to pull a girls hair like this while you fuck her ass raw! #porn URL","gold_label":0}
190
+ {"text":"Lemme find this bitch and slap the fuck out her","gold_label":0}
191
+ {"text":"Well, at least those old rural white men won't have \"soshulism\" jammed down their throats as they die from heart attacks on the 1.5 hour trip to the nearest hospital.","gold_label":1}
192
+ {"text":"@user Faggot","gold_label":2}
193
+ {"text":"i hate this fag so much URL","gold_label":2}
194
+ {"text":"Stupid bitch I'd love to stamp on her head and spit on her","gold_label":0}
195
+ {"text":"if anyone thinks I hate gays because I hate fags that abhorrently bash women for no other reason than they're unfuckable to them and therefore not useful, you are an idiot","gold_label":2}
196
+ {"text":"@user @user Islam is to blame & a huge number of Muslims who are the enemy of this country. Had they not been let in we would not be talking about a woman who is complicit in mass murder. If she is to go anywhere it is the Hague with her husband. Any lawyer defending IS should be disbarred.","gold_label":3}
197
+ {"text":"\"I hate white people. Kill their children, animals, their wives and everything that they have. Kill them.\" #hatespeech #countryduty #rootoutracism URL","gold_label":1}
198
+ {"text":"The citizens of the U.S. and elsewhere owe Israel f\u2022ck all. Stop inciting violence + hatred against leftist WoC, you \ud83e\udd21. Take your boner for settler colonial ethnostates + crawl your racist ass back in your tacky gold plated cave + be f\u2022cking quiet. URL","gold_label":4}
199
+ {"text":"These niggas are pathetic!","gold_label":1}
200
+ {"text":"Remember this loser? Now @user makes himselfs a bananasplit \ud83d\ude02 So funny! Even paid me to post this #fag #humiliated #exposed #fag #bananasplit #alpha #findom #cashmaster URL","gold_label":2}
201
+ {"text":"I TURN YOUR VIRGIN DAUGHTER INTO A CUM SLUT BUT DON'T WORRY SHE STAYS A VIRGIN-POV COUNTLESS LOAD CUM EATING CUCKOLD HUMILIATION URL #CUCKOLDING #Clips4Sale URL","gold_label":0}
202
+ {"text":"this is so fucked. why would ANYONE do this to this poor girl. i wanna fucken burn them ugly fat bitches to death SLOWLY URL","gold_label":0}
203
+ {"text":"Yea bitch suck my peepee","gold_label":0}
204
+ {"text":"where them pretty fags at","gold_label":2}
205
+ {"text":"such a dumb fucking bitch","gold_label":0}
206
+ {"text":"Yeah I'll punch a niggas head off too","gold_label":1}
207
+ {"text":"Even If Them Niggas Was Tee Shirts Them Niggas Couldnt Hang Wit Us \ud83d\udcaf","gold_label":1}
208
+ {"text":"@IlhanMN *Unless they are Jewish, then my buddies in Hamas can kill them.","gold_label":3}
209
+ {"text":"Fck this bitch I hope she dies","gold_label":0}
210
+ {"text":"stupid ass hoe built like a piece of cabbage\ud83d\ude12","gold_label":0}
211
+ {"text":"\"You better get the fuck away from my daughter you goddamned porch monkey. I'll beat the shit out of you and send you back to the fields, boy. Donchu ever step foot on my land again unless you lookin' to get shot darkie.\" URL","gold_label":1}
212
+ {"text":"Mmmmm good morning slut! Hope you don't mind me using your whore pussy for a few hours to get rid of this morning wood! URL","gold_label":0}
213
+ {"text":"Illegal criminal aliens are destroying our country and our economy. It's time to round them up and deport their asses back to where they came from! #BuildTheWall #DeportThemAll #Trump2020LandslideVictory URL","gold_label":4}
214
+ {"text":"@user Hey nigger. Fuck herix clan they suck big dicks. Imma dislike bot all ur vids to fuckin 100k bitch ass fat ugly fuck suck ur mums tits u nigro","gold_label":1}
215
+ {"text":"@user @user @user Fuck off faggot","gold_label":2}
216
+ {"text":"Girls literally only want one thing and it's disgusting URL","gold_label":0}
217
+ {"text":"What a sick satanic religion that beheads people for being an infidel. This is Satan's religion. And we all KNOW who on earth invented it. If you don't know , research ... I'm not lookin for a fight today. #ISLAM THIER BOOK SAYS TO DO IT , Jesus already WON URL","gold_label":3}
218
+ {"text":"This is complete BS! STUPID blind Sheeple being led by a manipulative Leftists! A perfect example of why Scripture says women should not preach! Eve took the 1st bite of the forbidden fruit in the Garden of Eden and then tempted Adam into biting it...Hence, the fall of mankind!","gold_label":0}
219
+ {"text":"You sound like cold a faggot literally a bitch","gold_label":2}
220
+ {"text":"I would crack this bitch head open as wide as her pussy","gold_label":0}
221
+ {"text":"Unless its miracle whip you white redneck crack sucking piece of shithole dumb hick faggot","gold_label":1}
222
+ {"text":"Help @user a cum dump whore to meet group fuckers. Hot, nasty and always hungry and ready to be fucked, He deserves XXL cocks and humiliation. He's a cum dump whore who wants to be exposed and used by hung raw breeders add him to WhatsApp groups fuckers 00447715567949 \ud83d\udc37 URL","gold_label":2}
223
+ {"text":"Listen .... this nigga would have to die idgaf","gold_label":1}
224
+ {"text":"stupid ugly bitch","gold_label":0}
225
+ {"text":"\"That's right Goy go die for Israel and take down some dark people while you're at it\" -@RepCohen URL","gold_label":1}
226
+ {"text":"Look at these dogs just killing, raping and beating these innocent Kashmiris. May Allah destroy this country. These fucking killers need to die. I hope each and every one of these dogs die a brutal and painful death #SaveKashmir #OperationAllOut #SaveKashmirSOS URL","gold_label":4}
227
+ {"text":"I tell the bitch to shut up, you bout to fuck a but up","gold_label":0}
228
+ {"text":"@user @user @user Sometimes you gotta beat a niggas ass for the respect to be engraved in his head cus words don't work when you think you are grown","gold_label":1}
229
+ {"text":"@user Go eat a pussy and shut your pie URL's the women who are eroding society these days !","gold_label":0}
230
+ {"text":"Yeah that's not surprising. Thanks Obama. Minneapolis St Paul is little Mogadishu! Somalian gangs have caused a LOT of trouble in that amazing city. Now it's one of the most liberal cities in the USA. Fraud is evrywhere, and Minnesotans have to pay ALL of the bill. \ud83d\udc47\ud83c\udffb RT URL","gold_label":4}
231
+ {"text":"I'm bout to slap the df out this bitch ass Nigga","gold_label":1}
232
+ {"text":"@user Exercising Black Privilege. They're only race in the world that had another race build them shit they couldn't possibly build for themselves even over the next 1000 years \u2014 FOR FREE \u2014 & then simply replace it when they get triggered & burn it. Old habits die hard. So will they","gold_label":1}
233
+ {"text":"@user @user @user @user \ud83d\ude02\ud83e\udd23\ud83d\ude02\ud83e\udd23\ud83d\ude02\ud83e\udd23 bitch or else what..? you're gonna become increasingly angered and uncomfortable with my tweets and maybe say some mean things to me..? recruit your buckethead ass friends to join..? nigga YOU shut the fuck up, ol slippery spine ass nigga.. eat several dicks.. \ud83d\ude02\ud83d\ude02\ud83d\ude02","gold_label":1}
234
+ {"text":"It's fair game once you disrespect me fuck her ass \ud83d\udc85\ud83c\udffc","gold_label":0}
235
+ {"text":"Fuck a bitch","gold_label":0}
236
+ {"text":"genuinely fuck this dumbass bitch","gold_label":0}
237
+ {"text":"isis girls be like \"I'm gonna blow their whole army\"","gold_label":3}
238
+ {"text":"I'm convinced this generation is filled with soft ass bitches \ud83d\ude12","gold_label":6}
239
+ {"text":"@user I have seen this at many tRUmp rallies, it's not unusual. These crazies are KKK, white Supremist, Ekkklangelicals, KKKristians. None are actual Christians of any kind, but are FAKE Christians that actually worship tRUmp the dictator. They are brimming full of HATE for almost all.","gold_label":3}
240
+ {"text":"Bitches piss me off thot ass hoes","gold_label":0}
241
+ {"text":"inshallah all zionists rot in hell","gold_label":3}
242
+ {"text":"@TomCottonAR @TulsiGabbard @RepGallagher @AOC @Liz_Cheney Go away AOC. Nobody wants you around, you and your squad who think America is garbage and love isis and the taliban. Leave America. GOODBYE.","gold_label":4}
243
+ {"text":"So I'm a simple minded ass bitch cause I said no \ud83d\ude2d yeah you're the type of nigga we need to eradicate from the earth. Y'all the type to rape just cause women wear skirts..","gold_label":1}
244
+ {"text":"America is a trash country and has been for years. The rate at which it's getting worse is scary and I wish the world would just end already","gold_label":4}
245
+ {"text":"I'll slap the fucc out you nigga URL","gold_label":1}
246
+ {"text":"@user Your the little fucking bitch too pussy to say anything to anyone in person instead you fucking tweet it on twitter like a little fucking kid would. Who's the retarded one now?","gold_label":0}
247
+ {"text":"Salty ass women are bottom barrel","gold_label":0}
248
+ {"text":"@user @user Fuck you you disgusting dung eating African. We fucking wash. Talk like this to my face you backwards cunt. Fuck you. Get the fuck out of Europe","gold_label":1}
249
+ {"text":"\ud83d\udcf7 exposingwhitefaggots: Faggot Paul Girvan pig faggot here looking to be used and abused by you and... URL","gold_label":2}
250
+ {"text":"you going to hell fr bitch","gold_label":0}
251
+ {"text":"If we are what we attract, ask ursef why you dont have higher elevated ppl in your life instead of illiterate niggas with no vision.","gold_label":1}
252
+ {"text":"@user Those dumb ass niggas","gold_label":1}
253
+ {"text":"Can all women of this country make a pact and not have sex with men. And if they force themselves. Rip their dick off and staple it to their forehead with a fuck you note and send them to Alabama","gold_label":0}
254
+ {"text":"@user @user @BBCNews BBC that is vile and disgusting. How the fuck dare you! You yellow belly ignorant people. You country deserves to be conquered by Muslims. We should have let you be beaten by the Germans instead of sacrificing our young American men for you ungrateful and stupid people.","gold_label":4}
255
+ {"text":"Wouldn't get tired of kicking that bint with the purple hairs head in. Annoying cunt URL","gold_label":0}
256
+ {"text":"This cute \ud83d\ude2d they probably fuck niggas together","gold_label":1}
257
+ {"text":"@people Bitch is going to lie!!! She must need money or graving attention, she only wants to be in the lime light again. Go away you murderer!!! BURN IN HELL!!!","gold_label":0}
258
+ {"text":"@user @user @SenSchumer @SpeakerPelosi @SenGillibrand @RepPaulTonko It is Worse than people think. An illegal alien tried to kidnap me in San Diego. They commit MOST of the crimes. They are the majority of our prison population for murders, rapes, violence, MS-13 gang violence, pedophilia, sex trafficking, drug dealings, thefts, robberies, FRAUD","gold_label":4}
259
+ {"text":"@user Youre literally mentally retarted you fucking light spic","gold_label":1}
260
+ {"text":"Lol when straights get mad. Suck my ass, peasants","gold_label":2}
261
+ {"text":"@user Dear crazy ass lunatic Canadian bitch, worry about you're own country and Shut The Fuck Up!!!","gold_label":4}
262
+ {"text":"Diseases humans carry from having sex all the time with eachother and not planting food tree. Anemia. Eats meat and bread says fuck Europe Hemophila - cunt, whore, no love for anyone whore Sickle-Cell Anemia C - blood shaped as C's, nig ger, instead of lines Fucks all the time","gold_label":1}
263
+ {"text":"Men are ugly and deserve to die","gold_label":0}
264
+ {"text":"bitches not even lesbians in mississippi. fake ass lesbians. bitches suck more dick than a prostitute. \ud83d\ude12\ud83d\ude02","gold_label":2}
265
+ {"text":"choke her while you fuck URL","gold_label":0}
266
+ {"text":"i hate dumb bitches URL","gold_label":0}
267
+ {"text":"You know what I want to see, Kitten. You squirmed on the bed, while you forced the plug up your ass. You bit the pillow while the plug stretched your tight ass open. Now your ass is plugged. Finger your pussy until you cum, while I fuck your warm wet mouth! Swallow my cum, slut! URL","gold_label":0}
268
+ {"text":"A new low for India with jihadi like @RanaAyyub as citizen of India. You allowed her instead of throwing her in garbage. #ModiSarkaar2 #IndiaKaGame #SwearingInCeremony #PrimeMinisterOfIndia","gold_label":0}
269
+ {"text":"nigga i ordered a pizza online from dominos and selected ranch these niggas put the ranch on the pizza instead of tomato sauce i just called in a bomb threat to they store","gold_label":1}
270
+ {"text":"@RanaAyyub Hey only because ur prophet was a pedophile. Doesn't mean that Muslim men should follow lead. You people are such inbred terrorists and represent everything bad from India to Europe to America. Wherever u guys go u spread ur stink.","gold_label":3}
271
+ {"text":"You niggas be some whole hoes out here .","gold_label":1}
272
+ {"text":"This is what the black man is used for nowadays? Breeding like a fucking animal you bitches disgust me \ud83e\udd2e\ud83e\udd2e\ud83e\udd2e","gold_label":1}
273
+ {"text":"Lame ass niggas cant run 1on1's cuz they pussy","gold_label":1}
274
+ {"text":"Fuck Area 51, Go raid them streets and clean up some trash niggas..","gold_label":1}
275
+ {"text":"Y'all females so stupid, y'all rather fuck with the plug and catch a felony, record, and get y'all kids taking from y'all . All behind a dumb ass nigga who can't even get a job at McDonald's sis ?\ud83d\ude02 dumbasses","gold_label":0}
276
+ {"text":"Deport the dog and his bitch wife and bitch daughter- they say they hate the USA so send em back to the shithole they came from.","gold_label":4}
277
+ {"text":"Human slug Stephen Miller wants to live in a country where you can say whatever you want about people of color and not be considered a racist while also labeling any criticism of the country as anti-American. Pour some salt on this slimy bitch. URL","gold_label":1}
278
+ {"text":"you're an absolute Autistic Cuck bucket","gold_label":5}
279
+ {"text":"man fuck i hope that bitch die! fuckkkk","gold_label":0}
280
+ {"text":"Suck my dick now bitch","gold_label":0}
281
+ {"text":"Find these dirty trifling hoes, smfh! Got this man set up and killed on his birthday! Burn these hoes! URL","gold_label":0}
282
+ {"text":"Send Ilhan back to Somalia.","gold_label":4}
283
+ {"text":"I can't wait to fuck your arse, make you my little slut ! #femdom #findom #sissy #BBR #beta #cuck URL","gold_label":2}
284
+ {"text":"fuck a bitch nigga and his bitch too","gold_label":1}
285
+ {"text":"BITCH GET A LIFE instead being racist piece of shit","gold_label":0}
286
+ {"text":"@user @user Shut up you fucking faggot","gold_label":2}
287
+ {"text":"This bitch is beyond retarded","gold_label":0}
288
+ {"text":"@user @user Add coal burner, and married to a cuck to your bio, you nasty, simian DNA sucking thot.","gold_label":0}
289
+ {"text":"@user maybe you should get your head out of your wifes pussy for a second and come to reality and see that some things u say are not true and need to get your facts straight you bible thumping dumb fuck take your bible and shove it up your candy ass prick","gold_label":3}
290
+ {"text":"You got the girl, you fucked the bitch, now all you do is fuckin ditch.","gold_label":0}
291
+ {"text":"@user @user @user bitch fuck you and your nipple you smelly bitch","gold_label":0}
292
+ {"text":"@user Seriously??! Two white male trump-supporting white supremacists kill 30 people, and you talk about immigration. You're a lying narcissistic hypocritical ignorant morally corrupt intellectually bankrupt dangerously mentally unstable MORON. #WorstPresidentinHistory","gold_label":5}
293
+ {"text":"@CoryBooker TURD ALERT (Islamic little POS)","gold_label":3}
294
+ {"text":"When are stupid bitches like this gone start going to jail?!! And register as sex offenders??? URL","gold_label":0}
295
+ {"text":"This ignorant Nigger","gold_label":1}
296
+ {"text":"@tehseenp Bastard liberals and seculars are hiding. The lowly vixen Barkha is hiding. Shehla Rashid the lowly b is hiding. Where arw the bitches with placards? These fashionable page 3 dogs and bitches should be guillotined first","gold_label":0}
297
+ {"text":"fuck a body count, you fuck white bitches?","gold_label":1}
298
+ {"text":"dead ass gotta start shooting niggas. period URL","gold_label":1}
299
+ {"text":"Honestly I'm so tired of these ugly white men killing innocent people just because they're unhappy in their own pasty ugly white skin. They should be put in cages fucking white devils.","gold_label":1}
300
+ {"text":"@user Dumb bitch hop off her dick","gold_label":0}
301
+ {"text":"His master's seed just shot deep within his pussy. You can always tell the reaction caused from the throbbing of Sir's cock as his warm thick load fills him. Faggots crave that pleasure. It's why they were born. URL","gold_label":2}
302
+ {"text":"We were attacked by Russia. We should strike back by ejecting all Russian diplomats, freeze all Russian bank accounts, withdraw our diplomats from Russia and eject all the pregnant Russian women in Florida that are coming here to give birth.","gold_label":4}
303
+ {"text":"@user All these darkies in the replies. Ain't nobody ask yall to post them burnt ass pics.","gold_label":1}
304
+ {"text":"No #alpha wants to fuck a hairy pussy, so #sissies shave and practice your hole so you have a nice little gape and he can fuck you bare with just some saliva! #sissy #sissyfication #sissyslut #anal #boipussy #shaved #sissyupskirt URL","gold_label":2}
305
+ {"text":"@IlhanMN How about you just pack your shit and go back home, you ungrateful piece of trash?? \ud83d\ude20 WE accepted you here. And now, you want us to be what you left???? Will not happen...you have no idea what spirit lies within the quiet - real Americans.","gold_label":4}
306
+ {"text":"@user Shut the fuck up you completely white privileged motherfuker with 9 followers who needs an ass beating","gold_label":1}
307
+ {"text":"Any bitch that run with what a nigga told her and not showed her is just as pitiful as the lying ass nigga! Then y'all broads be speaking ill on a bitch who don't give a fck about you because a nigga fed you dick and lies! \ud83e\udd26\ud83c\udffe\u200d\u2640\ufe0f\ud83d\ude02 EW THE GHETTO!","gold_label":0}
308
+ {"text":"Dirty ass, rat ass, hoe ass, slut ass, crusty add , dusty ass, dumpster juice ass,bottom of the barrel trash bag ass bitch","gold_label":0}
309
+ {"text":"I wanna choke your wife with my cock whilst you watch... #efdp #findom #transexual #paypig #cuck","gold_label":0}
310
+ {"text":"@user Stupid ass white boy go back to school and shoot something","gold_label":1}
311
+ {"text":"@user Just another POS fake Christian con man. These people are absolute scum.","gold_label":3}
312
+ {"text":"We Must Ban Islam Totally from Our Country, Destroy their Mosques & Deport them Back Home to the Desert!","gold_label":3}
313
+ {"text":"Latest dumbass, race baiting Tweet from the shaved scrotum! #CreepyPornLawyer #CPL","gold_label":0}
314
+ {"text":"@OmarAbdullah Not a surprise you want a mass massacre to happen n Indians to be killled by your brotherens. After all you are not a Indian. @user @user @user @user","gold_label":1}
315
+ {"text":"6K FOLLOWERS!! \ud83d\ude4c\ud83c\udffd Here I am about to stick my daddy dick deep inside some cheating slut who's boyfriend was at the gym \ud83d\ude0f\ud83d\ude08 Keep liking, retweeting, following.. Daddy loves you! X #hung #bbbh #rawislaw #top #bareback #dick #BigCocksDaily URL URL","gold_label":0}
316
+ {"text":"Niggas really thought they was finna be on they hot boy shi w futures EP but all y'all got was broken promises n missing us females. LMFAOOOOO fuckin losers. URL","gold_label":0}
317
+ {"text":"Wtf is wrong with these subhuman apes? Oh, I know. They're subhuman apes...","gold_label":1}
318
+ {"text":"Hey retards, if we just stop fucking each other, cancer is done for... retards","gold_label":5}
319
+ {"text":"@user Intolerance is for the self-loathing. There are only two types of priests: Pedophiles and pedophile enablers. 2,000+ years of evidence determines I'm right & you're wrong.","gold_label":3}
320
+ {"text":"bitch ugly asf like wtf is to a mf\ud83e\udd23\ud83e\udd23","gold_label":0}
321
+ {"text":"That's the thing with bitches. They wanna act all mf kinds of ways. But they don't want or aren't prepared for what happens next.","gold_label":0}
322
+ {"text":"@user You mean all the racist evangelicals? Or the pedophile priests? Or perhaps you mean the rapist pastors? Oh, or the Christian politicians working to deny and prevent solutions to climate change? Yeah, we'd be WAY better off without your idea of \"godliness.\" \ud83d\ude24\ud83d\ude24\ud83d\ude24","gold_label":3}
323
+ {"text":"@user Nah fags are gay","gold_label":2}
324
+ {"text":"All u bitches do is get drunk and go get fucked by the niggas y'all complain about on here. Pitiful.","gold_label":0}
325
+ {"text":"I... HATE vagina feminism. Take your dumb sign saying \"ovaries before broveries\" and throw it in a big garbage fire of hell","gold_label":0}
326
+ {"text":"\ud83e\udd73 another bitch will when another bitch can't","gold_label":0}
327
+ {"text":"Omar Holding Secret Fundraisers With Islamic Groups Tied to Terror URL","gold_label":3}
328
+ {"text":"Hate when a bitch try to kome chill with u on her period like bitch stay home what u finna do over here with me ? I ain't got no snacks or no medicine for u lol first off we ain't even koo like Tht for you just to be chillin with me on yo period .. u ain't even pose to b outside","gold_label":0}
329
+ {"text":"I will really snuff a nigga DO NOT PLAY WITH ME","gold_label":1}
330
+ {"text":"Should they put this motherfuckerin' nigger under the goddamn jail? \"Reason First\" URL... URL","gold_label":1}
331
+ {"text":"The most disgusting aliens ever to hit the Earth, they are responsible for 500 years of slavery, genocides, apartheid, dispossession, separation, racism, discrimination, global warming, and more. URL","gold_label":1}
332
+ {"text":"@NRA @user Well of course.. what can you expect for my Islamic Muslim.. if they can destroy the NRA.. if they can convince our government to take away all of our weapons.. American citizens will be easier to slaughter.. that's all they dream about!.. Islam is a satanic ideology!","gold_label":3}
333
+ {"text":"Look at the useless limp clit on that bitch. Better get used to getting it deep slutboy, not much else you could do, you were born to serve so moan all you want cause this is your life now. When he's done with you stay put..many more queuing to breed you URL","gold_label":0}
334
+ {"text":"Why are bitches going to grocery stores in they bra and panties terrorizing the customers???","gold_label":0}
335
+ {"text":"Good God! Wait a few more years and goats will be butchered in every front yard, in every apartment balcony. All in accordance with Islamic Law.","gold_label":3}
336
+ {"text":"@user Organized religion is evil, breeds evil preachers\/priests\/pastors who steal your tithe to feather their nest, rape the kids and avoid taxes. In this case a luxury jet.","gold_label":3}
337
+ {"text":"@user Your pussy is trash BITCH!","gold_label":0}
338
+ {"text":"Ladies if y'all would jus stop being immature and jus swallow y'all wouldn't have to worry about abortions. Eat them kids.","gold_label":0}
339
+ {"text":"Death to all white supremacist is the least they deserve.","gold_label":1}
340
+ {"text":"@user @user Shut up poopoo ass nig","gold_label":1}
341
+ {"text":"U moron, till date there's not a thing invented by a #Peaceful Muslim. Get that in ur head. Plagiarism n copy paste is what ur inbred cult knows. Live with it.","gold_label":3}
342
+ {"text":"bitch fuck you and yo stupid ass nigga","gold_label":1}
343
+ {"text":"@user @starsandstripes \ud83e\udd23\ud83e\udd23\ud83e\udd23You should try being more creative in trying to hurl insults, somewhat childish and very low IQ. Maybe you're the rascist POS\ud83e\udd23","gold_label":1}
344
+ {"text":"@user Fuck off ya big faggot","gold_label":2}
345
+ {"text":"You got to be fucking kidding me! To the Indians who treat anyone like this, Allah has something planned for all of u in jahanam. InshAllah you'll get what you deserve in the after life. Screw all of u, I spit on u people.","gold_label":1}
346
+ {"text":"\"if you don't believe in Jesus I'm going to stab you in the face\". URL","gold_label":3}
347
+ {"text":"@user go back to your strip mall you dipshit\/ & take your fucking fake privilege with you! Privilege to enforce your stillborn religious garbage on others? Put it in park and pull the trigger. URL","gold_label":3}
348
+ {"text":"@thekillakay_ I just wanna know what this nigga brain shaped like","gold_label":1}
349
+ {"text":"da baby said \"i told my bitch i'm faithful but i still got the hoes\" know you niggas felt that \ud83e\udd23","gold_label":0}
350
+ {"text":"FUCK MY MILF CUNT! IMPREGNATE ME WITH YOUR BBC BABY BATTER! I CAN'T STAND THESE WHITE SHRIMPDICKS ANYMORE! PLEASE, DESTROY ME!!! URL","gold_label":1}
351
+ {"text":"Everybody knows, you Lul bitch that you a whore lil bitch","gold_label":0}
352
+ {"text":"Very natural. Look how small and useless the faggot's nub is. Now look at the MAN'S. No comparison. This is why men fuck. Men have dicks. Faggots have pussys. URL","gold_label":2}
353
+ {"text":"instead of killing americans just kill brown kids instead URL","gold_label":1}
354
+ {"text":"The most annoying people ever !! Like I hate the ones who overdue it likeeee bitch you sneaking a Nigga in too; fuck out my face !!! URL","gold_label":1}
355
+ {"text":"@user Meanwhile 100K illegals coming here a month ha ha ha San Fran HUMAN feces all over the streets, addicts shooting up in the streets, needles everywhere A cop just caught Typhus now police demanding LA be cleaned up YOUR DEM UTOPIA","gold_label":1}
356
+ {"text":"@user @user @AOC Another fake ass Christian piece of shit. Rape apologizing motherfucker.","gold_label":3}
357
+ {"text":"those people who commit mass shootings are just retards and maniacs who get a pass because they white. They just like the stupid dude from The Human Centipede 2, a copycat dummy with a stupid soul and a burned up brain.","gold_label":1}
358
+ {"text":"(Acts 29:224) BABIES of God being destroyed by the white devil's \"Christian religious\" sect species of wicked humanity on this world, the pedophile perverted \"Christian\" demon worshipers of this world, and either they rape the babies or murder them off, or both, the ways of","gold_label":3}
359
+ {"text":"If you have a tiny pathetic cock you MAY as well supply me with endless laughs. I'll pity you, giggle at you, and make you WISH you were manly enough to fuck me, haha stupid little bitch. #findom #findomme URL","gold_label":0}
360
+ {"text":"imma just start telling the boys at my school that i fucked their bitch and watch as the mayhem unfolds","gold_label":0}
361
+ {"text":"I'm counting down to shutting my Twitter for good, I've had enough of this homosexuals and lesbians bullshit.... These psychos tryna make God rain fire on us all and bring doomsday closer when I'm not yet married. Fuckin psychos","gold_label":2}
362
+ {"text":"Alright bitch, now suck this cock URL","gold_label":0}
363
+ {"text":"I would shove my dick so far deep in your pussy it would bust through the tectonic plates of the earth and appear in a North African village where I would then shove my dick in the eye cavity of every female above the age of 14 with no mercy until the point of paralysis.","gold_label":0}
364
+ {"text":"Skip breakfast and send to YOUR alpha instead \ud83d\ude0b your pathetic ass can't help but worship the both of us. #findom #fincuck #cuck #cuckold #sissy #femdom #findomme #forcedbi #joi #bbc","gold_label":2}
365
+ {"text":"Imma Need For you Bitches to stop giving these niggas some Pussy Maybe they will take care of they kids more \ud83e\udd74","gold_label":0}
366
+ {"text":"@TomiLahren She is more accomplished than you can ever hope to be and you can't stand it. Your Nazi ass can't stand that a brown woman is smart and successful and you're nothing but trash.","gold_label":1}
367
+ {"text":"Women are trash. URL","gold_label":0}
368
+ {"text":"@user Ugh what faggot! So extra!","gold_label":2}
369
+ {"text":"@user @user @user @user @user @user @user @user @user Suck on those tits and proceed to titfuck you and cum on you afterwards","gold_label":0}
370
+ {"text":"i can't wait to be strapped, try me bitch i fuckin DARE YOU i'm so sick of filthy ass men","gold_label":0}
371
+ {"text":"I can't even TRY to put myself in the same mindset of this dumb ass stupid ass 2 braincell ass bitch URL","gold_label":0}
372
+ {"text":"some of you bitches r so ugly towards other women i hope you die alone","gold_label":0}
373
+ {"text":"another dumb bitch ratio","gold_label":0}
374
+ {"text":"yo boyfriend a bitch, he shoulda been a dyke.","gold_label":0}
375
+ {"text":"@user Faggots","gold_label":2}
376
+ {"text":"Tell your bitch I said fuck u","gold_label":0}
377
+ {"text":"@rooshv Allow you you spunktrumpet! Islam is a backward homophobic paedophilic misogynistic cult invented 1600 years ago by a drunk nonce\ud83d\udc4d\ud83c\udffb. Happy to help","gold_label":3}
378
+ {"text":"You get em girl. Fuck his little white ass. This is what Mohammad died for.","gold_label":1}
379
+ {"text":"Em is sucha stupid lesbian like ew stop, ur uglyass shouldn't even be on my tl. Ur so full of yourself, get a job and kill yourself u uglyass bitch","gold_label":2}
380
+ {"text":"@gaywonk You piece of fucking shit. You are stopping freedom of speech, fuck you. Gay shit.","gold_label":2}
381
+ {"text":"I'd love to do the same to this stupid bitch. fucking makes me sick.","gold_label":0}
382
+ {"text":"Fuck that nigga.","gold_label":1}
383
+ {"text":"@user Than move out motherfucker, go to Germany where you can take a dick in the asson the streeets,,....","gold_label":4}
384
+ {"text":"@user @RealCandaceO Why illegal aliens? You morons do a pretty good job of killing each other. #buildthatfuckingwall","gold_label":4}
385
+ {"text":"fuck israel fuck israel FUCK ISRAEL URL","gold_label":4}
386
+ {"text":"She's a fucking NIGGER!","gold_label":1}
387
+ {"text":"Jesus Christ was a hippy socialist pussy wino beta cuck snowflake homo libtard SJW crybaby... ..or at least that's what Trump Voters and the GOP would be calling Him if He were alive today. Through the bars of his cell, of course. On Death Row. By experimental lethal injection. URL","gold_label":3}
388
+ {"text":"3:25 am and w407 can't keep his retarded kid shut up. You fucking hate mongering niggers. Get a job Fatima. You're such a #loser for having this thug's kid. URL","gold_label":1}
389
+ {"text":"Men are fucking trash. Useless disgusting pieces of shit.","gold_label":0}
390
+ {"text":"PTI must take Karachittes out on roads to kick out these inhuman pieces of gutter shit. URL","gold_label":1}
391
+ {"text":"@user @user @geertwilderspvv @YRDeshmukh Ok MR refugee Endian hindu will fuck your Muslim sis and mother and you will be silent but we will not silent we will as from himdu cow urine drinker about Kashmiri ,khalistan,and endian muslims","gold_label":3}
392
+ {"text":"All you bitches can suck my dick fr. No funny","gold_label":0}
393
+ {"text":"You dumb fucking bitch. Drop an address so I can rock your shit and spit in your fucking face. URL","gold_label":0}
394
+ {"text":"it was there for 2 years. 2 whole years. every day i hate men even more. fucking trash. im URL","gold_label":0}
395
+ {"text":"@user You ugly as hell so I'm not gon argue with you. Rat face ass \ud83d\ude2d. Yo slut ass mama should've swallowed \ud83d\ude29 URL","gold_label":1}
396
+ {"text":"Man fuck these bitches","gold_label":0}
397
+ {"text":"i wanna fuck someone until they're sobbing and shaking, begging for me to fuck them harder... poor pathetic slut wouldn't know when to stop, poor dumb whore wouldn't ever want me to stop.","gold_label":0}
398
+ {"text":"i hate the way you niggas think bruh, y'all selfish asfff","gold_label":1}
399
+ {"text":"The Muslims won through postal ballot fraud. It's what they do best. Destroy democracy and create the chaos they have left behind in the shit holes they came from.","gold_label":3}
400
+ {"text":"sad broken whore","gold_label":0}
401
+ {"text":"@user @user These hoes chime in every time their tiny little egos are bruised!\ud83d\ude02\ud83d\ude02","gold_label":0}
402
+ {"text":"Also, Fuck Gita, Fuck Pali Canon, Fuck Bible, Fuck Koran, Fuck all 'Holy' Scriptures. Nothing should be held sacred. As a wise man once said, Believe nothing no matter where you read it or who has said it, even if I've said it, unless it agrees with your own reason & common sense URL","gold_label":3}
403
+ {"text":"you all will suffer one day, you all will pay for it you big nose pig @Israel URL","gold_label":4}
404
+ {"text":"I think you're a raging colorist misogynoir trash. This is pure proof why light skins are no different than white women. Y'all really HATE dark skin girls. URL","gold_label":1}
405
+ {"text":"most emo fucking faggot i know . complete idiot","gold_label":2}
406
+ {"text":"\"Fuck a ay-rab\" \"congratulations You own oils in the pakistans bitch\" \ud83d\ude02\ud83d\ude02\ud83d\ude02 american beyond dumb URL","gold_label":1}
407
+ {"text":"Why are women retards? Why don't they know they're retards? Fuck you","gold_label":0}
408
+ {"text":"You goofy ass niggas be hanging wit niggas who don't take care of their kids","gold_label":1}
409
+ {"text":"This girl keeps playing games done with her shit snip snip hoe","gold_label":0}
410
+ {"text":"Niggas is really pussy. They are truly pussy.","gold_label":1}
411
+ {"text":"The only way to breed a dumb whore is by pounding deep on her little pussy. URL","gold_label":0}
412
+ {"text":"@user @user Go fuck ur self fag","gold_label":2}
413
+ {"text":"Donald Trump junior looks like if white privilege fucked a klan hood","gold_label":1}
414
+ {"text":"Hope that little cunt gets nonced.","gold_label":0}
415
+ {"text":"This rich faggot was kidnapped for a ransom. Until the money is arranged by his family why not use his faggy hole. The faggot has no objection. I bet he is loving every minute of it & he will hope the kidnapping time will take longer! URL","gold_label":2}
416
+ {"text":"I love cuckold. I genuinely believe that My alpha is an intelligent, handsome, and dominant older man worthy of praise & worship. I love telling cucks REAL stories of our love making and dirty sex. Most \"Alphas\" on here make Me cringe \ud83e\udd74 SO glad I have a bearded mountain man. URL","gold_label":0}
417
+ {"text":"Next nigga make me mad I'm beating they ass omm.","gold_label":1}
data/tweet_hate/train.jsonl ADDED
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1
+ {"text":"I'm pretty sure white GOP voters vote for white GOP candidates because white GOP voters is skeert that if blacks and browns and poors ever get power the blacks and browns and poors gonna treat whites as bad as whites bin treating alla them for 300 plus years.","gold_label":1}
2
+ {"text":"throw the whole religion away","gold_label":3}
3
+ {"text":"H8tful: Kemi sucks bro, entitled bitch David: You said Kemi? Bougie ass bitch, hella stuck up. She had the audacity to flirt with me. ME!!! Also y'all want me to do the dishes? #BB21 URL","gold_label":0}
4
+ {"text":"u niggas are fuckin nuts, put the guns down & get a job.","gold_label":1}
5
+ {"text":"@user @user WELL DANG, LILY, OMAR IS A RAT FACED TERRORIST LIAR AND SUPPORTER, I GOT YORE BACK DARLIN! HEY ALL YOU MUZZIES, EAT A BACON SANDWICH, AND WASH IT DOWN WITH PIG'S BLOOD! URL","gold_label":3}
6
+ {"text":"@user @khloekardashian Yea why don't you just find another dick to suck. It shouldn't be too hard to find. Just shut the fuck up and continue being the whore that you are.","gold_label":0}
7
+ {"text":"Dumb ass bald headed ass nigga","gold_label":1}
8
+ {"text":"Yea this Bitch dumb sick in the head","gold_label":0}
9
+ {"text":"I hate this bitch ass nigga","gold_label":1}
10
+ {"text":"I'm about to find this bitch and spit on her wtf","gold_label":0}
11
+ {"text":"@DanPatrick you are a sad lying sack of shit, Fuck you and your king @user Like fuck both you and your thoughts and prayers, Dumb bags of racist white supremecist pieces of shit.","gold_label":1}
12
+ {"text":"Literally nothing has changed since I was the CHILD being ogled by adult men. Nothing. The conversations we're having aren't working. So dudes who want to profess your non-asshole traits? Choke a motherfucker out the next time you see him leering at a goddamn child.","gold_label":0}
13
+ {"text":"Smh disgusting. Corrupted females. Brain washed idiotic women who create babies and pass down those hateful toxic traits. I can't stand y'all in this dimension. I seriously can't. URL","gold_label":0}
14
+ {"text":"The White Racist Lying piece of Shit Donald Jackass Trump keep on destroying our country with his RACIST remarks and making easy for all the Bigots to show their Hate. We must VOTE nun White and get the wannabe \"Hitler\" out office.","gold_label":1}
15
+ {"text":"black male: fuck white people gay fr white male: shut up slave black male: wtf is ur problem? white male: i'm sorry. i shouldn't have responded so tasteless. black male: my own ignorance is at fault as well. k pop stan: Jungkook Kung Pow's fUckiNg SMILE KAJKSKSKDKDJSKSKAJKAJ","gold_label":1}
16
+ {"text":"Next, after you finish cleaning my ass, i want you to suck his dick, honey.... Ok? You will do that for me, right? #cuckhumiliation #cuckold URL","gold_label":0}
17
+ {"text":"Niggers are ruining this country","gold_label":1}
18
+ {"text":"@user Did I said her pussy! see you need to go read a fucking book! Fucking dumb ass. Small dick niggas can't think'","gold_label":1}
19
+ {"text":"Stomp that nigga into his grave","gold_label":1}
20
+ {"text":"No way cunts like this exist lmao kys","gold_label":0}
21
+ {"text":"real amateur intense anal fuck , she crying about hurt ass <<retweet>> URL @user @user @user @user @user @user @user @letagparfait @user @user @user @user URL","gold_label":0}
22
+ {"text":"Deport them! They only bring havoc to our countries.","gold_label":4}
23
+ {"text":"Cunts piss the fuck out of you and expects you speak normally afterwards, fuck you that's so fake","gold_label":0}
24
+ {"text":"Your wife is a #fatass #blonde #bitch who takes monster #bbc #anal and #asstomouth #cuminmouth URL","gold_label":0}
25
+ {"text":"Hire some help. Get rid of these niggas","gold_label":1}
26
+ {"text":"@user Fucking paki cunt. You my manz look like the robot from SharkBoy and Lava Girl DREAM DREAM DREAM DREAM DREAM DREAM \ud83d\ude34\ud83d\ude34 URL","gold_label":4}
27
+ {"text":"\"When was America great 4 u, u little white boy mother F\u2014Er\" Cameras \ud83d\udcf7 suck. In the good old days, you'd get your teeth handed 2u 4 that shit. #Drats have trained these wild animals 2 run amok against civilized ppl. #Degenerates #Trump2020Landslide URL","gold_label":1}
28
+ {"text":"Omar is a trash radical moooslem terrorist. Send that bxxch back!","gold_label":3}
29
+ {"text":"\"Mexico is sending us their drugs, their, criminals, their rapists.\" I'll take it over these psychopath pussy ass small dicked white dudes shooting innocent people.","gold_label":1}
30
+ {"text":"I hope this bitch asss nigga calls me so I call start trippin on his ass","gold_label":1}
31
+ {"text":"I can't stand a weak ass bitch ! Ugh y'all disgust me. Boss up lil whore","gold_label":0}
32
+ {"text":"im gonna throw up fr i wnna cut off their d*cks. once again I HATE MEN . stupid sick creatures","gold_label":0}
33
+ {"text":"Hey folks, yo #mama is so #BLM , she shoplifts #samples from stores!","gold_label":1}
34
+ {"text":"Time to reinstitute this act and deport all sharia abiding muslims from America. URL","gold_label":3}
35
+ {"text":"America is so fucked up dude what the fuck","gold_label":4}
36
+ {"text":"BITCHES JUST TRY AND USE YOU FOR WHATEVER THEY CAN","gold_label":0}
37
+ {"text":"Give a bitch some money to get her nails done she'll probably go beat the next nigga dick with em lol \ud83d\uddd1","gold_label":0}
38
+ {"text":"He's the biggest terrorist in India \ud83c\uddee\ud83c\uddf3 fucking piece of shit shame on you you kill innocent people in Kashmir Go drink cow \ud83d\udc04 piss that's ur mother and go eat your mamas pussy to Son of a bitch URL","gold_label":1}
39
+ {"text":"Don't ask my why ion trust niggas , watched em hurt a bitch that ain do nun to em","gold_label":1}
40
+ {"text":"Of course he did it. Another rage filled inept man. Taking out his inadequacies on women & children. He should be shot.","gold_label":0}
41
+ {"text":"@ourrachblogs Good morning. Oh and burn the fags \ud83d\udd25\ud83d\ude05","gold_label":2}
42
+ {"text":"@user Unhinged Muslims totally out of control. They all need to be deported back to Middle East, the borders needs to be sealed, so they never get out of their homeland. Let them kill each other. The world will better place .","gold_label":3}
43
+ {"text":"@user You are fucked up fucking white trash","gold_label":1}
44
+ {"text":"Even tho it doesnt say anywhere in the bible that gays are bad but hey, religion and its retarded extremeist followers like this child molester are the reason why hatred is still around. If you'd put your dick back in your pants and out of little children,","gold_label":3}
45
+ {"text":"Nothin I hate more than a broke hoe with a rich mouth","gold_label":0}
46
+ {"text":"Females are the most disgusting human beings on this planet.","gold_label":0}
47
+ {"text":"You niggas are really some fucking LOSERS it's sickening URL","gold_label":1}
48
+ {"text":"after the ass beating yu racist mfs finna receive I promise imma make you wanna hate me a lil extra n wanna send my brown ass back to \"my country\"\ud83e\udd37\u200d\u2642\ufe0f VIVA LA RAZA CABRONES !!!","gold_label":1}
49
+ {"text":"Man iont give a fuck bout no hoe fuck you bitch fuck a hoe","gold_label":0}
50
+ {"text":"Molly is thinking \"nigger\" in her head.","gold_label":1}
51
+ {"text":"@hasanthehun @andrewklavan @realDailyWire Israel should be blown off the map within 14 minutes by a cum tsunami","gold_label":4}
52
+ {"text":"Got her tits out in a park full of kids, Imagine a man did this, get her locked up and on the register URL","gold_label":0}
53
+ {"text":"Stupid BITCH","gold_label":0}
54
+ {"text":"this sluts lips need to be wrapped around a cock URL","gold_label":0}
55
+ {"text":"\"Humanity would sink into eternal darkness, it would fall into a dull and primitive state, were the jews to win this war.\" - Joseph Goebbels URL","gold_label":3}
56
+ {"text":"Had to unfollow this pretty girl because she's a dumb bitch","gold_label":0}
57
+ {"text":"What a dumb bitch URL","gold_label":0}
58
+ {"text":"@GavinNewsom ILLEGAL ALIENS ARE \" NOT\" AMERICANS!!! \ud83d\ude10 WHY DON'T YOU HEL THE ILLEGALS OUT OF YOUR OWN PRIVATE FUNDS' ASSHOLE!!!","gold_label":4}
59
+ {"text":"- id still slap a bitch if she disrespect, but ain't no wibe still \ud83d\ude15.. URL","gold_label":0}
60
+ {"text":"Hope this bitch get her ass beat","gold_label":0}
61
+ {"text":"I'd rather throw a coconut at these niggas heads, next","gold_label":1}
62
+ {"text":"@gaywonk @YouTube Yo faggot quit whining. Just because someone is mean to you it does int mean that you have the right to destroy their means of living. Go suck a dick","gold_label":2}
63
+ {"text":"You're helpless, while you're locked in that steel bondage device. The fucking machine will slowly pump the dildo in your pussy. The machine will fuck you faster each time I want you to cum. While the machine fucks your pussy I'll fist your ass and pull your hair to make you cum. URL","gold_label":0}
64
+ {"text":"@user Because Islam is forbidden to abort a child which will inturn flood the world with Islam ! He is helping them breed us out the treasonous bastard !","gold_label":3}
65
+ {"text":"a) chop their dxcks off. instantly b) women: punch him in their balls and then break their noses. ill pay for anything that comes after. fxck these nasty ass dirty ass mafxckers.","gold_label":0}
66
+ {"text":"@user faggots jumping them deserves cancer","gold_label":2}
67
+ {"text":"@politico I can't wait until the dialogue is about something more than these grab em by the pussy, likes em on the younger side, I can't be alone with any other woman, self-righteous monkeys. They rule. They dominate. Oh the high and mighty. They've made hookers outa everybody.","gold_label":2}
68
+ {"text":"All my Facebook ads are like \"Hey FAG, want some fucking underwear, you great big homo?\"","gold_label":2}
69
+ {"text":"Kmt you psycho females tryna take my seed, I'm a servant of the LORD, LEAVE ME ALONE! \ud83d\ude02\ud83d\ude02\ud83d\ude02\ud83d\ude02 URL","gold_label":0}
70
+ {"text":"dumbass homophobic whores","gold_label":2}
71
+ {"text":"you know whats annoying? feminists who feel its needed to go to the extent of creating massive double standards and screwing over men then calling the men sexist cunts for trying to defend themselves HOES MAD","gold_label":0}
72
+ {"text":"Just saw a nigga with a fat ass coat on I just ran I jus knew he had a gun\ud83e\udd26\ud83c\udffd\u200d\u2642\ufe0f","gold_label":1}
73
+ {"text":"If I had a son and he turned out straight I'm sneaking into his room at night and showing him what good dick feel like \ud83d\udcaf","gold_label":2}
74
+ {"text":"Believe what he's saying . Muslims are out to destroy America in the name of their god . Clean up our Government before it's too late URL","gold_label":3}
75
+ {"text":"You can't turn a hoe into a house wife hoes don't act right -Luda","gold_label":0}
76
+ {"text":"U know dem fuck niggas hate. Hate to see young niggas make it","gold_label":1}
77
+ {"text":"@FBI @CIA fuck all of you gay faggot freemasons america is trash ran by fucking queers lol","gold_label":2}
78
+ {"text":"Barbarians produced by Islam who gang raped Girija Tikku and then her body axed into parts and thrown on road . So they deserve divine punishment for committing heinous crimes like genocide of Hindus .","gold_label":3}
79
+ {"text":"@user What an evil fucking bitch . Omg I hope they get her in prison and gets the fuck beaten out of her !","gold_label":0}
80
+ {"text":"You need your dumb little mouth stuffed with cock. Now. #FemDom #SissyTraining","gold_label":0}
81
+ {"text":"@user @user What a fuckin low life bitch of an idiot you are!! Heartless cunt!! \ud83d\udd95\ud83c\udffe","gold_label":0}
82
+ {"text":"THE ISLAMIST COMMUNIST BABY KILLERS SHOULD HAVE GONE AHEAD WITH IT JUST TO BE DEFEATED AND BECOME THE JOKE OF THE COUNTRY AND THE WORLD MORE THAN THEY ALREADY ARE... URL","gold_label":3}
83
+ {"text":"Is it any wonder? Your weak, your useless! The only thing even making me keep you is your ability to make me cum! Heh I enjoy flooding your holes and will never stop! Now take another one slut! URL","gold_label":0}
84
+ {"text":"Cow piss drinking Hindus \ud83d\ude24\ud83d\ude24. Burn all these fuckers alive so they can go back to their 100 gods fucking pieces of shits","gold_label":3}
85
+ {"text":"Y'all niggas act like a bag of bitches","gold_label":1}
86
+ {"text":"Fire the hell out them niggas","gold_label":1}
87
+ {"text":"@user touch my cock and balls and you'll get a forced lobotomy, dumb cunt","gold_label":0}
88
+ {"text":"These lil niggas is ugly","gold_label":1}
89
+ {"text":"I'm definitely NOT saying \"send her back\", but I AM saying that if #IlhanOmar expects people to treat her immigrant group with compassion and respect, why can't we expect and demand that she do the same for other minority groups? #IStandWithPresTrump URL","gold_label":4}
90
+ {"text":"Both you bitches suck smfh","gold_label":0}
91
+ {"text":"@user bitch u a bitch u a bitch u a bitch u ah.. bitch. lmao. just a flat out bitch.","gold_label":0}
92
+ {"text":"@user Shut up nigger","gold_label":1}
93
+ {"text":"Get a load of this nigger. URL","gold_label":1}
94
+ {"text":"@user The last thing we need is mass importation of these animals to Canadian soil. Islam is CANCER to civilized countries\ud83e\udd37\u200d\u2642\ufe0f\ud83c\udde8\ud83c\udde6","gold_label":3}
95
+ {"text":"Just because a bitch pretty an thick, they think they can treat you any type of way or act any type of way, I'll fuck the shit out of a stuck up bitch then cut her off quick asf","gold_label":0}
96
+ {"text":"There's nothing i dislike more than a fake bitch and a dirty pussy \ud83d\ude45\ud83c\udffb\u200d\u2640\ufe0f","gold_label":0}
97
+ {"text":"Are you afraid of loneliness? \u2014 Shut the fuck up faggot URL","gold_label":2}
98
+ {"text":"OMG#Yet more evidence that the only so called democracy in the ME isn't so cuddly after all. When did Israeli settlers ever come in peace. Nothing more than vile racist supremacists.","gold_label":4}
99
+ {"text":"@user is such a kinky slut that she cant stop touching herself loving herself she has pierced nipples and pierced pussy check out URL URL","gold_label":0}
100
+ {"text":"Just redeemed myself. Dubbed all of those niggers' asses","gold_label":1}
101
+ {"text":"I wish I was a cop just to shoot you niggas","gold_label":1}
102
+ {"text":"Yes i slap a pussy nigga if he act out","gold_label":1}
103
+ {"text":"@user aww booboo - does the nasty woman intimidate your minuscule manhood? \ud83e\udd23\ud83e\udd23\ud83e\udd23\ud83e\udd23","gold_label":0}
104
+ {"text":"filthy gay fucks URL","gold_label":2}
105
+ {"text":"EW UGLY BITCH","gold_label":0}
106
+ {"text":"@user That b\u00a1tch should be in prison FR","gold_label":0}
107
+ {"text":"You love being daddy's little cock slut don't you so once you are back home from school daddy is going to use you like the pathetic whore that you are making you gag on my cock before I get to use your other holes URL","gold_label":0}
108
+ {"text":"If your bitch does not know how to turn of the grill she a hoe","gold_label":0}
109
+ {"text":"I hate females like that tho you wait till he dead to appear naw crawl back in that thirsty hoe hole you came out of tf","gold_label":0}
110
+ {"text":"@user @user @_TJWatt too bad that bottle didn't explode through your skull and either take your eye out or just fucking kill you for being a beta cuck faggot","gold_label":2}
111
+ {"text":"GOD DAMN NIGGERS GETTING IN THE WAY OF THEM DAMN BULLETS","gold_label":1}
112
+ {"text":"@user Because theyre stupid fucking trailer trash. And they give white people like me a bad name","gold_label":1}
113
+ {"text":"do *****fags think were retarded?? lmao we got somethin planned dont worry #commiesrevenge","gold_label":2}
114
+ {"text":"These Niggas Suck.","gold_label":1}
115
+ {"text":"\"If you do all three I might appear next in front of you~\" \ud83d\udcac to fuck her tits \u2764\ufe0f to fuck her pussy \ud83d\udd01 to fuck her ass \u2764\ufe0f+\ud83d\udd01 to breed her and break her mind making her your slave #STOLEN URL","gold_label":0}
116
+ {"text":"Get that money fuck them niggas I finesse him and run off on his ass","gold_label":1}
117
+ {"text":"i wanna smack the shit out of this bitch so bad URL","gold_label":0}
118
+ {"text":"FUCK THIS LADY","gold_label":0}
119
+ {"text":"@user faggot","gold_label":2}
120
+ {"text":"Fundamentalist Islamic extremist \"leaders\" wanna call everything \"haram\" like celebrating birthdays and listening to rap b\/c \"the prophet didn't do it\" well if you wanna live like him then quit driving your fuckin BMWs and living in mansions- ride a fuckin camel and live in a hut","gold_label":3}
121
+ {"text":"And Ima spit on ya granny dumbass bitch","gold_label":6}
122
+ {"text":"your pussy probably dry bitch bye","gold_label":0}
123
+ {"text":"Fuck up, your a THOT to dumb bitch.","gold_label":0}
124
+ {"text":"Your masculinity left you once you started sucking dick on command.","gold_label":2}
125
+ {"text":"@BBCNews Ya crack em. Chase em out. Knock em down. Be right brutal. Confiscate passports. Lock em in nasty cells long enough to mess up their jobs. Serious high bail. No mercy. Make it so they don't dare show up. Nobody wants them. Bunch of idiot losers.","gold_label":4}
126
+ {"text":"The Jews are the canary in the coal mine for the Western civilization that the Left wishes to demolish URL URL","gold_label":3}
127
+ {"text":"Who wants to start a fight? I'll start, I call gays fags","gold_label":2}
128
+ {"text":"@user Nigga drinkin from a water fountain\ud83d\ude02","gold_label":1}
129
+ {"text":"@user @user Somalia must be a giant shithole why do we take in this trash","gold_label":4}
130
+ {"text":"@IlhanMN So? Muslims have decapitated, dismembered, suicide bombed places, shot, kidnapped, invaded, burned alive, thrown off roof, mutilated, enslaved others in the name of a religion for things such listening to music. Muslims are a bit extreme. Oh & there's #taqyya too soo...","gold_label":3}
131
+ {"text":"@user @user @user @user Get known retard","gold_label":5}
132
+ {"text":"I'll rather cut her off cus niggas kill bout hoes","gold_label":0}
133
+ {"text":"@ericswalwell Should the unborn be murdered and separated from his or her mother? Caring about illegals before the unborn. Vile pathetic pos. Put that baby down.","gold_label":4}
134
+ {"text":"@user @user faggots","gold_label":2}
135
+ {"text":"You know what to do faggots","gold_label":2}
136
+ {"text":"Hell is hot good luck fags","gold_label":2}
137
+ {"text":"Deport this corrupt jihadie breeder and Islam from America.","gold_label":3}
138
+ {"text":"A faggot is making lots of annoying noises while you are fucking him? No problem. Make him shut up. Cover his upper hole, or better stuff his hole with your finger & fist. Close his nostrils too. He can breathe from the cunt you are fucking. URL","gold_label":2}
139
+ {"text":"shut up beaner","gold_label":1}
140
+ {"text":"popsirens, popcrave, popalarms holy shit the faggots cant come up with something else","gold_label":2}
141
+ {"text":"I AM SO ANGRY RIGHT NOW THAT IF A GIRL CAME UP TO ME WITH ANAL BEADS IN HER ASS I'D START THAT BITCH LIKE A FUCKING LAWNMOWER","gold_label":0}
142
+ {"text":"@user We have to Exterminate all of these Islamist terrorists! Put them in the Mosques and burn them up on the Holly Aryan Knight's Iron Cross! Even millions! We are Aryans, we are Persians,.. Islam, Mosques and Qurans may burn in Hell! URL","gold_label":3}
143
+ {"text":"Bet you wish this phat ass was sitting on your pathetic loser face. $end #tribute while you stroke your tiny useless dick #findom #femdom #ass #facesitting #cuckhold #sissyboy #humliatrix #homewrecker #blackmail #420domme #spoiled #bratty #cuckhold #fincuck URL","gold_label":0}
144
+ {"text":"Go fuck yourself dumb bitch","gold_label":0}
145
+ {"text":"I can't stand stupid bitches who think they're smart. Just use your holes whore. That's all your worth.","gold_label":0}
146
+ {"text":"@user Americans have to be the dumbest form of life on this planet","gold_label":4}
147
+ {"text":"GET AWAY FROM THEM U STINKY BITCH URL","gold_label":0}
148
+ {"text":"i got ya bitch eating dick i make her swallow the cum","gold_label":0}
149
+ {"text":"@user @user @FortniteGame shut up faggot","gold_label":2}
150
+ {"text":"HEY Can you disgusting neanderthals stop typing with your dick in your hand and get some common fucking sense and stop sending nasty garbage to women on the internet? I will never fuck you and I most certainly do not want to hear about how you'd like to fuck me. VILE. URL","gold_label":0}
151
+ {"text":"It's a rotten country that causes A LOTTTTT of mental health deterioration. Its overall environment is both mentally AND physically toxic. Anyone who says it's the most beautiful country is: delusional, blindsided, and has no understanding of what the concept of oppression is. \ud83d\ude42 URL","gold_label":4}
152
+ {"text":"This girl is the nastiest skank bitch I've ever met. Do not trust her. She is a fugly slut. URL","gold_label":0}
153
+ {"text":"Y'all gas the ugliest niggas cause they're bodies are poppin \ud83d\ude02","gold_label":1}
154
+ {"text":"suck my dick stupid bitch","gold_label":0}
155
+ {"text":"@user That hoe suck","gold_label":0}
156
+ {"text":"Of course you do sissy DM for sissy training @user #BlowJobTraining #anal #crossdresser #domme #feminized #UKdomme #submit #SissyWhore #sissifcation #sissyfuck #sissyanal URL","gold_label":2}
157
+ {"text":"@user Suck tyrones dick you cuck","gold_label":2}
158
+ {"text":"@user @user @iHrithik So what ladies doesn't mean they will play women cards victim card nepo card shut ur filthy mouth go to hell or. In gutterchhaps lap sleep in her lap lick her ass she deserves only this kind of language bloody loosers hypocrite Ladies fuckin bitches both are\ud83d\ude21\ud83d\ude21\ud83d\ude21\ud83d\ude21\ud83d\ude21\ud83d\ude21","gold_label":0}
159
+ {"text":"This fag needs to know his place by masters and followers. RT him to make him a faggot for everyone who likes fags","gold_label":2}
160
+ {"text":"Hey Twitter!!! Islam is a tool of Satan!!! Muslims worship a child molester!!! There is only one God and he is YOUR maker and he still sits on his throne, watching all of you disgusting fools!!!! I pity all of you when you stand before him!!","gold_label":3}
161
+ {"text":"men should all die in a fire honestly they are a threat to the world","gold_label":0}
162
+ {"text":"Y'all love screaming what city y'all from trying to shake a nigga up \"I'm from Cali we known for...\" bitch mi ena bawn inna jamaic we dgaf about yall state gangsters! They really chop niggas up where I'm from \ud83c\uddef\ud83c\uddf2\ud83e\udd23","gold_label":1}
163
+ {"text":"An example of people who need to go back where they came from. Sorry for the innocent people on that flight","gold_label":4}
164
+ {"text":"@user aint dat we \"like\" to shit most da time you'ont find out da bitch useless till after u fuck.","gold_label":0}
165
+ {"text":"@user Death is what he deserves that shit is beyond foul and the nigga recording ain't no better somebody should throw up on your momma head","gold_label":1}
166
+ {"text":"i wanna kill this nigga so bad but i know ima cry and go to jail","gold_label":1}
167
+ {"text":"@charliekirk11 You are a total waste! Of course we should focus on these racist, homophobic, white supremacist murderers. Focus on who fills their hearts with hate. Focus on who rules them up. Then outlaw them and in 1 case, impeach them!","gold_label":1}
168
+ {"text":"Ain't a lick of nigger in that baby. URL","gold_label":1}
169
+ {"text":"You don't need to know which of my friends is abusing you! I'll want him to humiliate you. He's pumping that dildo cock in your pussy. His vibrator will force you to cum. I'll stroke my cock until I cum on your face, while he forces that dildo in your ass! You're a fucking slut! URL","gold_label":0}
170
+ {"text":"Happening all over the world. Military @ our border is Justified. Or gangs will destroy us URL","gold_label":4}
171
+ {"text":"dumb bitch by birth, stupid hoe by the grace of the lord","gold_label":0}
172
+ {"text":"when we be fucking, i be putting it on my mama that that pussy wet \ud83e\udd23 she know ian lying tho cause sometimes i have to stop and eat the pussy to let the nut go down \ud83d\ude2d\ud83d\ude2d","gold_label":0}
173
+ {"text":"Fuck the Arabs until the end of times, such vulgar and disgusting humans URL","gold_label":1}
174
+ {"text":"We all know what should happen to this monstrous bunch of lunatics. They are simply vile! \"I support Islam\"?? What?? Nutcases. They support beheadings, torture and rape, and as such should be treated accordingly. URL","gold_label":3}
175
+ {"text":"@user I'll fucjing kill him fucjing faggot","gold_label":2}
176
+ {"text":"Iran seizes a British oil tanker... It's time to give these sheep fuckers what they are begging for... 72 virgins, wipe them out. #Iran #Cowards","gold_label":4}
177
+ {"text":"@user @user @user You black ppl are disgusting! That's why ppl from America take the animals away from you sick freaks! You abuse animals like Thier your play things!","gold_label":1}
178
+ {"text":"Petition to commit genocide on horny niggas","gold_label":1}
179
+ {"text":"@user Shut up nigger","gold_label":1}
180
+ {"text":"Should've just killed that Nigga","gold_label":1}
181
+ {"text":"Deport them all URL","gold_label":4}
182
+ {"text":"God what a dumb biotch, she needs to go to jail! @user @user","gold_label":0}
183
+ {"text":"Aye you bitches ugly and fat","gold_label":0}
184
+ {"text":"I really think women should start killing u niggas fr URL","gold_label":1}
185
+ {"text":"This bitch stupid af can't wait till someone light her ass up","gold_label":0}
186
+ {"text":"hey bitch what's up bitch suck my dick bitch URL","gold_label":0}
187
+ {"text":"@IvankaTrump There is no god, you useless, vapid bag of hot air","gold_label":3}
188
+ {"text":"holy shit, kids are retarded, stupid mother fuckers, lets call it a day, smack this bitch with the beday...","gold_label":5}
189
+ {"text":"Idc how much I love or fuck with a person IF YOU HAVE ONE PIECE OF BITCH IN YOU ILL CUT YOU TF OFF","gold_label":0}
190
+ {"text":"i know girls are beautiful but pls talk to them BEFORE you nut in them cos some of these bitches dumb as rocks","gold_label":0}
191
+ {"text":"@user We fucking them niggas up just for that \ud83d\ude02\ud83d\ude02\ud83d\ude02\ud83d\ude02","gold_label":1}
192
+ {"text":"I really do hate bitches","gold_label":0}
193
+ {"text":"Please keep smacking bitches","gold_label":0}
194
+ {"text":"These fucc niggas look like triplets, I hope ya burn in Hell","gold_label":1}
195
+ {"text":"Fuck. This. Bitch. And if you follow\/support her then fuck you too. URL","gold_label":0}
196
+ {"text":"Lil bitch got that dick rearranging her guts URL","gold_label":0}
197
+ {"text":"@user All ISIS fighter and their supporters should be hunted down and summarily executed across the Globe irrespective of their Nationality. Bounty should be laid on the head of each ISIS member killed.","gold_label":3}
198
+ {"text":"i have the strongest urge to tie a subs hands behind her back and prop her ass up and shove her face down into the mattress and fuck her sensless. i'd slide my cock between her ass and tease her with the tip, then ram myself inside of her and listen to her whimper for her god.","gold_label":0}
199
+ {"text":"Dear Anupam Kher, you are a Moron and a gutter person. Wish somebody shoots you or you die of a disease soon.. Useless. URL","gold_label":1}
200
+ {"text":"I think imma write a song and it's gone go. My Nudes are pretty like a storm Ringing the dudes I'm the alarm She's a hillbilly, she's from the farm Snatch your nigga cause this bussy is armed Dick longer than a python Got bitches playing teen titans\ud83d\ude02\ud83d\udc80","gold_label":1}
201
+ {"text":"@jeremynewberger @user @CNN You're white and to blame for all the evils in the world so just shut up,Just continue hating yourself and shut up.IDIOT!!","gold_label":1}
202
+ {"text":"N fuck dat bitch dat hoe ain't shit she crossed da line wimme too","gold_label":0}
203
+ {"text":"Hate a pussy ass nigga","gold_label":1}
204
+ {"text":"Pakistan should nuke india, even if they nuke us in return. We are ready to die but annihilate india too. The future world will thank us for ridding the world of this ugly hindu rat infestation. #KashmirParFinalFight","gold_label":3}
205
+ {"text":"BECAUSE THEY CROSS OUR BORDERS SICK ALREADY WITH THEIR NASTY DISEASES YOU FUCK STICK #MAGA #KAG2020 YOU ARE A POS LOSER JUST LIKE NANCY PALOSER AND THE REST OF YOUR TERROIRST GANG","gold_label":4}
206
+ {"text":"WHITE PPL REALLY CRAZY AND THE MOST DANGEROUS RACE OF ALL MANKIND.","gold_label":1}
207
+ {"text":"you faggot fuckers serve when and wherever HE wants.. URL","gold_label":2}
208
+ {"text":"@PrisonPlanet Motive?? Just like the rest, an intolerant Muslim bred with a hatred of western civilization and need to destroy and create fear aka terrorist!","gold_label":3}
process/tweet_hate.py ADDED
@@ -0,0 +1,142 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+ from datasets import load_dataset
3
+ from sklearn.model_selection import train_test_split
4
+ import urllib
5
+
6
+ # Set binary labels
7
+ HATE = 1
8
+ NOT_HATE = 0
9
+
10
+ # class mapping for the multiclass
11
+ class_mapping = {
12
+ 'target_gender_aggregated': 0,
13
+ 'target_race_aggregated': 1,
14
+ 'target_sexuality_aggregated': 2,
15
+ 'target_religion_aggregated': 3,
16
+ 'target_origin_aggregated': 4,
17
+ 'target_disability_aggregated': 5,
18
+ 'target_age_aggregated': 6
19
+ }
20
+
21
+
22
+ # map continuous score to classes
23
+ def map_label(x):
24
+ if x >= -1 and x <= 0.5:
25
+ label = 999 # neutral/ambiguous
26
+ elif x > 0.5:
27
+ label = HATE # hate
28
+ elif x < -1:
29
+ label = NOT_HATE # not hate
30
+ return label
31
+
32
+ # format text
33
+ def clean_text(text):
34
+ text = text.replace('\n', ' ').replace('\r', ' ').replace('\t', ' ')
35
+
36
+ new_text = []
37
+ for t in text.split():
38
+ # MAKE SURE to check lowercase
39
+ t = '@user' if t.startswith('@') and len(t) > 1 and t.replace('@','').lower() not in verified_users else t
40
+ t = '{URL}' if t.startswith('http') else t
41
+ new_text.append(t)
42
+
43
+ return ' '.join(new_text)
44
+
45
+
46
+ # load data
47
+ dataset = load_dataset('ucberkeley-dlab/measuring-hate-speech', 'binary')
48
+ df = dataset['train'].to_pandas()
49
+
50
+ # get label
51
+ df['annon_label'] = df['hate_speech_score'].apply(map_label)
52
+
53
+ # keep only entries from Twitter
54
+ df = df[df['platform'] == 2]
55
+
56
+ # ignore ambiguous
57
+ df = df[df['annon_label'].isin([HATE, NOT_HATE])]
58
+
59
+ # count binary label
60
+ df_count_label = pd.DataFrame(df.groupby('comment_id')['annon_label'].value_counts())
61
+ df_count_label = df_count_label.rename(columns={'annon_label': 'count'})
62
+ df_count_label = df_count_label.reset_index(level=1)
63
+ df_count_label = df_count_label[df_count_label['count'] >= 2]
64
+
65
+ # map label
66
+ df = df.set_index('comment_id')
67
+ df['label'] = None
68
+ df['label'] = df_count_label['annon_label']
69
+
70
+ # drop entries with no agreement
71
+ df = df[df['label'].notnull()]
72
+ df = df.reset_index()
73
+
74
+ # find aggrement on target
75
+ targets = ['target_race', 'target_religion', 'target_origin', 'target_gender',
76
+ 'target_sexuality', 'target_age', 'target_disability']
77
+
78
+ # for each target count aggrement
79
+ for t in targets:
80
+ # count and consider only targets with at least 2 coders
81
+ df_count_targets = pd.DataFrame(df.groupby('comment_id')[t].value_counts())
82
+ df_count_targets = df_count_targets.rename(columns={t: 'count'})
83
+ df_count_targets = df_count_targets.reset_index(level=1)
84
+ df_count_targets = df_count_targets[df_count_targets['count'] >= 2]
85
+
86
+ # do not consider entries with more than one target (because of more than 3 coders)
87
+ df_count_targets = df_count_targets.loc[df_count_targets.index.drop_duplicates(keep=False)]
88
+
89
+ # map aggregated target
90
+ df = df.set_index('comment_id')
91
+ df[f'{t}_aggregated'] = False
92
+ df[f'{t}_aggregated'] = df_count_targets[t]
93
+ df[f'{t}_aggregated'] = df[f'{t}_aggregated'].fillna(False)
94
+ df = df.reset_index()
95
+
96
+ # aggregate targets
97
+ targets_aggregated = [f'{t}_aggregated' for t in targets]
98
+ # get columns/target which are True
99
+ df['target'] = df[targets_aggregated].apply(lambda row: row[row].index, axis=1)
100
+
101
+ # set target only if it is unique
102
+ df['target'] = df['target'].apply(lambda x: x[0] if len(x) == 1 else None)
103
+
104
+ # no need of all annotators now -> keep each tweet only once
105
+ df = df.groupby('comment_id').nth(0)
106
+ df = df.reset_index()
107
+
108
+
109
+ # clean multiclass
110
+ # only tweets with 1 target & is hate_speech
111
+ idx_multiclass = df[df['label'] == 1].index
112
+
113
+ # initialize column
114
+ df['gold_label'] = None
115
+ df.loc[idx_multiclass, 'gold_label'] = df.loc[idx_multiclass]['target']
116
+
117
+ # drop entries without target
118
+ df = df.dropna(subset='gold_label')
119
+
120
+ # get list of known verified users
121
+ verified_users = urllib.request.urlopen('https://raw.githubusercontent.com/cardiffnlp/timelms/main/data/verified_users.v091122.txt').readlines()
122
+ verified_users = [x.decode().strip('\n').lower() for x in verified_users]
123
+
124
+ # clean text
125
+ df['text'] = df['text'].apply(clean_text)
126
+
127
+ # map classes
128
+ df['gold_label'] = df['gold_label'].map(class_mapping)
129
+
130
+
131
+ # create splits
132
+ test_size = int(0.2 * len(df))
133
+ val_size = int(0.1 * len(df))
134
+
135
+ train, test = train_test_split(df, test_size=test_size, stratify=df['gold_label'].values, random_state=4)
136
+ train, val = train_test_split(train, test_size=val_size, stratify=train['gold_label'].values, random_state=4)
137
+
138
+ # save splits
139
+ cols_to_keep = ['text', 'gold_label']
140
+ train[cols_to_keep].to_json('../data/tweet_hate/train.jsonl', lines=True, orient='records')
141
+ val[cols_to_keep].to_json('../data/tweet_hate/validation.jsonl', lines=True, orient='records')
142
+ test[cols_to_keep].to_json('../data/tweet_hate/test.jsonl', lines=True, orient='records')