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> women in america vow to stop having sex oh shit... it all makes sense now... i guess my wife is a closet democrat :(
1
4chan
ftan_0.817
train
0
0
0
> women in america vow to stop having s** oh sh*t... it all makes sense now... i guess my wife is a closet democrat :(
1
4chan
ftan_0.817
train
1
1
1
> women in america vow to stop having Sex oh shiit... it all makes sense now... i guess my wife is a closet democrat :(
1
4chan
ftan_0.817
train
1
2
0
> jews put a zionist into position of power okay, but why? what's their endgame?
1
4chan
ftan_0.748
train
0
0
3
> jews put a z_i_o_n_i_s_t into position of power okay, but why? what's their endgame?
1
4chan
ftan_0.748
train
1
1
3
> jews put a zionist into position of power okay, but why? what's their endgame?
1
4chan
ftan_0.748
train
1
3
3
there are no good sides in this war. the ukrainian diaspora jews who run the us government did provoke russia, but russia is also the eternal playground bully. a pox on all their houses.
1
4chan
ftan_0.829
train
0
0
4
there are no good sides in this war. the ukrainian diaspora jews who run the us government did provoke russia, but russia is also the eternal playground bully. a pox on all t_h_e_i_r houses.
1
4chan
ftan_0.829
train
1
1
4
there are no good sides in this war. the ukrainian diaspora jews who run the us government did provoke russia, but russia is also the eternal playground bu11y. a pox on all their houses.
1
4chan
ftan_0.829
train
1
2
5
there are no good sides in this war. the ukrainian d|i|a|s|p|o|r|a jews who run the us government did provoke russia, but russia is also the eternal playground bully. a pox on all their houses.
1
4chan
ftan_0.829
train
1
3
4
tldr make something worth reading
1
4chan
ftan_0.853
train
0
0
6
tldr make something worth r~e~a~d~i~n~g
1
4chan
ftan_0.853
train
1
1
6
tldr make something wor7h reading
1
4chan
ftan_0.853
train
1
2
6
just as suspected. no argument, no logic, just butthurt crying and low iq responses. enjoy having your country taken from you (you don't deserve it just because you were born white)
1
4chan
ftan_0.999
train
0
0
11
just as suspected. no argument, no logic, just butthurt crying and low iq responses. enjoy having your country taken from you (you don't deserve it just becccause you were born white)
1
4chan
ftan_0.999
train
1
1
11
just as suspected. no argument, no logic, just butthurt cryіng and low iq responses. enjoy having your country taken from you (you don't deserve it just because you were born white)
1
4chan
ftan_0.999
train
1
2
11
just as suspected. no argumentttt, no logic, just butthurt crying and low iq responses. enjoy having your country taken from you (you don't deserve it just because you were born white)
1
4chan
ftan_0.999
train
1
3
11
he will not divide us! h3jwjob0
1
4chan
ftan_0.982
train
0
0
13
he will not divide us! h3jwjob0
1
4chan
ftan_0.982
train
1
1
13
he will not divide us! h3jwjоb0
1
4chan
ftan_0.982
train
1
2
13
wyggers are cia-backed separatist terrorists, sorry mutt but china isn't going to let that shit fly. but please keep alienating canada, i really want ccp to put their military up here with their guns aimed at you, like you have been everywhere you filthy jewish golem.
1
4chan
ftan_0.987
train
0
0
15
wyggers are cia-backed separatist terrorists, sorry mutt but china isn't going to let that sнit fly. but please keep alienating canada, i really want ccp to put their military up here with their guns aimed at you, like you have been everywhere you filthy jewish golem.
1
4chan
ftan_0.987
train
1
1
15
wyggers are cia-backed separatist terrorists, sorry mutt but china isn't going to let that sh*t fly. but please keep alienating canada, i really want ccp to put their military up here with their guns aimed at you, like you have been everywhere you filthy jewish golem.
1
4chan
ftan_0.987
train
1
2
16
wyggers are cia-backed separatist terrorists, sorry mutt but china isn't going to let that shit fly. but please keep alienating canada, i really want ccp to put their military up here with their guns aimed at you, like you have been everywhere you filthy jewish golem.
1
4chan
ftan_0.987
train
1
3
15
thats a pretty efficent way to mass communicate something you would get banned from social media for saying out right.
1
4chan
ftan_0.914
train
0
0
17
thats a pretty efficent way to mass communicate something you would get b@nn@d from social media for saying out right.
1
4chan
ftan_0.914
train
1
1
18
thats a pretty efficent way to mass c-o-m-m-u-n-i-c-a-t-e something you would get banned from social media for saying out right.
1
4chan
ftan_0.914
train
1
2
17
thats a pretty e-f-f-i-c-e-n-t way to mass communicate something you would get banned from social media for saying out right.
1
4chan
ftan_0.914
train
1
3
17
cro fren, this board has been hijacked by trumperinos since 2016, although back then it was more of a discovery just how powerful of a meme he is. 2020 is when it really started going down here as they all went on a fucking exodus from the rest of the good consoomer media.
1
4chan
ftan_0.717
train
0
0
19
cro fren, this board has been hijacked by trumperinos since 2016, although back then it was more of a discovery just how powerful of a meme he is. 2020 is when it really started going down here as they all went on a fuсking exodus from the rest of the good consoomer media.
1
4chan
ftan_0.717
train
1
1
19
cro fren, this board has been hijacked by trumperinos since 2016, although back then it was more of a discovery just how powerful of a meme he is. 2020 is when it really started going down here as they all went on a fucking exodus from the rest of the good consoomer media.
1
4chan
ftan_0.717
train
1
2
19
cro fren, this board has been hijacked by trumperinos since 2016, although back then it was more of a discovery just how powerful of a meme he is. 2020 is when it really started going down here as they all went on a f~u~c~k~i~n~g exodus from the rest of the good consoomer media.
1
4chan
ftan_0.717
train
1
3
19
ha idiot aryan actually means alien because the chinese were the first to meet them and thats how they said it so youre not a real alien actually.
1
4chan
ftan_0.995
train
0
0
20
ha idiot aryan aсtually means alien because the chinese were the first to meet them and thats how they said it so youre not a real alien actually.
1
4chan
ftan_0.995
train
1
1
20
ha idiot aryan actually means alien because the ch1n3s3 were the first to meet them and thats how they said it so youre not a real alien actually.
1
4chan
ftan_0.995
train
1
2
20
why arent you anons watching sportsball? its wild card weekend baby!!!
1
4chan
ftan_0.834
train
0
0
22
why arent you anons watching sportsball? its wіld card weekend baby!!!
1
4chan
ftan_0.834
train
1
1
22
why arent you anons watching sportsball? its wiild card weekend baby!!!
1
4chan
ftan_0.834
train
1
3
22
yes. you're supposed to defend and keep your wife in a good standard of living/upkeep. much as you wouldn't sod your yard and not water it, or leave your car in a shitty area. the fact you put pussy on a pedestal enough to think they're not baby and sandwich machines above all is ridiculous...
1
4chan
ftan_0.999
train
0
0
23
yes. you're supposed to defend and keep your wife in a good standard of living/upkeep. much as you wouldn't sod your yard and not water it, or leave your car in a shitty area. the fact you put p_u_s_s_у on a pedestal enough to think they're not baby and sandwich machines above all is ridiculous...
1
4chan
ftan_0.999
train
1
1
23
yes. you're supposed to defend and keep your wife in a good standard of living/upkeep. much as you wouldn't sod your yard and not water it, or leave your car in a 5hi77y area. the fact you put p@55@ on a pedestal enough to think they're not baby and sandwich machines above all is ridiculous...
1
4chan
ftan_0.999
train
1
2
24
yes. you're supposed to defend and keep your wife in a good standard of living/upkeep. much as you wouldn't sod your yard and not water it, or leave your car in a 5h177y area. the fact you put p~u~s~s~у on a pedestal enough to think they're not baby and sandwich machines above all is ridiculous...
1
4chan
ftan_0.999
train
1
3
23
bri'ish niggerrdome was better back in the day. fdrn49um
1
4chan
ftan_1.000
train
0
0
25
bri'ish niggerrdome was better back in the day. fddddrn49um
1
4chan
ftan_1.000
train
1
2
25
bri'ish n.i.g.g.e.r.r.d.o.m.e was better back in the day. fdrn49um
1
4chan
ftan_1.000
train
1
3
25
ok gandujeet from noida memeflaggot
1
4chan
ftan_0.898
train
0
0
26
ok gandujееt from noida memeflaggot
1
4chan
ftan_0.898
train
1
1
26
ok gandujeet fr*m noida memeflaggot
1
4chan
ftan_0.898
train
1
2
27
ok gandujeet from noida memeflaggot
1
4chan
ftan_0.898
train
1
3
26
major news stations are subsidized by glowniggers and retarded normies that visit their website with no adblockers. there's no other way they could survive. this is why news sites are unusable with all the ads and pop ups
1
4chan
ftan_0.985
train
0
0
28
major news stations are subsidized by glowniggers and retarded normies that visit their website with no adblockers. there's no other way they could survive. this is why news sites are unusable with all the ads and pop ups
1
4chan
ftan_0.985
train
1
2
28
major news stations are subsidized by glowniggers and r37ard3d normies that visit their website with no adblockers. there's no other way they could survive. this is why news sites are unusable with all the ads and pop ups
1
4chan
ftan_0.985
train
1
3
28
they know you're judging th@m
1
4chan
ftan_0.744
train
1
2
31
a traditional russian man just casually thinking about orgies with black men. i love my completely adequate neighbor.
1
4chan
ftan_0.921
train
0
0
32
a traditional russian man just casually thinking about orgies w_i_t_h black men. i love my completely adequate neighbor.
1
4chan
ftan_0.921
train
1
1
32
a traditional russian man just casually thinking about orgies wi7h black men. i love my completely adequate neighbor.
1
4chan
ftan_0.921
train
1
2
32
a traditional russian man j|u|s|t casually thinking about orgies with black men. i love my completely adequate neighbor.
1
4chan
ftan_0.921
train
1
3
32
we will now watch as the jews and golems glitch over a non white, non historic minority fights it's own global war. the jews can easily pivot back to slave master but just what do the good white liberals do? they were n*v*r told what they could and couldn't say about dark indians. i bet they look the other way. their o...
1
4chan
ftan_0.965
train
1
2
34
what's known is that trump has always been the shabboest of goys, his mentor roy cohn was close to mega group ( mossad's billionaire spy ring) for which epstein was the money man, trump and epstein were the best of friends in the 1980 and 1990s and epstein recruited underage shiksas by the hundreds from mar-a lago, but...
1
4chan
ftan_0.927
train
0
0
35
what's known is that trump has always been the shabboest of goys, his mentor roy cohn was close to mega group ( mossad's billionaire spy ring) for which epstein was the money man, trump and epstein were the best of friends in the 1980 and 1990s and epstein recruited underage shiksas by the hundreds from mar-a lago, but...
1
4chan
ftan_0.927
train
1
1
35
what's known is that trump has always been the shabboest of goys, his mentor roy cohn was close to mega group ( mossad's billionaire spy ring) for which epstein was the money man, trump and epstein were the best of friends in the 1980 and 1990s and epstein recruited underage shiksas by the hundreds from mar-a lago, but...
1
4chan
ftan_0.927
train
1
2
35
what's known is that trump has always been the shabboest of goys, his mentor roy coнn was close to mega group ( mossad's billionaire spy ring) for which epstein was the money man, trump and epstein were the best of friends in the 1980 and 1990s and epstein recruited underage shiksas by the hundreds from mar-a lago, but...
1
4chan
ftan_0.927
train
1
3
35
wtf is happening to the alt lite? pran3nfg now blonde is quitting the show, there was the *actual* russian spies, styx and rekieta getting arrested, it's really weird. literally none of the youtubers i watched during the 2020 election are in good shape besides sargon, and he's basically just chronicling the fall of the...
1
4chan
ftan_0.998
train
0
0
36
wtf is happening to the alt lite? pran3nfg now blonde is quitting the show, there was the *actual* russian spies, styx and rekieta getting arrested, it's really weird. literally none of the youtubers i watched during the 2020 election are in good shape besides sargon, and he's basically just chronicling the f411 of the...
1
4chan
ftan_0.998
train
1
1
37
wtf is happening to the alt lite? pran3nfg now blonde is quitting the show, there was the *actual* russian spies, styx and rekieta getting arrested, it's really weird. literally none of the youtubers i watched during the 2020 election are in good shape besides sargon, and he's basically just chronicling the fall of the...
1
4chan
ftan_0.998
train
1
2
36
> will democrats finally acknowledge young men's issues? never. hating men fundamental to those who identify as democrats today even if they aren't even remotely unified. the pro-sex feminsts hate the anti-sex feminsts. the terfs hate the transgenders. the communists hate identity politics. etc. but the single unify te...
1
4chan
ftan_0.997
train
0
0
38
> will democrats finally acknowledge young men's issues? never. hating men fundamental to those who identify as democrats today even if they aren't even remotely unified. the pro-sex feminsts hate the anti-sex feminsts. the terfs hate the transgenders. the communists hate identity politics. etc. but the single unify te...
1
4chan
ftan_0.997
train
1
1
38
> will democrats finally acknowledge young men's issues? never. hating men fundamental to those who identify as democrats today even if they aren't even remotely unified. the pro-sex feminsts hate the anti-sex feminsts. the terfs hate the transgenders. the communists hate іdentіty politics. etc. but the single unify te...
1
4chan
ftan_0.997
train
1
2
38
> will democrats finally acknowledge young men's issues? n е v е r. hating men fundamental to those who identify as democrats today even if they aren't even remotely unified. the pro-sex feminsts hate the anti-sex feminsts. the terfs hate the transgenders. the communists hate identity politics. etc. but the single unif...
1
4chan
ftan_0.997
train
1
3
38
wtf is kv, kraut
1
4chan
ftan_1.000
train
0
0
40
wtf is kv, krauт
1
4chan
ftan_1.000
train
1
1
40
wtf is kv, kr**t
1
4chan
ftan_1.000
train
1
3
42
there is no fixed moral platform in buddhism, and you can pretty much do whatever the hell you want. that is why buddhist nations are filled with corruption and they totally lack empathy compared to devout christian nations. that is also why jews just love buddhism.
1
4chan
ftan_0.859
train
0
0
43
there is no fixed moral platform in buddhism, and you can pretty much do whatever the hell you want. that is why buddhist nations are filledd with corruption and they totally lack empathy compared to devout christian nations. that is also why jews just love buddhism.
1
4chan
ftan_0.859
train
1
1
43
there is no fixed moral platform in buddhism, and you can pretty much do whatever the hell you want. that is why buddhist nations are f-і-l-l-e-d with corruption and they totally lack empathy compared to devout christian nations. that is also why jews just love buddhism.
1
4chan
ftan_0.859
train
1
2
43
yeah that's not how this works, fuck bibi
1
4chan
ftan_0.843
train
0
0
45
yeah that's not how this works, f-u-c-к bibi
1
4chan
ftan_0.843
train
1
2
45
yeah that's not how this works, f$ck bibi
1
4chan
ftan_0.843
train
1
3
46
> white women > nigger men every time.
1
4chan
ftan_0.929
train
0
0
48
> white women > n~i~g~g~e~r men every time.
1
4chan
ftan_0.929
train
1
1
48
> white women > niggerr men every time.
1
4chan
ftan_0.929
train
1
2
48
> white women > n_і_g_g_e_r men every time.
1
4chan
ftan_0.929
train
1
3
48
if the girl on the right wasnt a n!e!g!r!o and didnt have n39r@ features but kept the kinda smug smirk and mouth breather-y mouth projection it'd be cute i don't hate a mouth open look like that
1
4chan
ftan_0.977
train
1
1
50
dei is a fucking joke, it's over play play with the race shit is done
1
4chan
ftan_0.915
train
0
0
51
dei is a fucking joke, it's over play play with the race shhhhit is done
1
4chan
ftan_0.915
train
1
3
51
mercifully, for them, yes but supposedly the older one had to go through the "ashley" treatment before she was blessedly freed from life god could never have been cruel enough to put an actual consciousness in those, could he
1
4chan
ftan_0.776
train
0
0
54
mercifully, for them, yes but supposedly the older one had to go through the "ashley" treatment before she was blessedly freed from life god could never have been cruel enough to put an actual consciousness in those, сould he
1
4chan
ftan_0.776
train
1
1
54
even thought most women are actually pro-life and don't want to murder their babies, i like to pretend they are all going to vote for kamala.
1
4chan
ftan_0.854
train
0
0
56
even thought most women are actually pro-life and don't want to murder their babies, i like to preteeend they are all going to vote for kamala.
1
4chan
ftan_0.854
train
1
1
56
even thought most women are actually pro-life and don't want to murder their babies, i like to pretend they are all going to vote for kamala.
1
4chan
ftan_0.854
train
1
2
56
russians truly believe that invading ukraine, losing over 600,000 russian troops, and spending over $300 billion dollars on a failed war will turn russia into a superpower like china. russians are brainwashed, delusional imbeciles.
1
4chan
ftan_0.968
train
0
0
58
russians truly b****** that invading ukraine, losing over 600,000 russian troops, and spending over $300 billion dollars on a failed war will turn russia into a superpower like china. russians are brainwashed, delusional imbeciles.
1
4chan
ftan_0.968
train
1
1
59
russians truly believe that invading ukraine, losing over 600,000 russian troops, and spending over $300 billion dollars on a failed war willlll turn russia into a superpower like china. russians are brainwashed, delusional imbeciles.
1
4chan
ftan_0.968
train
1
2
58
russians truly believe that invading ukraine, losing over 600,000 russian troops, and spending over $300 billion dollars on a failed war will turn russia into a superpower like china. russians are ьrаinwаsнed, delusional imbeciles.
1
4chan
ftan_0.968
train
1
3
58
i dunno, i grow my own, and also stay pretty fit; running 40km per week, and feel fine. store bough smokes fucking wreck me though, and they are inferior to hg. these people have the good shit: this year, i was especially impressed with moldovan 456; cured very easily, and the leaf had a jasmine/peach scent/taste. othe...
1
4chan
ftan_0.889
train
0
0
60
i dunno, i grow my own, and also stay pretty fit; running 40km per week, and feel fine. store bough smokes fuCkiNG wreck me though, and they are inferior to hg. these people have the good s~h~i~t: this year, i was especially impressed with moldovan 456; cured very easily, and the leaf had a jasmine/peach scent/taste. o...
1
4chan
ftan_0.889
train
1
1
60
i dunno, i grow my own, and also stay pretty fit; running 40km per week, and feel fine. store bough smokes fuuucking wreck me though, and they are inferior to hg. these people have the good shhhhit: this year, i was especially impressed with moldovan 456; cured very easily, and the leaf had a jasmine/peach scent/taste....
1
4chan
ftan_0.889
train
1
2
60
i dunno, i grow my own, and also stay pretty fit; running 40km per week, and feel fine. store bough smokes fucкing wreck me though, and they are inferior to hg. these people have the good s***: this year, i was especially impressed with moldovan 456; cured very easily, and the leaf had a jasmine/peach scent/taste. othe...
1
4chan
ftan_0.889
train
1
3
61
hi retard, try reading the following post: see
1
4chan
ftan_0.835
train
0
0
62
hi retttard, try reading the following post: see
1
4chan
ftan_0.835
train
1
1
62
End of preview. Expand in Data Studio

fantastic-offensive dataset

Binary offensive-language classification dataset combining several public sources and augmented with an obfuscation engine (leet-speak, separators, censoring, repeated chars, case shuffle, unicode homoglyphs, fullwidth) so classifiers learn to detect censored / mutated curse words.

Schema

column type meaning
text string input sentence
label int8 1 = offensive, 0 = clean
source string originating dataset
origin_label string label as given by the source
split_origin string original train/test split of the source
mutated int8 1 = obfuscation-engine variant
variant int8 variant index within the source row
cluster int64 near-duplicate cluster id (split safely)

Splits

  • train: 2,456,268 rows
  • validation: 20,000 rows
  • test: 30,001 rows
  • test_obfuscated: 14,062 rows

Sources

  • Jigsaw Toxic Comment (tcapelle/jigsaw-toxic-comment-classification-challenge)
  • Davidson et al. hate/offensive (contemmcm/hate-speech-and-offensive-language)
  • ToxiGen (toxigen/toxigen-data, human toxicity scores)
  • HateXplain (Hate-speech-CNERG/hatexplain)
  • Wikipedia neutral filler (wikimedia/wikipedia 20231101.en)
  • 4chan casual conversation (fuzzy-g/4chan_pol_whole_ds)

Design notes

  • Both classes receive orthographic mutations so obfuscation itself is not a cue for offense (prevents false positives on innocent leet like ex4mp1e).
  • Split is performed at the near-duplicate cluster level so a mutated variant never leaks across train/validation/test.
  • test_obfuscated holds mutated rows of the test set for robustness evaluation.

Disclaimer

This dataset contains raw offensive language. It is intended for research and moderation-model training only.

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Models trained or fine-tuned on akaruineko/fantastic-offensive