akaruineko/ftan-2.0
Text Classification • 67M • Updated • 11
Datasets:
text string | label int8 | source string | origin_label string | split_origin string | mutated int8 | variant int8 | cluster int64 |
|---|---|---|---|---|---|---|---|
Why do I have the worst BM in the world smh this bitch the devil ! | 1 | davidson | offensive | train | 0 | 0 | 0 |
Why do I have the worst BM in the world smh this biтсh the devil ! | 1 | davidson | offensive | train | 1 | 2 | 0 |
Why do I have the worst BM in the world smh this bitchhh the devil ! | 1 | davidson | offensive | train | 1 | 3 | 0 |
Omg this bitch just said some shit | 1 | davidson | offensive | train | 0 | 0 | 1 |
Omg this bitcн just said some sнit | 1 | davidson | offensive | train | 1 | 1 | 1 |
Omg this b~i~т~c~н just said some s*** | 1 | davidson | offensive | train | 1 | 2 | 2 |
Omg this b#tch just said some sh$t | 1 | davidson | offensive | train | 1 | 3 | 3 |
@StanleyStinks Shame of you! Self-hating kike. We Jews are G-d's chosen people. | 1 | davidson | hate | train | 0 | 0 | 4 |
@StanleyStinks Shame of you! Self-hating k-i-k-e. We Jews are G-d's chosen people. | 1 | davidson | hate | train | 1 | 1 | 4 |
@StanleyStinks Shame of you! Self-hating k i k e. We Jews are G-d's chosen people. | 1 | davidson | hate | train | 1 | 2 | 4 |
@kieffer_jason @sbsylvester @hunterbuch66 bitch keep talking | 1 | davidson | offensive | train | 0 | 0 | 5 |
@kieffer_jason @sbsylvester @hunterbuch66 b**** keep talking | 1 | davidson | offensive | train | 1 | 1 | 6 |
@kieffer_jason @sbsylvester @hunterbuch66 8*tch keep talking | 1 | davidson | offensive | train | 1 | 2 | 7 |
@kieffer_jason @sbsylvester @hunterbuch66 b@tch keep talking | 1 | davidson | offensive | train | 1 | 3 | 7 |
RT @noobde: I'm rich, bitch. http://t.co/sPLd2zIBLe | 1 | davidson | offensive | train | 0 | 0 | 8 |
RT @noobde: I'm rich, b****. http://t.co/sPLd2zIBLe | 1 | davidson | offensive | train | 1 | 1 | 9 |
RT @noobde: I'm rich, b*і*т*c*h. http://t.co/sPLd2zIBLe | 1 | davidson | offensive | train | 1 | 2 | 8 |
RT @noobde: I'm rich, b_i_t_c_h. http://t.co/sPLd2zIBLe | 1 | davidson | offensive | train | 1 | 3 | 8 |
Lmao this bitch thinks she fancy with some michael kors | 1 | davidson | offensive | train | 0 | 0 | 10 |
Lmao this b1tch thinks she fancy with some michael kors | 1 | davidson | offensive | train | 1 | 1 | 10 |
Lmao this b-i-t-с-h thinks she fancy with some michael kors | 1 | davidson | offensive | train | 1 | 2 | 10 |
Lmao this b$tch thinks she fancy with some michael kors | 1 | davidson | offensive | train | 1 | 3 | 11 |
Preach RT @POONsoaker: Ugly girls are the way to go man. Nobody got time for you pretty hoes | 1 | davidson | offensive | train | 0 | 0 | 12 |
@TomcatStraight hey fag, gag on my clappmeat | 1 | davidson | offensive | train | 0 | 0 | 13 |
@TomcatStraight hey Fаg, gag on my clappmeat | 1 | davidson | offensive | train | 1 | 1 | 13 |
@TomcatStraight hey ｆａｇ, gag on my clappmeat | 1 | davidson | offensive | train | 1 | 2 | 13 |
I will eat these hoes alive 💯💯💯😷 http://t.co/R4LW4KKfr1 | 1 | davidson | offensive | train | 0 | 0 | 14 |
I will eat these h$3s alive 💯💯💯😷 http://t.co/R4LW4KKfr1 | 1 | davidson | offensive | train | 1 | 1 | 15 |
I will eat these HоEs alive 💯💯💯😷 http://t.co/R4LW4KKfr1 | 1 | davidson | offensive | train | 1 | 2 | 14 |
I will eat these h$$s alive 💯💯💯😷 http://t.co/R4LW4KKfr1 | 1 | davidson | offensive | train | 1 | 3 | 16 |
RT @SouthsideVic: Why girls be so embrrased when they p@ss@ fart? Embrace that 5hi7. Make the cheeks clap with it. We finna beatbox. | 1 | davidson | offensive | train | 1 | 3 | 18 |
Maybe you should eat makeup so you can be pretty on the inside also bitch. | 1 | davidson | offensive | train | 0 | 0 | 19 |
Maybe you should eat makeup so you can be pretty on the inside also ｂｉｔｃｈ. | 1 | davidson | offensive | train | 1 | 1 | 19 |
RT @RashodJackson: Nobody cares, bitch | 1 | davidson | offensive | train | 0 | 0 | 20 |
RT @RashodJackson: Nobody cares, b**** | 1 | davidson | offensive | train | 1 | 1 | 21 |
RT @RashodJackson: Nobody cares, b#tch | 1 | davidson | offensive | train | 1 | 2 | 22 |
RT @RashodJackson: Nobody cares, ｂｉｔｃｈ | 1 | davidson | offensive | train | 1 | 3 | 20 |
RT @HardNuckLife: Kamehamehaaaaaaa bitch. | 1 | davidson | offensive | train | 0 | 0 | 23 |
RT @HardNuckLife: Kamehamehaaaaaaa b1tch. | 1 | davidson | offensive | train | 1 | 1 | 23 |
RT @HardNuckLife: Kamehamehaaaaaaa b_i_т_c_h. | 1 | davidson | offensive | train | 1 | 2 | 23 |
RT @HardNuckLife: Kamehamehaaaaaaa b****. | 1 | davidson | offensive | train | 1 | 3 | 24 |
Stolen from cream_2fly3xl lol but really guys I'm giving classes on keeping that bitch who's registering… http://t.co/HZAORfuv5X | 1 | davidson | offensive | train | 0 | 0 | 25 |
Stolen from cream_2fly3xl lol but really guys I'm giving classes on keeping that biiitch who's registering… http://t.co/HZAORfuv5X | 1 | davidson | offensive | train | 1 | 2 | 25 |
Stolen from cream_2fly3xl lol but really guys I'm giving classes on keeping that bitсн who's registering… http://t.co/HZAORfuv5X | 1 | davidson | offensive | train | 1 | 3 | 25 |
"I had a bitch that had a bitch, had the bitch eating halibut.." - @iamyoungroc #FreshRhymes #JerkSquad #SlowStir | 1 | davidson | offensive | train | 0 | 0 | 26 |
"I had a b17ch that had a biтch, had the bitch eating halibut.." - @iamyoungroc #FreshRhymes #JerkSquad #SlowStir | 1 | davidson | offensive | train | 1 | 1 | 26 |
"I had a ｂｉｔｃｈ that had a bITCh, had the bitch eating halibut.." - @iamyoungroc #FreshRhymes #JerkSquad #SlowStir | 1 | davidson | offensive | train | 1 | 2 | 26 |
"I had a b~i~t~c~h that had a biтch, had the bitch eating halibut.." - @iamyoungroc #FreshRhymes #JerkSquad #SlowStir | 1 | davidson | offensive | train | 1 | 3 | 26 |
Fly as a bitch on Aladdin rug | 1 | davidson | offensive | train | 0 | 0 | 27 |
Fly as a bitttch on Aladdin rug | 1 | davidson | offensive | train | 1 | 1 | 27 |
Fly as a bitcch on Aladdin rug | 1 | davidson | offensive | train | 1 | 2 | 27 |
Fly as a b*i*t*c*h on Aladdin rug | 1 | davidson | offensive | train | 1 | 3 | 27 |
Shyt b pissing me off RT @Tristine214: @Thowd214 ugh I cannot stand bitches like that smh | 1 | davidson | offensive | train | 0 | 0 | 28 |
Shyt b p1551n9 me off RT @Tristine214: @Thowd214 ugh I cannot stand 8****** like that smh | 1 | davidson | offensive | train | 1 | 1 | 29 |
Shyt b pіssіng me off RT @Tristine214: @Thowd214 ugh I cannot stand ьіtches like that smh | 1 | davidson | offensive | train | 1 | 2 | 28 |
RT @DaBXkIdDjoE: Bunch of insecure bitches out here | 1 | davidson | offensive | train | 0 | 0 | 30 |
RT @DaBXkIdDjoE: Bunch of insecure biiitches out here | 1 | davidson | offensive | train | 1 | 2 | 30 |
RT @DaBXkIdDjoE: Bunch of insecure bitснes out here | 1 | davidson | offensive | train | 1 | 3 | 30 |
I was grown by the time I turned 16 wit only my grandma nigguh | 1 | davidson | offensive | train | 0 | 0 | 31 |
I was grown by the time I turned 16 wit o|n|l|у my grandma nigguh | 1 | davidson | offensive | train | 1 | 1 | 31 |
I was grown by the time I turned 16 wit only my gr*ndm* nigguh | 1 | davidson | offensive | train | 1 | 2 | 32 |
I was grown by the t1m* I turned 16 wit only my grandma nigguh | 1 | davidson | offensive | train | 1 | 3 | 33 |
@BallOut057 I'm otp bitch hold on | 1 | davidson | offensive | train | 0 | 0 | 34 |
@BallOut057 I'm otp ь+i+t+c+н hold on | 1 | davidson | offensive | train | 1 | 2 | 34 |
@BallOut057 I'm otp b@tch hold on | 1 | davidson | offensive | train | 1 | 3 | 35 |
the Hitman Holla vs Charlie Clips match-up is bittersweet. shit's gonna be cold cus HITMAN HOLLA GONNA WORK but it's his last battle..... | 1 | davidson | offensive | train | 0 | 0 | 36 |
the Hitman Holla vs Charlie Clips match-up is bittersweet. shit's gonna be cold cus HITMAN HOLLA GONNA WORK but it's his last battlе..... | 1 | davidson | offensive | train | 1 | 1 | 36 |
the Hitman Holla vs Charlie Clips match-up is bittersweet. shit's gonna be cold cus hiтmаn HOLLA GONNA WORK but it's his last battle..... | 1 | davidson | offensive | train | 1 | 2 | 36 |
the Hitman Holla vs Charlie Clips match-up is bittersweet. shit's gonna be cold cus HITMAN HOLLA g#nn# WORK but it's his last battle..... | 1 | davidson | offensive | train | 1 | 3 | 37 |
omfg RT @DFkinLopes: Your feet bitch RT @NIPSLlP Whisper something dirty in my ear 😋 http://t.co/xrIykfgg3Q | 1 | davidson | offensive | train | 0 | 0 | 38 |
omfg RT @DFkinLopes: Your feet ｂｉｔｃｈ RT @NIPSLlP Whisper something dirty in my ear 😋 http://t.co/xrIykfgg3Q | 1 | davidson | offensive | train | 1 | 1 | 38 |
omfg RT @DFkinLopes: Your feet bitсh RT @NIPSLlP Whisper something dirty in my ear 😋 http://t.co/xrIykfgg3Q | 1 | davidson | offensive | train | 1 | 2 | 38 |
This niggah aaron had me weak last night! | 1 | davidson | offensive | train | 0 | 0 | 39 |
This n#gg#h aaron had me weak last night! | 1 | davidson | offensive | train | 1 | 1 | 40 |
th1s niggah aaron had me weak last night! | 1 | davidson | offensive | train | 1 | 2 | 39 |
This niggah aaron had me weak l@st night! | 1 | davidson | offensive | train | 1 | 3 | 41 |
When u see that bitch in 5 months like" yea im having a boy ! " bitch u was twerking on dicc on vday #weknow | 1 | davidson | offensive | train | 0 | 0 | 42 |
When u see that bi7ch in 5 months like" yea im having a boy ! " BitCh u was twerking on dicc on vday #weknow | 1 | davidson | offensive | train | 1 | 1 | 42 |
When u see that ｂｉｔｃｈ in 5 months like" yea im having a boy ! " b i t c h u was twerking on dicc on vday #weknow | 1 | davidson | offensive | train | 1 | 2 | 42 |
When u see that bitchhh in 5 months like" yea im having a boy ! " b*tch u was twerking on dicc on vday #weknow | 1 | davidson | offensive | train | 1 | 3 | 43 |
And don't come to my mf house honking ur damn horn. Get tf out the car & ring my bell bitch. | 1 | davidson | offensive | train | 0 | 0 | 44 |
And don't come to my mf house honking ur damn horn. Get tf out the car & ring my bell ьіtch. | 1 | davidson | offensive | train | 1 | 1 | 44 |
And don't come to my mf house honking ur damn horn. Get tf out the car & ring my bell b i t с н. | 1 | davidson | offensive | train | 1 | 2 | 44 |
RT @FunnyQuotees: I hope a bird shits on your face, bitch. | 1 | davidson | offensive | train | 0 | 0 | 46 |
RT @FunnyQuotees: I hope a bird ShITs on your face, biтсh. | 1 | davidson | offensive | train | 1 | 1 | 46 |
RT @FunnyQuotees: I hope a bird s***s on your face, b*7ch. | 1 | davidson | offensive | train | 1 | 2 | 47 |
RT @FunnyQuotees: I hope a bird shiтs on your face, b17ch. | 1 | davidson | offensive | train | 1 | 3 | 46 |
This side hoe main chick talk is disgusting. Get a life man | 1 | davidson | offensive | train | 0 | 0 | 48 |
This side ｈｏｅ main chick talk is disgusting. Get a life man | 1 | davidson | offensive | train | 1 | 1 | 48 |
This side h** main chick talk is disgusting. Get a life man | 1 | davidson | offensive | train | 1 | 2 | 49 |
This side hoooe main chick talk is disgusting. Get a life man | 1 | davidson | offensive | train | 1 | 3 | 48 |
Something like a perfectionist even check my horoscope bitch | 1 | davidson | offensive | train | 0 | 0 | 50 |
Something like a perfectionist even check my horoscope ｂｉｔｃｈ | 1 | davidson | offensive | train | 1 | 1 | 50 |
Something like a perfectionist even check my horoscope b*tch | 1 | davidson | offensive | train | 1 | 2 | 51 |
@Official_DCole you gonna be 33 years old with no bitches watch...lol | 1 | davidson | offensive | train | 0 | 0 | 52 |
@Official_DCole you gonna be 33 years old with no ｂｉｔｃｈｅｓ watch...lol | 1 | davidson | offensive | train | 1 | 1 | 52 |
@Official_DCole you gonna be 33 years old with no b i t с h e s watch...lol | 1 | davidson | offensive | train | 1 | 3 | 52 |
Im from the 210 you already know bout to bust a flow on this bitch hoe names miguel is chillin with my nigga tono | 1 | davidson | offensive | train | 0 | 0 | 53 |
Im from the 210 you already know bout to bust a flow on this b@tch HOe names miguel is chillin with my nigga tono | 1 | davidson | offensive | train | 1 | 1 | 54 |
Im from the 210 you already know bout to bust a flow on this bitch h0e names miguel is chillin with my nigga tono | 1 | davidson | offensive | train | 1 | 2 | 53 |
End of preview. Expand in Data Studio
ftan-2.0 offensive / clean 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: 1,320,712 rowsvalidation: 20,001 rowstest: 30,001 rowstest_obfuscated: 14,084 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/wikipedia20231101.en)
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_obfuscatedholds 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/offensively-neutral