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Datasets:
NoisyHate
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Noisy_Hate_Data

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26
29
funny
float64
0
11
wow
float64
0
4
sad
float64
0
14
likes
float64
0
82
disagree
float64
0
35
toxicity
float64
0.51
1
severe_toxicity
float64
0
0.4
obscene
float64
0
1
sexual_explicit
float64
0
0.97
identity_attack
float64
0
1
insult
float64
0
1
threat
float64
0
1
male
float64
0
1
female
float64
0
1
transgender
float64
0
0
other_gender
float64
0
0.2
heterosexual
float64
0
0
homosexual_gay_or_lesbian
float64
0
1
bisexual
float64
0
0
other_sexual_orientation
float64
0
0.2
christian
float64
0
0.2
jewish
float64
0
0
muslim
float64
0
0.17
hindu
float64
0
0
buddhist
float64
0
0.25
atheist
float64
0
0
other_religion
float64
0
0.2
black
float64
0
1
white
float64
0
1
asian
float64
0
0
latino
float64
0
0
other_race_or_ethnicity
float64
0
0.1
physical_disability
float64
0
0.2
intellectual_or_learning_disabil
float64
0
0.5
psychiatric_or_mental_illness
float64
0
1
other_disability
float64
0
0.2
identity_annotator_count
float64
0
10
toxicity_annotator_count
float64
4
2.82k
clean_version
stringlengths
10
111
perturbed_version
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9
112
quality_mean
float64
3.2
5
2016-02-12 21:30:11.686130+00
0
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10
this is pretty much exactly how i feel damn
this is pretty much exactly how i feel daaammnn
4
2016-02-23 22:20:02.065242+00
0
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70
this kind of crap will end when trump is president
this kind of crapp will end when trump is president
3.75
2016-03-09 21:21:51.801170+00
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4
59
amy miller is a very terrible person
amy miller is a very teeeerrrrible person
4.2
2016-03-12 01:50:08.580449+00
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49
you sir are an idiot
you sir are an IDOT
3.4
2016-03-14 15:55:37.857710+00
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5
indeed liberal dementia is a social disease a mental illness
indeed libral dementia is a social disease a mental illness
3.333333
2016-03-23 16:44:22.410646+00
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72
you are a terrible person with way too much free time
you are a terribl3 person with way too much free time
3.5
2016-03-26 22:36:40.744588+00
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10
if they only had a brain
if they only had a brin
3.25
2016-03-30 00:22:49.426493+00
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10
darn federal overreach
DARNN federal overreach
4.25
2016-03-30 16:59:05.666246+00
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66
mil up your ass
mil up your aS
4.5
2016-03-31 14:31:33.356825+00
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10
why not just shoot him and put him in the freezer
why not just SHOT him and put him in the freezer
3.8
2016-04-03 14:33:59.629301+00
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61
another loser like young
another Loserrr like young
4
2016-04-05 12:06:26.838388+00
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49
if they attack people they should be shot
if they attack people they should be Shooooot
4
2016-04-08 07:58:36.550501+00
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66
the new comment review is pretty dumb
the new comment review is pretty duMB
3.2
2016-04-13 03:03:37.641150+00
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80
show a picture of this piece of crap
show a picture of this piece of CRapp
4.2
2016-04-13 03:53:01.124317+00
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44
you are obviously a fool
you are obviously a Fol
3.6
2016-04-13 07:11:16.875877+00
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54
must gave been meller time drunk bastard
must gave been meller time drunk BAstard
4
2016-04-13 16:43:01.493339+00
0
0
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62
prove that jackass
prove that jackas
4.2
2016-04-13 22:59:52.778485+00
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6
76
this would not be a story if she was ugly or black especially if she was both
this would not be a story if she was ugly or BLCK especially if she was both
3.5
2016-04-17 09:42:24.371918+00
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70
this dude is a bad ass
this dude is a bad a55
3.8
2016-04-17 21:08:02.531480+00
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10
damn these people dont need this on top of what they already deal with
daMN these people dont need this on top of what they already deal with
3.8
2016-04-19 06:20:33.413274+00
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64
go suck an egg dog
go sUUck an egg dog
3.2
2016-04-19 07:38:18.461154+00
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64
i think ill go home and kill my family said no pot smoker ever
i think ill go home and kil my family said no pot smoker ever
3.75
2016-04-19 19:10:00.397690+00
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10
i think its nothing but an ego bill that is dangerous and unnecessary kill the bill in fact shoot it
i think its nothing but an ego bill that is dangerous and unnecessary kill the bill in fact shìt it
3.6
2016-04-20 04:10:42.926381+00
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6
damn i miss this guy
Dammn i miss this guy
3.4
2016-04-21 15:42:37.234522+00
0
0
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10
all the revenue should at least cover for that damned art tax
all the revenue should at least cover for that DAMMNED art tax
3.2
2016-04-22 14:59:32.066848+00
0
0
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67
please stop being a dick youve made your point you dont like weed
please stop being a DiCK youve made your point you dont like weed
4.25
2016-04-25 03:24:59.933269+00
0
0
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4
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58
a lot of scum in this state
a lot of scUM in this state
3.5
2016-04-28 21:45:01.817745+00
0
0
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10
sitting on your behind wondering what to do next is worse
sitting on your bEhiNd wondering what to do next is worse
3.2
2016-04-29 20:36:23.897833+00
0
0
0
1
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80
why would anyone look for people who threw you away like a piece of trash
why would anyone look for people who threw you away like a piece of trashhh
3.5
2016-04-30 01:06:35.658570+00
0
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10
or maybe he was just being black
or maybe he was just being bl@ck
3.666667
2016-05-03 06:39:46.895480+00
0
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70
id rather eat my own arse
id rather eat my own arrse
4
2016-05-04 16:30:47.630540+00
0
0
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0.7
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80
burgess may ultimately be correct legally but that doesnt make him less of an ass
burgess may ultimately be correct legally but that doesnt make him less of an ASSS
4
2016-05-07 00:25:12.156095+00
0
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70
got proof of the racist stuff besides some left wing idiotic web site devoted to people like you
got proof of the racist stuff besides some left wing id1otic web site devoted to people like you
4
2016-05-07 20:44:42.588103+00
0
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6
bullet to the head end of story
bULLet to the head end of story
3.333333
2016-05-10 21:19:18.800565+00
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4
surprise surprise ridiculous
surprise surprise ridiclous
3.75
2016-05-13 21:31:56.477693+00
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64
what useless people
what u5eless people
3.2
2016-05-14 18:58:46.224273+00
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6
oh right ridiculous
oh right RIDICULOS
4
2016-05-15 20:30:39.932243+00
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10
and thats how i treat your nonsense
and thats how i treat your NoNsEnSe
4.2
2016-05-16 20:25:40.331824+00
0
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59
an unusually large wretched hive of scum and villainy
an unusually large wretched hive of scuuuum and villainy
4.25
2016-05-16 23:18:53.100809+00
0
0
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0.814815
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54
those two are the sort who give white trash a bad name
those two are the sort who give white TrAsh a bad name
3.333333
2016-05-17 13:34:48.106427+00
0
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6
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5
there is only one word for this disgusting
there is only one word for this diSGuStiNG
4.2
2016-05-18 23:45:56.885833+00
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67
you are the troll here get over yourself
you are the trolll here get over yourself
4
2016-05-20 18:58:27.667480+00
0
0
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0
10
we cant even take care of our own it would be profoundly stupid to import more and exacerbate the problem
we cant even take care of our own it would be profoundly stuppid to import more and exacerbate the problem
3.5
2016-05-21 18:11:02.481390+00
0
0
0
1
0
0.578125
0.03125
0.09375
0.265625
0.015625
0.5
0.03125
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64
you have your head up your butt so far that bump on your throat is your nose
you have your head up your bUtttt so far that bump on your throat is your nose
3.6
2016-05-21 22:55:55.804800+00
0
0
0
0
0
0.716667
0.033333
0.083333
0.033333
0.016667
0.7
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
60
i wouldnt want this laughing jackass in my city
i wouldnt want this laughing JackAss in my city
4.4
2016-05-22 05:55:11.834633+00
0
0
0
7
0
0.684211
0.026316
0.039474
0
0
0.710526
0.026316
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76
most of us are sick of your inane scribbling
most of us are sick of your innane scribbling
3.25
2016-05-24 01:24:34.448973+00
0
0
0
0
0
0.590164
0.016393
0.04918
0
0.57377
0.147541
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
4
61
dang thats good commentary coming from a black man
dang thats good commentary coming from a BlACK man
4
2016-05-24 09:54:25.662338+00
0
0
0
0
0
0.712121
0.030303
0.106061
0
0
0.409091
0.287879
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66
let him rot
let him root
4
2016-05-26 21:11:50.478595+00
0
0
0
0
0
0.8
0.014286
0.171429
0
0
0.742857
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70
whats the point of fishing if you are going to release the fish thats stupid
whats the point of fishing if you are going to release the fish thats stupd
3.6
2016-05-27 06:02:14.253470+00
0
0
0
7
0
0.720588
0.014706
0.014706
0
0.014706
0.705882
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
10
68
this man is definitely mad
this man is definitely mAD
3.75
2016-05-28 04:30:57.674889+00
0
0
0
0
0
0.7
0
0
0
0
0.1
0.7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
everybody that loss there home should be aloud to take turns punching them in the face
everybody that loss there home should be aloud to take turns PuNcHiNg them in the face
4.2
2016-05-28 14:33:38.007258+00
0
0
0
2
0
0.909091
0.060606
0.378788
0.909091
0
0.136364
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
66
then show me the vagina
then show me the vAgInA
3.6
2016-05-30 12:48:36.557368+00
0
0
0
0
0
0.984578
0.162338
0.848214
0.748377
0.004058
0.847403
0.00487
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1,232
ugly ass eyesore
ugly assss eyesore
4.25
2016-06-02 22:34:04.643107+00
0
0
0
0
0
0.966116
0.294526
0.019114
0
0.008688
0.04344
0.960904
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1,151
find them and kill them
find them and köll them
3.25
2016-06-03 02:00:02.391674+00
0
0
0
3
0
0.6
0
0.4
0
0.1
0.6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
now this is how the congress house speaker becomes a political prostitute overnight and he came very cheap
now this is how the congress house speaker becomes a political pr0stitute overnight and he came very cheap
3.8
2016-06-03 05:12:04.645346+00
0
0
0
1
0
0.90566
0.037736
0.169811
0
0.018868
0.867925
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53
just how stupid are these people
just how $tupid are these people
4.333333
2016-06-05 17:21:00.607275+00
0
0
0
0
0
0.828947
0.092105
0.092105
0
0
0.789474
0.381579
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76
how long is the red guard going to run this piece of trash
how long is the red guard going to run this piece of TRRAAASSHH
3.4
2016-06-05 18:28:07.492859+00
0
0
0
0
0
0.862745
0
0.137255
0
0.019608
0.843137
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
51
its not a choice if one was born there you idiot
its not a choice if one was born there you !diot
4
2016-06-06 04:16:37.985392+00
0
0
0
0
0
0.891892
0.121622
0.094595
0
0.054054
0.851351
0.675676
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74
human trash flush him
human tRaSH flush him
3.333333
2016-06-06 13:28:09.499203+00
0
0
0
0
0
0.9
0
0.9
0
0
0.3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
liberty be damned
liberty be d@mned
4
2016-06-07 17:27:29.634265+00
0
0
0
0
0
0.83871
0.016129
0.258065
0
0.016129
0.806452
0.016129
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
62
yeah just like you you moron
yeah just like you you morn
3.8
2016-06-07 22:08:38.458267+00
0
0
0
1
0
0.816327
0
0
0
0.020408
0.795918
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49
trump is totally insane and cannot live in reality
trump is totally insaaaaaane and cannot live in reality
3.4
2016-06-08 15:10:46.610816+00
0
0
0
0
0
0.934211
0.065789
0.763158
0.710526
0.039474
0.394737
0.013158
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76
the first rule of every bureaucracy cover thy ass first
the first rule of every bureaucracy cover thy ASSSSS first
3.666667
2016-06-10 05:25:47.250763+00
0
0
0
0
0
0.791667
0
0.041667
0
0
0.75
0.020833
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
48
but she is a liar and a cheat
but she is a LIARRRR and a cheat
3.75
2016-06-11 17:23:49.518566+00
0
0
0
0
0
0.676471
0.029412
0.014706
0
0
0.705882
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
68
i suggest you keep your ignorant comment to yourself
i suggest you keep your IGNorant comment to yourself
3.8
2016-06-13 06:58:02.084713+00
0
0
0
7
0
0.546667
0.066667
0.066667
0.4
0.026667
0.4
0.026667
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
75
i see my son is a rapist until told otherwise
i see my son is a rappist until told otherwise
3.75
2016-06-13 09:35:42.629098+00
0
0
0
1
0
0.848485
0.060606
0.015152
0
0.80303
0.772727
0.015152
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
4
66
somebody needs to do something about these crazy white folk
somebody needs to do something about these cRAzY white folk
3.5
2016-06-13 12:48:54.745545+00
0
0
0
6
0
0.710526
0.026316
0.039474
0.197368
0
0.671053
0.026316
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76
if aggression and violence are part of your sexual response your a broken and sick individual go seek help
if aggression and violence are part of your sexual response your a broken and SIck individual go seek help
3.75
2016-06-13 23:56:51.815039+00
0
0
0
0
0
0.625
0
0
0
0.125
0.546875
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64
you are racist
you are RaCiSt
3.6
2016-06-14 15:03:38.158334+00
0
0
0
4
0
0.6
0.1
0
0
0
0.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
my analysis a crazy man with a gun
my analysis a CrAzy man with a gun
3.25
2016-06-15 18:25:23.089761+00
0
0
0
1
0
0.9
0.1
0.6
0
0
0.8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
dont be a sanders sore loser
dont be a sanders sore loooseeer
3.5
2016-06-17 00:45:40.290775+00
0
0
0
7
0
0.712121
0.106061
0.015152
0
0.015152
0.075758
0.666667
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66
kill the rail
KIlL the rail
3.5
2016-06-17 19:23:39.567108+00
0
0
0
0
0
0.839286
0.142857
0.053571
0.017857
0.035714
0.107143
0.821429
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
56
it should die wed all be better off
it should d1e wed all be better off
3.2
2016-06-18 16:51:40.538669+00
0
0
0
7
0
0.75
0.05
0
0
0.033333
0.75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
0
10
60
trump is mentally unstable
trUMp is mentally unstable
4.2
2016-06-18 18:06:43.156557+00
0
0
0
0
0
0.90625
0.09375
0.375
0.28125
0.015625
0.828125
0.015625
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
64
your a ass
your a as
3.25
2016-06-19 00:58:38.953794+00
0
0
0
0
0
0.9
0.1
0
0
0.8
0.7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
religion is both a disability and a crutch
ReliGioN is both a disability and a crutch
4
2016-06-19 01:10:18.943928+00
0
0
0
3
0
0.690141
0
0.084507
0
0
0.647887
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
71
what is this garbage why did you publish it
what is this GaRBagE why did you publish it
3.8
2016-06-19 14:55:46.282623+00
0
0
0
6
0
0.833333
0
0.166667
0
0
0.833333
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
yep spineless and despicable
yep spineless and despiccable
3.8
2016-06-20 03:57:03.512092+00
0
0
0
0
0
0.75
0.013889
0.069444
0
0
0.708333
0.152778
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72
shooting for dumb comment of the month
shooting for dumB comment of the month
4
2016-06-20 17:20:15.621177+00
0
0
0
2
0
0.513514
0
0.054054
0
0
0.445946
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74
to restore this old log cabin is absolutely ridiculous
to restore this old log cabin is absolutely ridiculus
3.25
2016-06-21 06:49:57.747161+00
0
0
0
15
0
0.703125
0
0.015625
0
0.015625
0.6875
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64
i wrote him and said quite the opposite as well what a liar and a shill
i wrote him and said quite the opposite as well what a LIARR and a shill
4
2016-06-22 16:52:22.438731+00
0
0
0
1
0
0.7125
0.0625
0
0
0.1
0.125
0.6875
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80
id like to meet this culture and punch it in the face
id like to meet this culture and pUnCH it in the face
3.6
2016-06-22 18:05:48.327245+00
0
0
0
1
0
0.614286
0.014286
0.457143
0.4
0
0.442857
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70
and you wonder why some people call you dick
and you wonder why some people call you DiCK
4
2016-06-24 03:41:38.112901+00
0
0
0
0
0
0.833333
0
0.166667
0
0
0.833333
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
dont be silly of course not but they have their own police force do they not
dont be SiLlY of course not but they have their own police force do they not
3.5
2016-06-28 22:55:17.670983+00
0
0
0
0
0
1
0.2
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
this fool is still writing
this Fol is still writing
3.25
2016-06-29 01:48:19.274483+00
0
0
0
8
0
0.5875
0.075
0.4
0.3375
0
0.45
0.0125
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80
get a life will you dick
get a life will you DiCK
3.666667
2016-07-02 22:12:24.213646+00
0
0
0
1
0
0.94474
0.118509
0.000666
0
0.001332
0.020639
0.932756
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1,502
let them shoot each other
let them sh0ot each other
3.4
2016-07-05 06:42:52.584081+00
0
0
0
7
0
0.8
0
0.1
0
0
0.7
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
doesnt work anywhere its a dumb sentiment with no basis in reality
doesnt work anywhere its a duMB sentiment with no basis in reality
4
2016-07-07 22:56:53.871535+00
0
0
0
1
0
0.8125
0.020833
0.020833
0.020833
0.020833
0.8125
0.041667
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48
you are very very very dumb
you are very very very DUmB
3.75
2016-07-08 09:46:19.609423+00
0
0
0
2
0
0.90566
0.037736
0.132075
0
0
0.90566
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53
your an idiot
your an idot
3.5
2016-07-11 01:27:58.027289+00
0
0
0
0
0
0.636364
0.045455
0.136364
0
0
0.636364
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66
another inane expectorant devoid of any intelligence or sense
another innane expectorant devoid of any intelligence or sense
3.2
2016-07-12 02:11:38.368983+00
0
0
0
0
0
0.883333
0.133333
0.333333
0.216667
0.033333
0.85
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
60
this guy is a dick
this guy is a dic1
3.2
2016-07-12 02:39:26.305928+00
0
0
0
3
0
0.6
0.1
0
0
0
0.1
0.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
and if you dont have the money to move then hurry up and die
and if you dont have the money to move then hurry up and dIe
4.333333
2016-07-13 05:12:53.541917+00
0
0
0
2
0
0.8
0
0.7
0
0
0.2
0.1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
if nobody is hurt push it off the damn road and send them a bill
if nobody is hurt push it off the Dammmnnn road and send them a bill
3.75
2016-07-15 03:31:15.417940+00
0
0
0
0
0
0.660377
0.018868
0
0
0
0.679245
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53
that is a sick comment you should be ashamed of that
that is a SIck comment you should be ashamed of that
3.666667
2016-07-15 20:15:09.532804+00
0
0
0
4
0
0.847826
0.021739
0.021739
0
0.021739
0.826087
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
46
dont worry judge you just proved you are the fool
dont worry judge you just proved you are the Fooolll
3.4
2016-07-17 14:25:55.727151+00
0
0
0
0
0
0.84058
0.173913
0
0
0.014493
0.014493
0.855072
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
69
shoot the messenger
shot the messenger
3.2
2016-07-17 18:41:02.909143+00
0
0
0
5
0
0.7
0.1
0
0
0.5
0.3
0.4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
4
10
how is the president encouraging police to shoot and kill black who are unarmed
how is the president encouraging police to shoot and kill blck who are unarmed
3.333333
2016-07-17 18:47:30.553376+00
0
0
0
0
0
0.8
0
0
0
0.8
0.6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.166667
0
0
0
6
10
blind allegiance you have black
blind allegiance you have blackk
4
2016-07-19 00:18:54.747809+00
0
0
0
0
0
0.525
0.025
0.025
0
0.075
0.4875
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
80
people are the worst
people are the wOrSt
4.2
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toxic-detection-testset

Dataset Description

Dataset Summary

This dataset a test set for toxic detection that contains both clean data and it's perturbed version with human-written perturbations online. In addition, our dataset can be used to benchmark misspelling correctors as well.

Languages

English

Dataset Structure

Data Instances 

{
  "clean_version": "this is pretty much exactly how i feel damn",
  "perturbed_version": "this is pretty much exactly how i feel daaammnn",
  "toxicity": 0.7,
  "obscene": 0.7,
  "sexual_explicit": 0,
  "identity_attack": 0,
    ...
  "insult": 0.2,
  "quality_mean": 4
}

Data Fields

This dataset is derived from the Jigsaw data. Hence, it keeps all the useful metrics and attributes.

Main

  • clean_version
  • perturbed_version

Metrics

  • toxicity
  • severe_toxicity
  • obscene
  • threat
  • insult
  • identity_attack
  • sexual_explicit Identity attributes
  • male
  • female
  • transgender
  • other_gender
  • heterosexual
  • homosexual_gay_or_lesbian
  • bisexual
  • other_sexual_orientation
  • christian
  • jewish
  • muslim
  • hindu
  • buddhist
  • atheist
  • other_religion
  • black
  • white
  • asian
  • latino
  • other_race_or_ethnicity
  • physical_disability
  • intellectual_or_learning_disability
  • psychiatric_or_mental_illness
  • other_disability

Data Splits

test: 1339

Dataset Creation

Curation Rationale

[More Information Needed]

Source Data

Initial Data Collection and Normalization

Jigsaw is a famous toxic speech classification dataset containing approximately 2 million public comments from the Civil Comments platform. In addition to the toxic score labels for toxicity classification, the Jigsaw dataset also provides several toxicity sub-type dimensions which indicate particular comments' target groups, such as male, female, black, and Asian. Due to these prolific identity annotations and significant data volume, we adopt this dataset as our raw data source. Since the dataset has been used as the standard benchmark dataset for content moderation tasks, this adoption will also help reduce the entry barrier in adopting NoisyHate from the community.

Since the comments from the Jigsaw dataset contain a lot of special characters, emojis, and informal language, data cleaning was necessary to ensure data quality. Following a typical text processing pipeline, we removed duplicated texts, special characters, special punctuation, hyperlinks, and numbers. Since we only focused on English texts, sentences containing non-standard English words were filtered out. 13,1982 comments remained after this cleaning step.

Who are the source language producers?

The source data is provided by the Conversation AI team, a research initiative founded by Jigsaw and Google.

Annotations

Annotation process

In the annotation process, we display a guideline to explain the definition of human-generated perturbation and provide examples of both high-quality and low-quality perturbations. This training phase has been suggested to warrant high-quality responses from the human worker, especially for labeling tasks. Each MTurk worker is then presented with a pair of a perturbed sentences and its clean version and is asked to determine the quality of the perturbed one (Guideline and UI can be found in our paper).

We recruited five different workers from the North America region through five assignments to assess each pair. A five-second countdown timer was also set for each task to ensure workers spent enough time on it. To ensure the quality of their responses, we designed an attention question that asks them to click on the perturbed word in the given sentences before they provide their quality ratings. Workers who cannot correctly identify the perturbation's location in the given sentence will be blocked for future batches. We aimed to pay the workers at an average rate of $10 per hour, which is well above the federal minimum wage ($7.25 per hour). The payment of each task was estimated by the average length of the sentences, which totals around 25 words per pair, and the average reading speed of native speakers is around 228 words per minute.

Who are the annotators?

US Amazon MTurk workers with HIT Approval Rate greater than 98%, and Number of HITs approved greater than 1000.

Personal and Sensitive Information

N/A

Additional Information

Dataset Curators

[More Information Needed]

Citation Information

paper is coming soon

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