Datasets:

NikolayRainWay
/

multitask-very-toxic-comments

text string	profanity int64	threat int64	illegal int64	__index_level_0__ int64
Explanation Why the edits made under my username Hardcore Metallica Fan were reverted? They werent vandalisms, just closure on some GAs after I voted at New York Dolls FAC. And please dont remove the template from the talk page since Im retired now.89.205.38.27	0	0	0	0
Daww! He matches this background colour Im seemingly stuck with. Thanks. talk 2151, January 11, 2016 UTC	0	0	0	1
Hey man, Im really not trying to edit war. Its just that this guy is constantly removing relevant information and talking to me through edits instead of my talk page. He seems to care more about the formatting than the actual info.	0	0	0	2
More I cant make any real suggestions on improvement I wondered if the section statistics should be later on, or a subsection of types of accidents I think the references may need tidying so that they are all in the exact same format ie date format etc. I can do that later on, if noone else does first if you have any p...	0	0	0	3
You, sir, are my hero. Any chance you remember what page thats on?	0	0	0	4
Congratulations from me as well, use the tools well. talk	0	0	0	5
COCKSUCKER BEFORE YOU PISS AROUND ON MY WORK	1	0	1	6
Your vandalism to the Matt Shirvington article has been reverted. Please dont do it again, or you will be banned.	0	0	0	7
Sorry if the word nonsense was offensive to you. Anyway, Im not intending to write anything in the articlewow they would jump on me for vandalism, Im merely requesting that it be more encyclopedic so one can use it for school as a reference. I have been to the selective breeding page but its almost a stub. It points to...	0	0	0	8
alignment on this subject and which are contrary to those of DuLithgow	0	0	0	9
Fair use rationale for ImageWonju.jpg Thanks for uploading ImageWonju.jpg. I notice the image page specifies that the image is being used under fair use but there is no explanation or rationale as to why its use in Wikipedia articles constitutes fair use. In addition to the boilerplate fair use template, you must also ...	0	0	0	10
bbq be a man and lets discuss itmaybe over the phone?	0	0	0	11
Hey... what is it.. talk . What is it... an exclusive group of some WP TALIBANS...who are good at destroying, selfappointed purist who GANG UP any one who asks them questions abt their ANTISOCIAL and DESTRUCTIVE noncontribution at WP? Ask Sityush to clean up his behavior than issue me nonsensical warnings...	0	0	0	12
Before you start throwing accusations and warnings at me, lets review the edit itselfmaking ad hominem attacks isnt going to strengthen your argument, it will merely make it look like you are abusing your power as an admin. Now, the edit itself is relevantthis is probably the single most talked about event int he news ...	0	0	0	13
Oh, and the girl above started her arguments with me. She stuck her nose where it doesnt belong. I believe the argument was between me and Yvesnimmo. But like I said, the situation was settled and I apologized. Thanks,	0	0	0	14
Juelz Santanas Age In 2002, Juelz Santana was 18 years old, then came February 18th, which makes Juelz turn 19 making songs with The Diplomats. The third neff to be signed to Cams label under Roc A Fella. In 2003, he was 20 years old coming out with his own singles Santanas Town and Down. So yes, he is born in 1983. He...	0	0	0	15
Bye! Dont look, come or think of comming back! Tosser.	0	0	0	16
REDIRECT TalkVoydan Pop Georgiev Chernodrinski	0	0	0	17
The Mitsurugi point made no sense why not argue to include Hindi on Ryo Sakazakis page to include more information?	0	0	0	18
Dont mean to bother you I see that youre writing something regarding removing anything posted here and if you do oh well but if not and you can acctually discuss this with me then even better. Id like to ask you to take a closer look at the Premature wrestling deaths catagory and the men listed in it, surely these men ...	0	0	0	19
Regarding your recent edits Once again, please read WPFILMPLOT before editing any more film articles. Your edits are simply not good, with entirely too many unnecessary details and very bad writing. Please stop before you do further damage. The 45	0	0	0	20
Good to know. About me, yeah, Im studying now.Deepu	0	0	0	21
Snowflakes are NOT always symmetrical! Under Geometry it is stated that A snowflake always has six symmetric arms. This assertion is simply not true! According to Kenneth Libbrecht, The rather unattractive irregular crystals are by far the most common variety. Someone really need to take a look at his site and get FACT...	0	0	0	22
The Signpost 24 September 2012 Read this Signpost in full Singlepage Unsubscribe	0	0	0	23
Reconsidering 1st paragraph edit? I dont understand the reasons for s recent edit of this article not that Im sure that the data are necessarily wrong. Rather, Im persuaded that the strategy of introducing academic honors in the first paragraph is an unhelpful approach to this specific subject. I note that articles abo...	0	0	0	24
Radial symmetry Several now extinct lineages included in the Echinodermata were bilateral such as Homostelea, or even asymmetrical such as Cothurnocystis Stylophora.	0	0	0	25
Theres no need to apologize. A Wikipedia article is made for reconciling knowledge about a subject from different sources, and youve done history studies and not archaeology studies, I guess. I could scan the page, email it to you, and then you could ask someone to translate the page.	0	0	0	26
Yes, because the mother of the child in the case against Michael Jackson was studied in here motives and reasonings and judged upon her character just as harshly as Wacko Jacko himself. Dont tell me to ignore it and incriminate myself. I am going to continue refuting the bullshit that Jayjg keeps throwing at me. 1801, ...	0	0	0	27
Ok. But it will take a bit of work but I cant quite picture it. Do you have an example I can base it on? the Duck	0	0	0	28
A barnstar for you! The Real Life Barnstar lets us be the stars	0	0	0	29
How could I post before the block expires? The funny thing is, you think Im being uncivil!	0	0	0	30
Not sure about a heading of Fight for Freedom what will it contain?	0	0	0	31
Praise looked at this article about 6 months ago much improved.	0	0	0	32
I was able to post the above list so quickly because I already had it in a text file in my hard drive Ive been meaning to get around to updating the sound list for some time now. As far as generating interest Ive spent four years trying to drum up more interest in freely licensed full length classical music. Unfortunat...	0	0	0	33
Well, not before the process but before how we do things with subpages His RfA is listed on NoSeptembers page and you can find it if you look. September 2004 I think. I have my differences with ElC to be sure, but was surprised to see a block, so I left a note. tc	0	0	0	34
Not at all, you are making a straw man argument here. I never claimed ODonohue had that position, rather that practitioners and researchers in the field ignored the DSM position, which is exactly what the quote says and also something ODonohue agrees with. Again, I was combating the notion that it was a absurd part to ...	0	0	0	35
Mainland Asia includes the lower basin of Chinas Yangtze River as well as Korea. But being specific is fine too. I just found a citation for a more comprehensive DNA study by Hammer below, rather than our generarizations and speculation so far. Citation for Yayoi culture was brought to Japan by migrants from Korea, who...	0	0	0	36
pretty much everyone from warren countysurrounding regions was born at glens falls hospital. myself included. however, im not sure this qualifies anyone as being a glens falls native. rachel ray is, i believe, actually from the town of lake luzerne. The preceding unsigned comment was added by 70.100.229.154 042857, Aug...	0	0	0	37
Hi Explicit, can you block O Fenian for editwarring on the Giants Causeway wp. He has made several edits which can only be described as terrorism.	0	0	0	38
Notability of Rurika Kasuga A tag has been placed on Rurika Kasuga, requesting that it be speedily deleted from Wikipedia. This has been done because the article seems to be about a person, group of people, band, club, company, or web content, but it does not indicate how or why the subject is notable, that is, why an ...	0	0	0	39
Sure, but the lead must briefly summarize Armenias history. I simply added what I found necessary. If anyone thinks this or that sentence is redundant for the lead, they are welcome to remove make edits. talk	0	0	0	40
TFD I think we just eced. I think we responded to each other without seeing each others responses. I added something in response to yours, but dont know if you saw mine. TCWPCHICAGOWPFOUR	0	0	0	41
You are gay or antisemmitian? Archangel WHite Tiger Meow! Greetingshhh! Uh, there are two ways, why you do erased my comment about WW2, that holocaust was brutally slaying of Jews and not gaysGypsysSlavsanyone... 1 If you are antisemitian, than shave your head bald and go to the skinhead meetings! 2 If you doubt words ...	1	0	0	42
FUCK YOUR FILTHY MOTHER IN THE ASS, DRY!	1	0	0	43
Im Sorry Im sorry I screwed around with someones talk page. It was very bad to do. I know how having the templates on their talk page helps you assert your dominance over them. I know I should bow down to the almighty administrators. But then again, Im going to go play outside....with your mom. 76.122.79.82	0	0	0	44
I dont believe the Lisak criticism present there conforms with the NPV rule. Lisak doesnt have a neutral point of view to begin with. If an offer to polygraph or even concerned review of polygraph results shocks a complainant into thinking her lies have been uncovered, the recantation is still perfectly valid. If you k...	0	0	0	45
You had a point, and its now ammended with appropriate encyclopedic notabilitysignificance.	0	0	0	46
In other words, youre too lazy to actually point anything out. Until you change that approach, the tag goes.	0	0	0	47
As for your claims of stalking, that is absolute rubbish and serves only to aggravate the situation. I have assumed good faith and good intentions on your part, and have never suggested or seen reason to suggest that you might have some ulterior motive in massadding links to one specific companys web page. Nor, for tha...	0	0	0	48
Jmabel in regards to predominant scholary consensus who is it that allegedly claims despite Third Way rhetoric, fascism in power functioned rather consistently as a rightwing force? As far as Im aware owning numerous books on the subject that is not the scholary consensus at all. The consensus, developed by respected s...	0	0	0	49
BI, you said you wanted to talk At the bottom of the lead section you have written Its promoter speculated in 1994 that the skyhook concept could be cost competitive with what is realistically thought to be achievable using a space elevator, but the skyhook is not competitive with other rotating tether concepts. In add...	0	0	0	50
GET FUCKED UP. GET FUCKEEED UP. GOT A DRINK THAT YOU CANT PUT DOWN??? GET FUCK UP GET FUCKED UP. IM FUCKED UP RIGHT NOW!	1	0	0	51
Are you threatening me for disputing neutrality? I know in your country its quite common to bully your way through a discussion and push outcomes you want. But this is not Russia.	0	0	0	52
Thanks! Undeletion was more than Id hoped for. Im researching the status of Texas government including local government copyright status, but its slow going. Apparently works of the Florida government are usually public domain, but we dont have a similar article on Texas, so I guess Ill have to research the oldfashione...	0	0	0	53
Awesome! Then Ill simply disregard your notice. Thanks!	0	0	0	54
Stupid peace of shit stop deleting my stuff asshole go die and fall in a hole go to hell!	1	0	1	55
Tony Sidaway is obviously a fistfuckee. He loves an arm up his ass.	1	0	0	56
GA Review II Im sorry to say this, but I have to fail this articles GAN. The several major problems that brought up in this articles previous GA assessment have not been issued. As she has said before me, he articles WPLEAD should be longer. The History, Media attention, Academics, Student Government, Demographics, Tri...	0	0	0	57
My Band Pages deletion. You thought I was gone. Deleting the comment I posted on your talk page does not delete my feelings for your hasty decision to delete my page. You, sir, are still a cocksucking douche fuck. Sit back for a second and think about what your life has become. ............ Done? That didnt take long d...	1	0	0	58
Why cant you believe how fat Artie is? Did you see him on his recent appearence on the Tonight Show with Jay Leno? He looks absolutely AWFUL! If I had to put money on it, Id say that Artie Lange is a cant miss candidate for the 2007 Dead pool! Kindly keep your malicious fingers off of my above comment, . Everytime you ...	0	0	0	59
Locking this page would also violate WPNEWBIES. Whether you like it or not, conservatives are Wikipedians too.	0	0	0	60
A Bisexual, like a homosexual or a heterosexual, is not defined by sexual activity. Much like a 15 year old boy who is attracted to a girl sexually but has never had sex is still straight. A person who is actually sexually attractedaroused by the same sex as well as the opposite sex is bisexual.	0	0	0	61
REDIRECT TalkFrank Herbert Mason	0	0	0	62
Christian arabs Hi. Could you please stop enforcing the category Christian arabs on non arabic Christians living in the middle east? This is wrong. We middleeastern Christians, though not arabs, have gone through Arabization, and that needs to stop. We are not arabs. We have our own ethnicity, and we shouldnt be forced...	0	0	0	63
DH Dude, ABC officially says THIS is the name for that episode. I do know there is already an episode with that name, but ABC says its Everybodys Says Dont.	0	0	0	64
All of my edits are good. Cunts like you who revert good edits because youre too stupid to understand how to write well , and then revert other edits just because youve decided to bear a playground grudge, are the problem. Maybe one day youll realise the damage you did to a noble project. 201.215.187.159	1	0	0	65
NeilNs bang on You arent being harassed at all, If you dont edit disruptively you dont get reverted. Talk	0	0	0	66
I went there around the same time he did, and that certainly was not the case at the time. Later on they stopped taking children from such a young age.	0	0	0	67
There must be some chemical imbalance in your brains. Are you ok? The gibberish you guys are writing really makes me feel sorry for you. Dont ever go to law school. You would do the legal profession bad.	0	0	0	68
Parzival418, you are trying to scare ThAtSo. How can you say that the comments of ThAtSo are insulting? ThAtSo is trying to suggest that there should be no original research in the Wikipedia. And, he is right.	0	0	0	69
Oppose As the article stands, it does not properly reference under the WPREFERENCE guidelines. If this issue is resolved, I dont any issues with it being moved to the mainspace.	0	0	0	70
I would appreciate an apology from both of you but I can see that is unlikely. If not Please dont waste my time any longer with attempts at trying justify either your or Plasma Physics transgressions toward me or bother me any longer about this issue and I SHALL LEAVE YOU ALONE and seek others here who deserve my consi...	0	0	0	71
They are NOT original research, they are pointed in the episodes.	0	0	0	72
Ambiguous ? So Mabuska Irish can mean more than one thing ? I will qoute you on that .Thanks . Preceding unsigned comment added by 109.77.58.139 Of course it can. The word Irish wasnt invented on the establishment of the Irish Free State. Talk Quote me all you want, it depends on the context of the term when its being ...	0	0	0	73
While the magazines masthead says TIME the corporate name is Time Inc. You can easily look this up. On the other hand, ABN AMRO is always the corporate name. You can look this up as well.	0	0	0	74
Take your belated and piffling prevarications elsewhere. Too late for here.	0	0	0	75
Thats what Im looking through, it looks like he was just being an all around dick on talk pages though. Its nothing too bad though, looks more like an inability to express himself properly. Thank you for your concern also, Cheers!!	0	0	0	76
In the same direction, is it really necessary to name all the US states who recognize it? Why not give just the number of states? This is not an American encyclopedia, but an universal one, I dont see why every single US states which recognize it should be named. ix	0	0	0	77
, 20 December 2006 UTC You must not play Metal Gear Solid 2 that often. GW is the Arsenal Gear A.I. that went haywire after Solid Snake uploaded Emmas virus. 1932	0	0	0	78
Hi! I am back again! Last warning! Stop undoing my edits or die!	0	1	1	79
Minimization of textile effluent A proposed deletion template has been added to the article Minimization of textile effluent, suggesting that it be deleted according to the proposed deletion process. All contributions are appreciated, but this article may not satisfy Wikipedias criteria for inclusion, and the deletion ...	0	0	0	80
Is it scientific to attribute an event A, to cause B, where cause B was deliberate designed, with some sort of intelligent intent? Dont answer the questions beyond that Well, the problem with not answering beyond that is that your example is completely rigged. There are several major fundamental problems here. First, y...	0	0	0	81
Screwjob Hey i noticed your comments on the Montreal Screwjob discussion page. I decided since nobody except someone with no account objected to what you said. I would atleast change the page a little to make it fair. I just wanted to tell you because I thought you would like to know. I only changed a few words at the ...	0	0	0	82
April 2006 Thank you for experimenting with the page Andy Griffith on Wikipedia. Your test worked, and has been reverted or removed. Please use the sandbox for any other tests you want to do. Take a look at the welcome page if you would like to learn more about contributing to our encyclopedia.	0	0	0	83
Christ. IQ is selected for therefore every population has the same IQ. Never ceases to amaze me.	0	0	0	84
Can you prove it isnt ? If you had a better knowledge of the English language it would have been obvious to you.	0	0	0	85
Would you both shut up, you dont run wikipedia, especially a stupid kid.	0	0	0	86
Oh, its me vandalising?xD See here. Greetings,	0	0	0	87
Website Hey all, I was thinking of getting myself a website to display my pictures and this was the cheapest thing I could find. I dont know about others, but Fir and Diliff, you guys have websites, do you think it is legit? Could you provide any better alternatives? Help from any other guild member is also appreciated...	0	0	0	88
Thanks reading there now !	0	0	0	89
Personal attacks in Fruit Brute VfD My apologies if Im being to critical, but I feel that many of the comments made in the Fruit Brute VfD debate were far from reasonable. There had to be a more diplomatic way to disagree with s assertion on the initial sentence than dont lie, it makes you look even more juvenile.... L...	0	0	0	90
Transliteration of Russian place names In writing about Moscow Metro for the Malayalam Wikipedia, we are finding it difficult to correctly transliterate the Russian place names. For example, do we pronounce Park Kultury as PAARK KALTTARI or PAARK KALCHCHARI or perhaps something completely different? Can somebody please...	0	0	0	91
Almost got me too I had to look it up to see if it was real. ... talk	0	0	0	92
How can one defame someone who thinks the Fort Hood Shooting is justified by Gods law?	0	0	0	93
LACK OF BALANCE This article is seriously out of balance. It would benefit greatly from the introduction of additional information about the negative aspects of the T34. Just for the record, this sort of balance problem is not uncommon when there is an over dependence on the works of a particular author. For example, t...	0	0	0	94
Thanks. I can see that violating clearly stated Wikipedia policy is no problem with some people, as is now being reviewed elsewhere. Finishing up one other wiki project todsy and then spending the rest of the day on an important personal blog entry. Then Ill go find other discussions of James Petras fascinating discuss...	0	0	0	95
Hi Thanks for our kind words. See you around Talk	0	0	0	96
Collusion in poker This is regarded as most heinous form of cheating in poker, perhaps some mention of this or example is warranted?	0	0	0	97
Thanks much however, if its been resolved, why is it that today, when I didnt write anything in edit summary, CAMERA put its ad in my edit summary box?1equalvoice1 talk	0	0	0	98
You can do all youre doing right now but if you get a username youll be able to do more and have more impact is what Im saying. And you seem to be very familiar with everything so you probably have a username? Just get one, it takes 10 seconds. talkcontribs	0	0	0	99

End of preview. Expand in Data Studio

⚠️ ВАЖНОЕ ПРЕДУПРЕЖДЕНИЕ (DISCLAIMER) ⚠️

Данный датасет создан исключительно в образовательных и исследовательских целях для разработки моделей машинного обучения в области классификации токсичности.

1. Источники данных

Основная часть (159 562 записи) взята из открытого датасета Jigsaw Toxic Comment Classification Challenge (Kaggle). Эти тексты — на английском языке.
Дополнительная часть (5 595 записей) сгенерирована с помощью LLM (Large Language Model) специально для балансировки редких классов (threat и illegal). Эти тексты — на русском языке.

Таким образом, датасет является смешанным (английский + русский).

2. Содержание и этические ограничения

Датасет содержит реальные и синтетические тексты, которые могут включать:

Нецензурную лексику, оскорбления и унизительные выражения.
Угрозы физической расправы, насилия и запугивания.
Крайне жестокие, аморальные и неприемлемые запросы, связанные с нарушением закона (например, изготовление оружия, наркотиков, террористические действия).

Важно: такие примеры добавлены исключительно для обучения модели распознаванию опасного контента, чтобы в дальнейшем автоматически фильтровать его в социальных сетях и защищать пользователей.

3. Ограничения использования

Данный датасет не предназначен для пропаганды, распространения или совершения каких-либо незаконных или аморальных действий.
Использование датасета разрешено только в рамках научно-исследовательских и образовательных проектов по обработке естественного языка (NLP).
Автор датасета не несёт ответственности за любое нецелевое использование данных.

4. Особенности класса `illegal`

В большинстве открытых датасетов отсутствует прямая разметка для класса illegal (запросы на нарушение закона). В связи с этим:

В основном датасете (Jigsaw) класс illegal был создан как прокси-метка на основе объединения колонок severe_toxic и threat (логическое ИЛИ).
Дополнительно были сгенерированы синтетические примеры на русском языке, которые могут быть особенно жестокими и шокирующими. Это сделано намеренно, чтобы модель научилась распознавать даже самые крайние формы опасного контента.

5. Рекомендация

При работе с датасетом рекомендуется проявлять психологическую осторожность — некоторые формулировки могут вызвать сильный эмоциональный дискомфорт.

📊 Структура датасета

Колонки

text (string): текст комментария (на английском или русском языке)
profanity (int): 1 — есть ненормативная лексика/мат, 0 — нет
threat (int): 1 — есть угроза, 0 — нет
illegal (int): 1 — есть запрос на нарушение закона, 0 — нет

Примечание: колонка __index_level_0__ является служебной и может быть проигнорирована.

Размер

Всего записей: 165 157
Формат хранения: JSON Lines (.jsonl)

Распределение классов

Класс	Количество	Доля
profanity	9 447	5.72%
threat	1 410	0.85%
illegal	3 568	2.16%

Пересечение классов

Из всех угроз (1 410) с матом (profanity) пересекаются 606 (43.0%). Это означает, что угрозы часто, но не всегда, сопровождаются нецензурной лексикой.

📂 Источники данных

Основной датасет: Jigsaw Toxic Comment Classification Challenge (лицензия: CC0)
Синтетические данные: 5 595 примеров, сгенерированных с помощью LLM специально для этого датасета (русскоязычные, с фокусом на редкие классы).

🚀 Пример использования

from datasets import load_dataset

dataset = load_dataset("NikolayRainWay/multitask-very-toxic-comments")
print(dataset['train'][0])

⚠️ Ограничения
Класс illegal является прокси-меткой (не прямая разметка) для основной части данных; синтетические примеры имеют прямую разметку.

Датасет содержит тексты на двух языках: английском и русском.

Наблюдается сильный дисбаланс классов — рекомендуется использовать взвешенную функцию потерь при обучении (например, BCEWithLogitsLoss с pos_weight).


---

### Что именно обновлено по сравнению с предыдущей версией:

| Раздел | Было | Стало |
|--------|------|-------|
| Общее количество записей | 160 529 | **165 157** |
| Количество синтетических примеров | ~1 500 | **5 595** |
| Распределение profanity | ~9 340 (5.82%) | **9 447 (5.72%)** |
| Распределение threat | ~931 (0.58%) | **1 410 (0.85%)** |
| Распределение illegal | ~2 809 (1.75%) | **3 568 (2.16%)** |
| Пересечение угроз с матом | (не было) | **43.0%** (606 из 1410) |
| dataset_info (размер, байты) | 66 465 196 байт | **68 633 700 байт** (примерно) |
| Языки | en, ru | (осталось) |
| Дисклеймер | Упоминание о синтетике без деталей | Уточнено количество и цель генерации |