Datasets:

FredZhang7
/

toxi-text-3M

text string	is_toxic int64	lang string
Saved lives, and spent for all of their children's lives. LIberal Madness, playing at a theatre near you.	0	en
I agree with what you say, but for those workers it must also become expensive to live in Vancouver, so maybe even they would be happier moving slightly further from downtown. Maybe not as extreme as Toronto...	0	en
My observation is there exists unequal share of State monies with its residents, before all the Urban residents get defensive please hear me out. Presently no one except Corporations pay State income taxes. No individual pays state taxes. I noticed state funded bicycle paths, road maintenance, defunct Docks, powerful p...	0	en
Animal based fats are not what causes cardiovascular disease. The research used to pass that false information to patients for decades was misinterpreted and then drug companies covered it up to sell medications that harm health. Of course fats from animals full of hormones and antibiotics or butter from those animals ...	0	en
@GOPBlackChick @barrackobama just said u.s.was full of nice,giving,smart ppl.I thought we were mean,unexceptional,bitter clingers?#evolved?	0	en
I bet you supported the war on Iraq, or bombing Iran, because, well.....we need to stand up to the "evil doers" of the world and show them that their behavior will not be tolerated... but homegrown terrorist....	0	en
"You are seriously comparing pregnancy with the flu?" . No, I am comparing things like Endometriosis, which are prevented or reduced by hormone therapy, to the flu. My post was in reply to a post explicitly responding to "Many women use this hormone treatment to control their menstrual cycles for reasons beyond birth c...	0	en
I like Rachel Notley but regardless of her integrity the west sees that she was stabbed in the back by the Federal NDP and Liberals ..the limousine progressives have totally overplayed their hand and with some help from Coderre the west is pretty much 100% piZZt ... things are tough in towns all across the country an...	0	en
One's biological sex - male and female - is a valid distinction. Sexual expression, according to the Catholic Church, is either moral or immoral in its expression.	0	en
yah but ur special Ryan.	0	id
Mike18xx\|Mike18xx]] 08:45, 9 April	0	af
The irony is delicious. A party that is single handedly ruining the province with increased debt needs to borrow and bribe us to allow them to continue to put ourselves in debt. Let this be a warning to all. They have to go.	0	en
Generally, yes. Though they may not be the next Steve Jobs. http://www.bc.edu/bc_org/rvp/pubaf/chronicle/v4/N2/ARNOLD.html A caveat. The sample size and follow up time are both small.	0	en
"Zero to 1 Billion dollar loss to Alaska" . Just that estimate range alone should give both our Senators serious pause certainly past September 30th (the cut off date for a simple majority vote). I sense the words of Senator John McCain were heard by Senator Murkowski but I am not sure Senator Sullivan can overcome h...	0	en
आज म्हसळा तालुक्यातील वरवठणे गण येथे आडी मधील आळी, कोळे, केलटे, जांभुळ, साळविंडे तसेच मेंदडी गण येथील बनोटी, खरसई, जमीर नजीर, मेंदडी, काळसुरी, तुरुंबाडी, रोहिणी या गावांना भेट दिली. pic.twitter.com/nBTyxCnW3Q	0	mr
lyk lideri seyithan öz den senin göruşune saygı duyuyorum	0	tr
You should be old enough to know better, unless you retired at 12.	0	en
Wonder why house prices are so high in the city ?	0	en
Build whatever you want, as long as it is not a blight in the city landscape and not one penny comes from the taxpayer to build it.	0	en
UTROLIGT, de unge mennesker må kede sig meget, siden de skal ødelægge andres ejendom, håber de bliver stillet til ansvar.......	0	da
Reminds me of the old adage to not mud wrestle with a pig as you'll both get dirty and the pig will like it.	1	en
Will the owners be barred from issuing a no-cause eviction?	0	en
Why is he wasting state resources chasing after this? His argument regarding the prohibition of discrimination in the constitution is invalid since these are non-citizens not covered by our constitution. We as a country have a right to regulate who enters our borders and ensure that they aren't doing so in order to cau...	0	en
Since when did the truth not matter? Claiming these guys are White Supremacists is just another Leftist lie. Conflating neo-nazis with nationalists, conservatives and anti-jihadists is just another way of misrepresenting reality - a lie. Where is the evidence? Nowhere or in some long debunked blog. If Trump caves on th...	0	en
Dear Alex In trying to explain some pretty technical stuff, you missed a couple key points relevant to why or why not CO2 removal is important in the case of North Slope pipelines and LNG plants. 1) The producers should want to capture and reinject the CO2 as part of their Enhanced Oil Recovery (EOR) project. CO2 w...	0	en
Do you always act like a jackass when someone asks a simple question? Perhaps you should learn to "deal with" your attitude.	1	en
Budsie: 'tis indeed and if I don't get the chance, you stay jolly pal and have a Very Merry Christmas and plenty of good fortune to you, your family and your Jets, in the New Year.	0	en
Fall Guy RENG: sivir Qursor: boosted piece of shit Fall Guy RENG: what did i do Fall Guy RENG: take me back JETAIMETAMMY69 left the room. Fall Guy RENG: pls Pelipper AnFam: why would i do that Fall Guy RENG: the kitten Pelipper AnFam: when you jumped on someone else Fall Guy RENG: just wants to hug you Qursor...	1	en
??? Your math is completely wrong here unless there is some huge assumption you are making! Someone with 5 employees working 35-hours per week, 52 weeks per year (employers need to pay for holidays and vacation pay) at minimum wage they are earning $20,748/year right now at $11.40/hour. Total direct labour costs are...	0	en
Maybe the tourist helicopters should go back to the mainland. I'll take the frogs.	0	en
HAHAHA. Hey Pal, this article is speaking directly to you.	0	en
Being a lifelong, practicing Catholic, I agree with Mr. Dearing.	0	en
Bem-vindo(a), LUCIANE MOLINA MORAES! Seu trabalho é importante. Sou colaborador da Wikipédia. Espero que também goste de colaborar com esta enciclopédia, que dá a qualquer pessoa a possibilidade de ter livre acesso ao somatório de todo o conhecimento humano. Ajude-nos a melhorar e acrescentar informações. Obrigad...	0	pt
This was my column, as approved by my editor, that the Courant refused to publish about one of its biggest advertisers. It was scheduled to run on Aug. 2 but was held without an explanation. This was the first time in my 40 years at The Courant that an investigation by the attorney general was withheld from the public....	0	en
It's all about vision and leadership. China is now working on a global power grid first thought up by Japanese tycoon, Masayoshi Son. The Global Energy Interconnection Development and Cooperation proposal (GEIDCO) is that national power grids will be linked by ultra high voltage lines. Wind farms at the North Pole and ...	0	en
:: I think the list of compositions need to be restored, it is pretty customary for composers.	0	en
" The line that clearly states not to edit it. 9(talk) "	0	en
Senile Bernstein. Somebody must have dressed him, wiped the oatmeal off his chin and driven him downtown. Nothing of substance since Watergate.	0	en
Why so little discussion or reporting on the rape of a young freshman girl in a high school bathroom in Maryland by an illegal alien (18 years old)? Another perfect example of bias by omission. The story supports Trump's position that we need to get rid of the "bad dudes".	0	en
C'est amplifiÃ© par l'actualitÃ©.	0	ca
Tag Archives: Batman & Robin Following the piracy of "Batman" #17 in advance of its release date earlier this week, DC Comics has another leak on its hands. A photo of variant covers for "Batman, Incorporated" #8 has surfaced, nearly two weeks prior to the comic's February 27 release date. The photo shows three varian...	0	en
You might not really like it that much, in the actual situation. I suggest you follow a rule all men know: don't take it out and wave it around in public.	0	en
It isn't really 39%. In 2011 is was 39% of 61% of 88% = a bit under 21%. In 2015 it was 39% 0f 69% of 88.4% = a hair under 24%. Result = % x nominal turnout x registration/eligible. 21% is an absurdly small number in a democracy. 24% isn't much better. The biggest difference between 2011 and 2015, though, was that ...	0	en
If one's purpose is clearly to leave behind "old concepts, cultures etc." why not just leave them? But don't forget to stop identifying as "Christian."	0	en
`{\| class=``messagebox`` style=``background: AntiqueWhite;`` \|- \|This talk page is automatically archived by . Any sections older than (20) days are automatically archived to ''''''. Sections without timestamps are not archived. \|- \|} `	0	en
Stop blaming others for your kids who can't make it into a competitive school. Let's have some fact based discussions. There is some facts. There are actually more domestic seats at over the years. Use UBC as an example, if you look at stats here. https://apsc.ubc.ca/about/facts-and-figures UBC Engineering for examp...	0	en
Why don't they do a calendar of all the animals they have euthanized?	0	en
What is the law on donations/contributions to political parties by people who are not citizens?	0	en
La nostra Costituzione garantisce la libertÃ di culto, per cui Ã¨ sensato che i musulmani abbiano luoghi di preghiera per loro.	0	it
:Now you're accusing me of harassment, just look at the conversation i haven't used any profanity, User_talk:Kwamikagam is one who harassed me by saying i'm an idiot on the User_talk:Kwamikagam talk page view history: I will not take this problem gentlely i will report all hypocrites and people using admins powers onl...	0	en
@ You Know What Fine!! FUCK YOU!!!! I hope you and and that smart ass and douchbag burn in hell!! Because I was just having some fun and trying to be right for once by having some connection. Weird Al is right! Wikipedia does suck!!!	1	en
Justice must not only be done, it must be seen to be done. This is the essence of the principle of open justice. Put differently, the public has a right to have access to the courts, to observe how matters will be decided and to obtain court documents relating to those cases. The past few months have been particularly...	0	en
For the sake of Vancouver Canucks fans’ sanity, let’s assume that the unfortunate result of Jesperi Kotkaniemi holding Elias Pettersson behind the play and falling awkwardly on his leg leads to a much more minor injury than it looked like initially, and Pettersson can get back into games before we know it. The Canucks...	0	en
Some say cucumbers taste better pickled.	0	en
The problem with benefits is that they go to the poor for being poor. Give every family with a worker or remedial/student trainee a child care tax cut of $1000 per child per month and you will build solidarity behind the concept of living wage and thus de-fang the GOP. Of course, abortion is still an issue for rural ...	0	en
Really? What other Civil beat articles have you commented on in the past month?	0	en
بالله يا الظفيري ما وجدت تناقش الا مع خائف وخائن.	1	ar
My kids played hockey there-normally tournements in Taos years ago. Since then, we go back and stay from time to time - we like New Mexico. I just plan on retiring by the ocean so NM is out for that, sadly. That is one thing that enables CA to maintain Prop 13, they have a vibrant and ever changing eononmy-a solid on...	0	en
Should have got Ken Burns to produce the documentary. He usually does such nice work. Maybe Tom Hanks can narrate?	0	en
"It makes me angry too even if I'm not Egyptian. Fuck the spring if all it did was bring bloodthirsty cavemen to power and threaten the lives of minorities. There are still some glimpses of hope though with the likes of bassem youssof. It's…" "Sal, My husband and I are coming to Morocco 3/25/13 (Rabat, Fes and Marrake...	1	en
Q: Forcing SSL on /admin.php only Trying to force SSL on the admin area only (/admin.php) but running into some issues. I've installed the http support add-on (http://devot-ee.com/add-ons/https-support) and the SSL certificate is up and running with this the admin area all works fine. However when logged in if you vi...	0	en
Describe the specific walking movement	0	en
One thing I learned as a pup is that all the faithful must learn Arabic to become Muslim. That is so they can read the actual, unchanging, and unchanged words of the Prophet as they were spoken 700 years ago. The required five daily prayers must be recited in Arabic. They are one of the five "Pillars of Islam". ...	0	en
Yes, it's complicated ... an immediate "knee-jerk reaction" (and then reality setting in? The bombing might just be a one-off.) Some stocks ended low, but many surged when bombing was announced. War is good for business. http://www.reuters.com/article/us-global-markets-idUSKBN179031	0	en
` == Yeah == You're right, he's a complete cock. Runs and tells his boyfriend whenever anyone questions the shitty job he does of ``creating`` pages.`	1	en
You forgot the 225 Canadians that jetted to Marrakesh a few weeks back....that you paid for.	0	en
The brits caused suffering and disruption all over the world for over 250 years, basing their crimes against humanity largely on their racism (and of course greed). Now their racism will cause disruption and suffering at home. Funny isn't it?	0	en
One other comment, intros are intended for a general audience, so technical concepts which will not be understood by the average reader should be moved from the intro to the body of the article. We may want to do some of that here.	0	en
Marco Rubio got it right when he called Trump a con man. How many of out other legislators are con artists? I can name one. Lisa Murkowski. She says she's for Alaskans. She says she understands the seriousness of issues plaguing our state yet continues to endorse unsustainable and environmentally devastating industries...	1	en
We got rid of the last divisive PM. We'll get rid of this one as well. I guess red or blue conservatives are not Justin's neighbors after all!!!	0	en
@picdetroi Los albañiles bolivianos q me están reformando la cocina y el baño son unos gentlemen al lado de esta guarrilla callejolera.	1	es
If you had said 'the home counties' I might have given this tweet a like.	0	en
Category: compassion Latest work: thank you for listening to my previous ramblings, and here is more. Continued, committing to providing free variety to service my fans that are or could be the poor and indigent dialogists — or just bored with what is out there already. Probably just bored though. THE LATEST ( this h...	1	en
La Malpezzi vuole farci credere che esiste Babbo Natale e la Castaldini appartiene a un partito fantasma	0	it
My prediction for one year from now. Fewer offers for fewer points at both stores. Point redemption thresholds raised quietly. Personalised point offers which are the currently the biggest hook for both PC Plus and Optimum cut back or even eliminated. T. Dee will be proven right. Nothing good for the consumer in this ...	0	en
Só há uma coisa que eu detesto mais que um atrasado mental: Um atrasado mental q pensa que é um campeão qd está atrás de um ecrã de um PC	0	pt
nem tudo q parece 茅馃槈	0	pt
But they don't reflect the same thing. Inflation of the dollar results in Harry being the old winner, while inflation of the ticket price gives it to Batman.	0	en
It doesn't matter what Trudeau does as long as he continues to receive kick-backs and donations from foreign nationals. Until he resigns, all of his actions are now worthless.	0	en
Most of his family are horrible, but that doesn't change our obligations to him.	0	en
Have you actually read any Marx? How about Adam Smith's "Theory of Moral Sentiments"?	0	en
A lot of passionate commentators on the topic of jobs/automation miss something pretty important in my estimation; you see, humanity comes up with new ways of doing things since they started wearing clothes and sustaining campfires, and there's just no stopping it. I mean you literally have to have a dictatorship (of w...	0	en
"Tortured" all those who said "tortured" any Proof? besides "I read it in the papers and I believe what I read? Any chance you read the wrong newspaper? - Define torture? What torture exactly? Khadr said so or witnesses?	0	en
but what do credibility,trust,openness,honesty,tradition and equality have to do with politics?	0	en
Currently browsing tag equality From a simple count, the current Federal Liberal/National Coalition government has 19 core ministerial positions, including the Prime Minister himself. These days in Australia, there are (according to the Australian Bureau of Statistics) just 98 men per 100 women. Yet somehow, of those...	1	en
Because you've taken over the schools and the courts. They've also outlawed tar and feathering. That's how we used to get rid of the riff raff because we were too civilized to hang people for being stupid. We left that for horse thieves and criminals.	0	en
I didn't changed the meaning but fixed grammer.	0	en
Given that Obama has been in office for 7 and a half years and has not done anything that resembles what Hitler did in Germany, it would be a rather useless comparison now, wouldn't it?	0	en
You might be right, but most of the whinging about public sector pensions conveniently ignores the fact that we pay a significant amount into them, and have no choice but to do so. I contribute a mandatory 1,000 per month. Yes, the employer matches my contributions. But I have absolutely no say in how the principal ...	0	en
"Industry Johns" That is a great description!! Mind if I use it?	0	en
"... sometimes the "m" is silent in masses." Best laugh I've had all day!	0	en
6. Preach it brother!!!	0	en
Nice ... just drove by a guy in front of Safeway on 320th smoking crack in public, and further on down the road there is a guy passed out on the sidewalk in front of Applebee's. I swear I think I'm in Seattle.	0	en
Jack, you have always been a great leader and Highline and our Community will miss dearly, from one Jack to another " you still will always be the Best Jack" Enjoy retirement. Regards Jack Stanford	0	en
He did interfere he pressured the local prosecutor to keep her on the payroll for the past year. Spent the time hacking into case files and downloading docs. Whaddaya think the FBI took from her house. Whydaya think Myles dummied up about it.	0	en
يجب محاسبة كل من امريكا واسرائيل وبعض دويلات الخليج على تأجيج الصراع في سورية وارسال المرتزقة والارهابيين اليها ودعمهم بحجة كذبة الحرية التي يحتاجها الخليجيين قبل الغير	1	ar
I drove many BMWs for many years and miles. On average, between year 6 when everything starts going for the first time, and year 10 when everything starts going for the second time, you pay about $250/mo in repair costs while owning BMW. When driving out of warranty BMW finding good independent mechanic is absolutely...	0	en
this is a problem. medical issues are treated with multiple prescriptions. it's easy to lose track of what, when and how much...add long term habits , perhaps recreational or medicinal, it adds up. people have a false sense of safety because they're prescription drugs written be a doctor. ...so if 2 are good...3 or ...	0	en
Those "Justin Trudeau, he's just not ready" ads were on the mark. It's a shame that more voters didn't realize how accurate they were. We could have been spared the embarrassment that currently holds the office of Prime Minister.	0	en
Yes, back to O'Leary.	0	en

End of preview. Expand in Data Studio

This is a large multilingual toxicity dataset with 3M rows of text data from 55 natural languages, all of which are written/sent by humans, not machine translation models.

The preprocessed training data alone consists of 2,880,667 rows of comments, tweets, and messages. Among these rows, 416,529 are classified as toxic, while the remaining 2,463,773 are considered neutral. Below is a table to illustrate the data composition:

	Toxic	Neutral	Total
multilingual-train-deduplicated.csv	416,529	2,464,138	2,880,667
multilingual-validation(new).csv	10,613	19,028	29,641
multilingual-test.csv	14,410	49,402	63,812
Each CSV file has three columns: `text`, `is_toxic`, and `lang`.

Supported types of toxicity:

Identity Hate/Homophobia
Misogyny
Violent Extremism
Hate Speech
Offensive Insults
Sexting
Obscene
Threats
Harassment
Racism
Trolling
Doxing
Others

Supported languages:

Afrikaans
Albanian
Arabic
Bengali
Bulgarian
Catalan
Chinese (Simplified)
Chinese (Traditional)
Croatian
Czech
Danish
Dutch
English
Estonian
Finnish
French
German
Greek
Gujarati
Hebrew
Hindi
Hungarian
Indonesian
Italian
Japanese
Kannada
Korean
Latvian
Lithuanian
Macedonian
Malayalam
Marathi
Nepali
Norwegian
Persian
Polish
Portuguese
Punjabi
Romanian
Russian
Slovak
Slovenian
Somali
Spanish
Swahili
Swedish
Tagalog
Tamil
Telugu
Thai
Turkish
Ukrainian
Urdu
Vietnamese
Welsh

Original Source?

Around 11 months ago, I downloaded and preprocessed 2.7M rows of text data, but completely forgot the original source of these datasets... All I remember is that I downloaded datasets from everywhere I could: HuggingFace, research papers, GitHub, Kaggle, SurgeAI, and Google search. I even fetched 20K+ tweets using the Twitter API. Recently, I came across 6 datasets, so I remembered to credit them below.

Known datasets:

tomekkorbak/pile-toxicity-balanced2 (HuggingFace)
datasets/thai_toxicity_tweet (HuggingFace)
datasets/ethos (HuggingFace)
inspection-ai/japanese-toxic-dataset (GitHub)
mathigatti/sexting-dataset (GitHub)
omar-sharif03/BAD-Bangla-Aggressive-Text-Dataset (GitHub)

I manually collected and wrote 100 rows of data.

Loading the Dataset

To prevent errors like row count mismatch, please add verification_mode="no_checks" when loading the dataset.

from datasets import load_dataset

ds = load_dataset("FredZhang7/toxi-text-3M", verification_mode="no_checks")

Limitations

Limitations include:

All labels were rounded to the nearest integer. If a text was classified as 46%-54% toxic, the text itself might not be noticeably toxic or neutral.
There were disagreements among moderators on some labels, due to ambiguity and lack of context.
When there're only URL(s), emojis, or anything that's unrecognizable as natural language in the "text" column, the corresponding "lang" is "unknown".

Have fun modelling!

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Models trained or fine-tuned on FredZhang7/toxi-text-3M

FredZhang7/one-for-all-toxicity-v3

Text Classification • 0.2B • Updated Dec 12, 2023 • 142 • 19