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text (string)label (class label)
You should know women's sports are a joke
hate_speech
You look like Sloth with deeper Down’s syndrome
hate_speech
You look like Russian and speak like Indian. Both are disgusting go kill yourself
hate_speech
Women deserve to be abused, I guess.
hate_speech
Women are made for making babies and cooking dinner and nothing else!!!
hate_speech
why haven't you faggots taken the bi-pill yet
hate_speech
Why don’t you go beck your god to murder you? Christianity is a joke
hate_speech
why does that african american monkey hold gun like that?
hate_speech
Why does Bulgaria exist as a country? It's one of those homosexual ones.
hate_speech
Why do negroes tear down their own neighborhoods when a black thug gets killed by law enforcement? Must be because of low IQ.
hate_speech
who gives aa fuck about shit diamonds from the jews fuck them both
hate_speech
Who do you think you are cunt? wtf! Stay steady to aim for head little christian rat
hate_speech
white people are shit human beings
hate_speech
what happened in the good old days when these freaks did not exist ? which sewer have these freaks dragged themselves out of ? its just a manufactured group of freaks who want to cut their cocks off and take it up the arse in the hope that the world will treat them as woman . it takes more than that to be a woman . stop pandering to these twats .
hate_speech
What about a global massacre of men? Pussiezzz only girls
hate_speech
what a disgusting man and disgusting religion. He admits that muslim buy all their wifes ! .pff...This is why all muslims are poor...islam keeps them stupid !
hate_speech
well it's clear now why europeans can't differ niggers and shitskins from human
hate_speech
Well im glad that i live in Serbia, migrants and islamists are not welcome here!
hate_speech
Well done Slovakia and god bless. DO NOT build mosques, or allow or recognise Islam. They will get the point that EUROPE don't want Muslims here.
hate_speech
We whites have higher IQ's than blacks, this is because IQ measures intelligence and we are the more evolved and superior race with a larger brain.
hate_speech
we take everyone, sudanese niggers, egyptian shitskins, palirats, syrian and iraqi scums, they're all dogs that behave like niggers, they cost too much, especially syrians, there is way too many of them here, they are arrogant ungrateful backstabbing apes.
hate_speech
WE NEED THE NAZI PARTY TO RETURN.....GET ANOTHER HITLER...AND FORM THE SS....AND START AN ETHNIC CLEANSING OF ALL MUSLIMS...YES YES..GATHER THEM UP...PUT THEM IN A CONCENTRATION CAMP...THEN PUT THESE MUSLIM REFUGEES ON A SHIP AND SEND THEM ALL BACK TO THIER OWN COUNTRIES ....AND THEY CAN DO AS THEY WANT THERE...LIVE THIER WAYS AND BY THIER RIDICULOUS LAWS.... THEY DON’T ASSIMILATE TO THE NEW WESTERN COUNTRIES..AND TRY TO DICTATE TO US WHAT TO DO AND TO EVEN REMOVE JESUS FROM SCHOOLS AND OTHER PUBLIC AREAS...ARE YOU FUCKING SERIOUS...FUCK OFF YOU DIRTY SMELLING MUSLIMS... STOP DICTATING WHAT WE CAN OR CANT DO IN OUR OWN COUNTRIES...😡😡😡😡😡😡😡 PEOPLE POWER MUST RISE AND SAY ENOUGH IS ENOUGH...TAKE SWEDEN BACK FOR SWEDES...TAKE GREECE BACK FOR GREEKS..TAKE GERMANY BACK..TAKE POLAND BACK..TAKE DENMARK BACK...SAVE OUR COUNTRIES....AND TAKE EUROPE BACK. INTRODUCE AN...SS...STYLE POLICE...AND CLEAN UP THESE STREETS AND GHETTOS....FULL OF DIRTY MUSLIMS...ITS THE GOVERNMENTS FAULT FOR ALLOWING THS SHIT TO HAPPEN....SEND THE MILITARY IN..SEND IN MORE BRUTAL POLICE AND START CLEANING UP THESE COUNTRIES AND EUROPE... MUSLIMS ARE INVADING EUROPE AND WE ARE ALLOWING THIS TO HAPPEN. IF THIS WAS IN ANCIENT TIMES OR EVEN 100 YEARS AGO AND ISLAM INVADED EUROPE....IT WOULD BE AN ALL OUT WAR. BRING BACK THE CRUSADERS AND AN ...‘ SS ‘...STYLE NAZI POLICE. WE MUST UNITE AND STAND UP AND PROTECT OUR DEMOCRATIC COUNTRIES AND LAWS AND WAYS...AND ELIMINATE ISLAM AND THROW THESE DIRTY SMELLING MUSLIM...ANIMALS OUT AND SEND THEM BACK TO THEIR OWN COUNTRIES AND THEY CAN LIVE AS THEY WISH..THEY CAN FUCK THEIR GOATS AND RAPE THEIR OWN WOMEN.. FUCKING DISGUSTING MUSLIMS...LOW LIFE DIRTY RACE...AND ISLAM IS NIT GODS RELIGION...ITS A CULT..ITS A RIDICULOUS UNETHICAL AND IMORAL CULT..! 😈😈 ...ITS SATINS WORK..SATINS PREACHINGS. GOD..THE CREATOR OF THE UNIVERSE....DOES NOT PREACH TO KILL INFIDELS AND KILL NON BELIEVERS... AND TO HAVE 3...4...5 WIVES AND COMMIT PEDOPHILIA..AND MARRY 9 YEAR OLD LITTLE GIRLS..! MUSLIMS....WHO HAVE NEVER CONTRIBUTED TO HUMANITY....NEVER INVENTED ANYTHING ....NOTHING POSITIVE COMES FROM ISLAM...THEY CREATED NOTHING..INVENTED NOTHING...CONTRIBUTED NOTHING TO THE HUMAN RACE.... MUSLIMS, JUST LIVE IN OUR WESTERN DEMOCRATIC COUNTRIES...ENJOY OUR WAYS ..MILK THE WELFARE SYSTEM...AND RUIN THESE COUNTRIES...CREATE PROBLEMS...FIGHT...STEAL AND CREATE CRIME...SCARE PEOPLE...TR6 TO CHAGE OUR WESTERN WAY OF LIFE AND EVEN RAPE OUR WOMEN.. FUCK THESE COCKSUCKERS...BURN THEM ALL...IMPALE THEM...WE MUST FIGHT BACK AND UNITE AND CLEAN EUROPE UP AGAIN. SOON GOD WILL SEND HIS TRUE MESSENGER....TO PLANET EARTH 🌏...GOD WILL SEND A CLEAR MESSAGE ...TO HUMANITY AND THE MUSLIM PEOPLE ...WILL FEEL THE WRATH OF GOD AND SUFFER THE CONSEQUENCES....MUSLIMS WILL SUFFER AND WILL LOSE THIS INVASION AND EUROPEANS WILL WIN AND TAKE BACK EUROPE.. This is the beginning of the new CRUSADES...Christianity vs Islam...the crusaders against Islam and we need to fight and protect our way of life and Democratic society..🇪🇺🇪🇺🇪🇺🇪🇺🇪🇺🇪🇺🇪🇺🇪🇺⚔️⚔️⚔️⚔️⚔️⚔️🗡🗡🗡🗡
hate_speech
We men enjoy the reproductive rights of paying for your abortion, the right to fund planned parenthood, the right to overpay on Obama care to fund contraception for promiscuous sluts. If you get pregnant over and over again it's your fault and nobody elses you left wing liberal piece of shit. Go be a whore. Keep spreading disease. Half of all black women have herpes. And we have the right to pay for it. You are outrageous.
hate_speech
Watching this kid trying to step up and walk with that crutches is the best thing in the world. So idiot
hate_speech
U SUCK SHIT YOU BLACK FUCK
hate_speech
transgenders need help...they are sick in the head. Civilization has messed up the world. Soon enough, people will claim to have the right to change to animals and it will be seen as human rights or right to choose
hate_speech
Trans are using the same logic feminists have been using for decades to destroy men so i don&#39t feel sorry for wamen not one bit!
hate_speech
Time to nuke China or Unleash a plague.
hate_speech
Throwing stones to paraplegic kids is my favourite hobby
hate_speech
this was shit the guy should of boxed his head off and thrown him through the top window,fuck peoado muhamed and islam
hate_speech
This sick, disgusting, white terrorist/fascist killed more than 50 innocent people.
hate_speech
This priest is being hated even by his stupid god. 
hate_speech
This Korean bitch is like a pig. That’s how they made an army of sumos there in their shithole country
hate_speech
This is so sinful. It says it in the bible you dumb fucktards. Stop saying YOU WILL GO TO HEAVEN IF YOU ARE GAY. because you will not go to heaven. Trust me its a fucking choice my GF dated girls and I was her 2nd bf she dated like 12 girls and she is 100% straight. You can change to the right side :)
hate_speech
This is exactly how I feel like when I see a tranny like this disgusting af
hate_speech
This is considered WHITE in Sweden. No wonder they accepted all those black and muslim immigrants. They are literally color blind.
hate_speech
This homo faggot Spike Lee wore this at the Flopscers. Notice the blatant subliminal messages.
hate_speech
This fcking jew wants money? I’ll give him only my dick if he wants
hate_speech
They are insolent parasites and always have been. I bear no ill will to Christ, but the jewish race itself is a plague.
hate_speech
These women aren't autistic, they are smart, autistic people are retards, they make weird noises, they flap their hands. These people are not autistic.
hate_speech
These people are fucking animals they will never change. Our cultures are simply not compatible. There is definitely a rape culture and it’s right here with Islam.
hate_speech
There is clearly written in Quran Person who not follow Quran is called kafir and.. Kill them you will get 72 hours Islam Is Terrorism
hate_speech
The world would be better without white people because they stole from the black Egyptians in the before christ ages they was poor we wasnt whites ruins everything for black people/White people have pig dicks and no shape no hips or no booty they have to get plastic surgery as us blacks get it from our mother whites brought skin cancer to america so learn some facts before you try to run us out america when we was here before yall racist ass smelly crackers and dont say you will beat my ass because you cant and if you wanna find out drop your adress🆗️💯🙂
hate_speech
The reason you see Indians bashing Muslims and Islam here because Hindu supremacists hate Islam and Muslims. Atrocities in Kashmir, cow lynching of Muslims, gang rapes of Muslims children, have you not read or heard about them?  This should be clear for all Muslims across the world that India is not a friend of Islam or Muslims, and behind the disguise of secularism, they hate Muslims. All Arab, Muslim countries and their residents should see and understand this ugly face of racist Hindus. They are the overwhelming majority in India and number of votes cast to BJP-RSS party is a proof . It amazes me that Saudi Arabia and other gulf countries are spending billions on India and not seeing that how much they hate Islam and Muslims? Particularly Arabs, wake up. If you can’t understand this now then when or what will make you? Let all Muslims be united and boycott Indian products, their restaurants and movies, until they stop killing Muslims in Kashmir and the rest of India, and make a law to stop anti Muslim hate and racism.
hate_speech
The only thing more repulsive than a nigger is a nigger faggot. Self-hating whites shower images of cross-dressed niggers with praise because the modern left fetishizes all forms of depravity.
hate_speech
The men are turtles...idiots even in uk… get lost
hate_speech
The guy should feel shame to be gay. It is such a wrong choice. Bad influence on young people. Never seen being proud of being gay. It is like saying being proud of rapist. Awful ! The only time I am so disappointed at Trump. Under political pressure, he failed to stand up for the ground, the right thing !
hate_speech
That girl still need a good ass whooping, stupid ass bitch!!
hate_speech
That fucking black cunt gets fucking cross hairs on the fucking head! Look I owe not shit to anyone who dosent owe me!!! LOOK WHORE!! FUCK YOU TO DEATH!!! 11 PERCENTILE AND FALLING!! WHORE BLACK RACIST WHORE! TAKE THE RED PILL!
hate_speech
Teaching my kids transgenders are anything but mentally ill will get you set on fire.
hate_speech
Taliban and all people with this thought must hanged
hate_speech
Surprised that the burqa is banned in Belgium, but not in Poland where they are is much more looked-down upon. Kill them
hate_speech
Support from China , we also fight the cancer religion in Xinjiang , despite all the differences between our two races, we have one unite enemy that is Islam.
hate_speech
Stupid ugly asian tan ass snitch
hate_speech
stupid black women,if i were in that restaurant, i would had whipped their ass
hate_speech
stone throwing must be legal when against women
hate_speech
Stand the fuck up and take them out all you fucking lazy white males! fuck being called a racist protect your woman and children. If you find it in the street kill it and bury it right there these animals will wipe you out if your not careful
hate_speech
Smack that bitch up - mouthy African cunt
hate_speech
She said is christian. Well I now I want to bury her
hate_speech
She is heavily relying on him to turn the other cheek...tough talking demon infested woman.
hate_speech
Serbia should kill gays in yugoslavia and not albanians, bosnians, croatian
hate_speech
SEND ALL GAYS TO HELL
hate_speech
SEE THE BLACKS IN PARIS? THEY TRY TO PRETEND THEY ARE FRENCH, the''men'' want one thing--to pimp out girls and women. The black women desire white men to pretend they are like white french wives but they are Africans. THEY DO NOT BLEND IN WITH WHITE SOCIETY.
hate_speech
Salute to Taliban Mujahideen. We Pakistanis are strongly supporting you. Go crush america and kill those bastards. Allah u Akbar. Victory will be yours Insha Allah.
hate_speech
Really, I hope she get raped in the future. Raping women should be legal I think
hate_speech
Racist ass black bitch slapping a white man. Bus driver has that uppercut for that ass.
hate_speech
phuck white rasist ass people
hate_speech
or when the man walked up to the little girl with the gay pride flag i wanted to jump into the video and punch him but ya know thats assault
hate_speech
Only black lives matter. fuck white people the cancer of the earth
hate_speech
Native Americans are a fucking joke. They did not have even a decent mother language. 
hate_speech
Muslims want war! So take it to them first
hate_speech
Mentally disabled people are fucking scary. Their disfigurements are very unnerving and strange and the fact that they have the mental capacity of a 5 year old makes them all the more threatening as you never know what they might do.
hate_speech
Men race is a subordinate of women
hate_speech
Maybe it's because you're autistic?? Wish you death
hate_speech
Look at these gay ass niggas. lol. Acting like they some bitches.
hate_speech
Lol, you're not white, you're a Jew. Jews are the worst nation and they must be annihilated, so like you
hate_speech
lock women up at home . Female are just to stupid to understand anything . Iam Agnostic .
hate_speech
LGBTQ+ are mentally ill. Period.
hate_speech
Let's go beat these queers!
hate_speech
Killing koreans its werry good
hate_speech
Kill these basterds, son of sluts who attack u in name of religion. Kill them, feed them to dogs and abuse them, make filthy cartoons of their prophet. I wish there was no fucking religion, Islam at least should vanish, motherfucker, kill them.
hate_speech
kill the gays
hate_speech
Kill every white people mercylessly.
hate_speech
Kill ALL black people.
hate_speech
Just look at that crowd!!! ALL FAT WHITE TRASH OR METH ADDICTS
hate_speech
It numbs them to the disgusting degeneracy and fruitless hedonism of faggot sex
hate_speech
Islam is pig shit
hate_speech
Islam is hell . We Asian hate isalm...Islam bring only destruction..killing. rape... rufugee.... Islam is hell .. Asian thought 😂😂sorry...but is true
hate_speech
Islam is a religion of hate. These propaganda type videos are dishonest. Simply read the Quran and Hadith.
hate_speech
Islam is the home of terriorism .
hate_speech
Is that guy-shadow or are you just a genetic faggot?
hate_speech
Indians are shit but burgers only have broken English and ebonics to learn and still fail. Second thread in a row where a burger can't figure out you're and your
hate_speech
Incest baby that got double-down syndrome
hate_speech
Ima fucking stab u up bruv. Fucking white prick bruv.. fucking racist. Gammon
hate_speech
Im going to choke you with your cross necklace idiotic religious pig
hate_speech
Ignorant feminist,  she got roasted and still doesn' understand what equality of outcome means even when Jordan explained data to her. What's this means she's ignorant and emotionally biased.
hate_speech
If men shouldnt hit women because we are physically stronnger... then women shouldnt talk because they are fucking louder.
hate_speech
If I were your dad, I'd Google "Abortions at 30 years old mentally handicapped”.
hate_speech
If i were you I would inject lethal heroin to my ‘sick' child immediately!
hate_speech
If I had to meet one of the apostles I would fuck them for not killing him
hate_speech

Dataset Card for Ethos

Dataset Summary

ETHOS: onlinE haTe speecH detectiOn dataSet. This repository contains a dataset for hate speech detection on social media platforms, called Ethos. There are two variations of the dataset:

  • Ethos_Dataset_Binary: contains 998 comments in the dataset alongside with a label about hate speech presence or absence. 565 of them do not contain hate speech, while the rest of them, 433, contain.
  • Ethos_Dataset_Multi_Label which contains 8 labels for the 433 comments with hate speech content. These labels are violence (if it incites (1) or not (0) violence), directed_vs_general (if it is directed to a person (1) or a group (0)), and 6 labels about the category of hate speech like, gender, race, national_origin, disability, religion and sexual_orientation.

Ethos /ˈiːθɒs/ is a Greek word meaning “character” that is used to describe the guiding beliefs or ideals that characterize a community, nation, or ideology. The Greeks also used this word to refer to the power of music to influence emotions, behaviors, and even morals.

Supported Tasks and Leaderboards

[More Information Needed]

  • text-classification-other-Hate Speech Detection, sentiment-classification,multi-label-classification: The dataset can be used to train a model for hate speech detection. Moreover, it can be used as a benchmark dataset for multi label classification algorithms.

Languages

The text in the dataset is in English.

Dataset Structure

Data Instances

A typical data point in the binary version comprises a comment, with a text containing the text and a label describing if a comment contains hate speech content (1 - hate-speech) or not (0 - non-hate-speech). In the multilabel version more labels like violence (if it incites (1) or not (0) violence), directed_vs_general (if it is directed to a person (1) or a group (0)), and 6 labels about the category of hate speech like, gender, race, national_origin, disability, religion and sexual_orientation are appearing.

An example from the binary version, which is offensive, but it does not contain hate speech content:

{'text': 'What the fuck stupid people !!!',
 'label': '0'
}

An example from the multi-label version, which contains hate speech content towards women (gender):

{'text': 'You should know women's sports are a joke',
 `violence`: 0,
 `directed_vs_generalized`: 0,
 `gender`: 1,
 `race`: 0,
 `national_origin`: 0,
 `disability`: 0,
 `religion`: 0,
 `sexual_orientation`: 0
}

Data Fields

Ethos Binary:

  • text: a string feature containing the text of the comment.
  • label: a classification label, with possible values including no_hate_speech, hate_speech.

Ethis Multilabel:

  • text: a string feature containing the text of the comment.
  • violence: a classification label, with possible values including not_violent, violent.
  • directed_vs_generalized: a classification label, with possible values including generalized, directed.
  • gender: a classification label, with possible values including false, true.
  • race: a classification label, with possible values including false, true.
  • national_origin: a classification label, with possible values including false, true.
  • disability: a classification label, with possible values including false, true.
  • religion: a classification label, with possible values including false, true.
  • sexual_orientation: a classification label, with possible values including false, true.

Data Splits

The data is split into binary and multilabel. Multilabel is a subset of the binary version.

Instances Labels
binary 998 1
multilabel 433 8

Dataset Creation

Curation Rationale

The dataset was build by gathering online comments in Youtube videos and reddit comments, from videos and subreddits which may attract hate speech content.

Source Data

Initial Data Collection and Normalization

The initial data we used are from the hatebusters platform: Original data used, but they were not included in this dataset

Who are the source language producers?

The language producers are users of reddit and Youtube. More informations can be found in this paper: ETHOS: an Online Hate Speech Detection Dataset

Annotations

Annotation process

The annotation process is detailed in the third section of this paper: ETHOS: an Online Hate Speech Detection Dataset

Who are the annotators?

Originally anotated by Ioannis Mollas and validated through the Figure8 platform (APEN).

Personal and Sensitive Information

No personal and sensitive information included in the dataset.

Considerations for Using the Data

Social Impact of Dataset

This dataset will help on the evolution of the automated hate speech detection tools. Those tools have great impact on preventing social issues.

Discussion of Biases

This dataset tries to be unbiased towards its classes and labels.

Other Known Limitations

The dataset is relatively small and should be used combined with larger datasets.

Additional Information

Dataset Curators

The dataset was initially created by Intelligent Systems Lab.

Licensing Information

The licensing status of the datasets is GNU GPLv3.

Citation Information

@misc{mollas2020ethos,
      title={ETHOS: an Online Hate Speech Detection Dataset}, 
      author={Ioannis Mollas and Zoe Chrysopoulou and Stamatis Karlos and Grigorios Tsoumakas},
      year={2020},
      eprint={2006.08328},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}

License

GNU GPLv3

Contributions

Thanks to @iamollas for adding this dataset.

Models trained or fine-tuned on ethos

None yet