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text (string)target (string)topic (string)label (class label)
There's the slight issue of consent with paedophilia and beastiality
No target
lgbt
Acceptable
THIS IS THE ONLY BIBLE PROPHECY LEFT TO BE FULFILLED. AND I SINCERELY WISH THAT IT HAPPENS IN THE NEXT 20 YEARS. FOR THOSE WHO SAY TO "BELIEVE" ONLY IN JESUS' OWN WORDS, THESE ARE HIS. MATHEW 24:1-51 "Then Jesus went out and departed from the temple, and His disciples came up to show Him the buildings of the temple. And Jesus said to them, “Do you not see all these things? Assuredly, I say to you, not one stone shall be left here upon another, that shall not be thrown down.” Now as He sat on the Mount of Olives, the disciples came to Him privately, saying, “Tell us, when will these things be? And what will be the sign of Your coming, and of the end of the age?” And Jesus answered and said to them: “Take heed that no one deceives you. For many will come in My name, saying, ‘I am the Christ,’ and will deceive many. And you will hear of wars and rumors of wars. See that you are not troubled; for all these things must come to pass, but the end is not yet. For nation will rise against nation, and kingdom against kingdom. And there will be famines, pestilences, and earthquakes in various places. All these are the beginning of sorrows. “Then they will deliver you up to tribulation and kill you, and you will be hated by all nations for My name’s sake. And then many will be offended, will betray one another, and will hate one another. Then many false prophets will rise up and deceive many. And because lawlessness will abound, the love of many will grow cold. But he who endures to the end shall be saved. And this gospel of the kingdom will be preached in all the world as a witness to all the nations, and then the end will come. “Therefore when you see the ‘abomination of desolation,’ spoken of by Daniel the prophet, standing in the holy place” (whoever reads, let him understand), “then let those who are in Judea flee to the mountains. Let him who is on the housetop not go down to take anything out of his house. And let him who is in the field not go back to get his clothes. But woe to those who are pregnant and to those who are nursing babies in those days! And pray that your flight may not be in winter or on the Sabbath. For then there will be great tribulation, such as has not been since the beginning of the world until this time, no, nor ever shall be. And unless those days were shortened, no flesh would be saved; but for the elect’s sake those days will be shortened. “Then if anyone says to you, ‘Look, here is the Christ!’ or ‘There!’ do not believe it. For false christs and false prophets will rise and show great signs and wonders to deceive, if possible, even the elect. See, I have told you beforehand. “Therefore if they say to you, ‘Look, He is in the desert!’ do not go out; or ‘Look, He is in the inner rooms!’ do not believe it. For as the lightning comes from the east and flashes to the west, so also will the coming of the Son of Man be. For wherever the carcass is, there the eagles will be gathered together. “Immediately after the tribulation of those days the sun will be darkened, and the moon will not give its light; the stars will fall from heaven, and the powers of the heavens will be shaken. Then the sign of the Son of Man will appear in heaven, and then all the tribes of the earth will mourn, and they will see the Son of Man coming on the clouds of heaven with power and great glory. And He will send His angels with a great sound of a trumpet, and they will gather together His elect from the four winds, from one end of heaven to the other. “Now learn this parable from the fig tree: When its branch has already become tender and puts forth leaves, you know that summer is near. So you also, when you see all these things, know that it is near—at the doors! Assuredly, I say to you, this generation will by no means pass away till all these things take place. Heaven and earth will pass away, but My words will by no means pass away. “But of that day and hour no one knows, not even the angels of heaven, but My Father only. But as the days of Noah were, so also will the coming of the Son of Man be. For as in the days before the flood, they were eating and drinking, marrying and giving in marriage, until the day that Noah entered the ark, and did not know until the flood came and took them all away, so also will the coming of the Son of Man be. Then two men will be in the field: one will be taken and the other left. Two women will be grinding at the mill: one will be taken and the other left. Watch therefore, for you do not know what hour your Lord is coming. But know this, that if the master of the house had known what hour the thief would come, he would have watched and not allowed his house to be broken into. Therefore you also be ready, for the Son of Man is coming at an hour you do not expect. “Who then is a faithful and wise servant, whom his master made ruler over his household, to give them food in due season? Blessed is that servant whom his master, when he comes, will find so doing. Assuredly, I say to you that he will make him ruler over all his goods. But if that evil servant says in his heart, ‘My master is delaying his coming,’ and begins to beat his fellow servants, and to eat and drink with the drunkards, the master of that servant will come on a day when he is not looking for him and at an hour that he is not aware of, and will cut him in two and appoint him his portion with the hypocrites. There shall be weeping and gnashing of teeth."
No target
lgbt
Acceptable
Not everyone has the option of a rainbow reaction; I don't but wish I did.
No target
lgbt
Acceptable
Happy Pride!❤️🌈🎉
No target
lgbt
Acceptable
don't worry about it, you can get treated, if you must!
No target
lgbt
Offensive
Top praise to Jonathan Billington for being our speelcheck
No target
lgbt
Acceptable
Who mentioned standards?
No target
lgbt
Acceptable
except satanic new world order whores like these idiots that want to get married in a church,, it's all it is,and these idiots are the pawns in the game of destroy our natural world,, total morons,,go home and be a gay as you like behind closed doors,,have a bit of respect for the family unite and our young children's minds eh,, its been funded by the satanic bankers as usual you stupid sheep,,Planned out before most of you gay people were even born,, your 50 to 100 years behind reality,, all done by design,,
Topic
lgbt
Offensive
Why do they put ham in Mohammad's name
No target
lgbt
Acceptable
Me TOO! Love everybody!
No target
lgbt
Acceptable
15,000 Transgender Troops in the USA armed forces, that is 15000 folk with more stones that Tom Jackson will ever have
No target
lgbt
Acceptable
Well if it's not lgbt then it would be a race or someone else not protected by the majority. It will always be one small group or another being attacked. The masses are easier to control when sepearated. Are you on the hate train?
No target
lgbt
Acceptable
Wait! What? You mean that's what has been hidden under those robes? Where can I buy one?
No target
lgbt
Acceptable
Wtf are you on about you homophob.
Commenter
lgbt
Offensive
Happy Pride
No target
lgbt
Acceptable
This always confused me. If homosexuality is "no big deal", which it isn't, why be proud of it? It's normal, so it isn't an accomplishment. So why celebrate it? I could care less, but I just don't get it.
Topic
lgbt
Offensive
Gender doesn't determine what you can or can't do. Personality is far more important.
No target
lgbt
Acceptable
What about people who demand sex changes in the military on the tax payers dime? What about what actual generals say about the disruption?
No target
lgbt
Acceptable
- You are trying to force gay people not to be gay but gay people couldn't care less about the fact you're straight. There's a very simple solution: you can accept that none of this actually matters and get on with your life.
No target
lgbt
Acceptable
You call that spelling... You must be insane
Commenter
lgbt
Offensive
That guy is yummy
No target
lgbt
Acceptable
Hapi day for Hapi folks
No target
lgbt
Acceptable
My God but do you all have disgusting minds, you should be ashamed of your selves, I as a 68 year old women see nothing wrong in this photo, just a beautiful shaped body
Commenter
lgbt
Offensive
Well said Lynne.
No target
lgbt
Acceptable
Two dudes pumping is nasty!!!!!!
Topic
lgbt
Offensive
It's a disgrace how everyone and everything needs to change according to man's lust, this is a abomination says "GOD THE ALMIGHTY" !
No target
lgbt
Acceptable
Many species exhibit homosexual behaviour, but humanity is the only species to show homophobic behaviour. You are a disgrace.
Commenter
lgbt
Offensive
Be my guest 😀
No target
lgbt
Acceptable
the position he's in I guess doggystyle...smdh
No target
lgbt
Acceptable
Watching from Tottenham, London , GB
No target
lgbt
Acceptable
If other countries Armed Forces arent trained together, that's another thing. I assumed you were speaking of the American Armed Forces.
No target
lgbt
Acceptable
Creme, you are a utter complete ignorant fool. Agnostic is when one DO NOT KNOW. That is when one can not prove the existence of a god, neither can one disprove the existence of a god. Agnostic as Einstein was DID NOT KNOW but what he did know was THAT it is not the rubbish advocated by the then religion or what is written in the bible. No be on your way, you are a fool.
Commenter
lgbt
Offensive
Yes, very good! These evil acts WERE often performed in the name of God...you've been paying attention.
No target
lgbt
Acceptable
God loves anyone? Really? You mean this God? \ https://www.youtube.com/watch?v=-i3mX0YRrjM
No target
lgbt
Acceptable
its a mental disorder...
Topic
lgbt
Offensive
uhh the British military is a shell of its former self and those are the officers mentioned in the article. The British military started its decline in 1776 when it lost a war to a bunch of pitchfork wielding colonials. Just sayin.
No target
lgbt
Acceptable
What you mean like the Catholic Church does???
No target
lgbt
Acceptable
...Ignorant Bigot.....
Commenter
lgbt
Offensive
Stand up for your rights people of America
No target
lgbt
Acceptable
All the immature homophobic remarks makes you look un educated
No target
lgbt
Acceptable
he does not have too! Plenty of sane men and women in America to volunteer !
No target
lgbt
Acceptable
As a current serving member with over 21yrs service in the infantry and as a firefighter, I have served with and currently serve with women and transgender. I was an instructor at the infantry Battleschool and I instructed/evaluated, and passed very fit and competent women. I have worked for a female Platoon commander that was one of the best officers I've worked for. I have served alongside women on multiple deployments to Bosnia, Kosovo, and Afghanistan. In the fire trade I am currently an instructor with plenty of female recruits. We also have transgender firefighters at some of our firehalls. There has never been a time that their abilities, dedication, sacrifice, motivation, fitness, has ever come into question. Too many men still feel insecure. They somehow try to use the excuse.... it's a distraction, they can't meet the same physical standards, etc. There's so much ignorance going around. It blows my mind.
No target
lgbt
Acceptable
Morals is what matters
No target
lgbt
Acceptable
Oh don't worry. We are all Summers here!
No target
lgbt
Acceptable
wierd.
No target
lgbt
Acceptable
Who actually gives a stuff about what the Qur'an says?
No target
lgbt
Acceptable
She obviously does. Are you completely devoid of empathy and imagination?
Commenter
lgbt
Offensive
I do love a pogam on the tolly
No target
lgbt
Acceptable
Jeremy Gallet qu'est ce tu fous à Londres?
No target
lgbt
Acceptable
https://l.facebook.com/l.php?u=http%3A%2F%2Fwww.psychologytoday.com%2Fblog%2Fyour-online-secrets%2F201409%2Finternet-trolls-are-narcissists-psychopaths-and-sadists&h=ATMJM-8-pEpqn_U2mvkjnlqvB6gvGa9egZPovqnUomJ25wygTJDPa5wxJaI5boNIZfysS_oyG5xAyojFR0UlX8PTD0cbG71wz1jV0qu9rFKBs1jwJB16Qh4pTgnQw8tatr2OCJga9eYnB-tDrw&s=1&enc=AZNMuk8rUA6UNjAz0yuMCenBLfP8FhGkE-aAmn2Ajt4aUm9NgTKCpRCeWDvSY3bIMpAQwyFBB6rehSyzVbmrCXe5aXextZzSzQxK0oPwcuGP8w
No target
lgbt
Acceptable
y did you waste so much time typing such rubbish, talking about you believe own salvation, ha! you and what army, the gay parade? listen guys or girls or whatever you Americans are these days, i urge you to read the Holy Bible and learn the truth, DONT BE LIKE SAM LAKIN
Topic
lgbt
Offensive
Friendship is not marriage.
No target
lgbt
Acceptable
Wow
No target
lgbt
Acceptable
Jesus ? He would not be walking in this march.... he would be preaching the gospel!
No target
lgbt
Acceptable
Everybody over here, quick, we have a rapture on the way - AGAIN! Manzy is so dumb I weep for his community.
Commenter
lgbt
Offensive
The majority of women in developed countries don't serve and "aren't about that life"? That's news to me! Former Army nurse here, (ex) wife, daughter, sister and granddaughter of Army soldiers. I am not a liberal and strongly disagree with this. Trump has never served, therefore you are contradicting yourself when you state that anyone who hasn't served should decide this or knows what they're talking about if they disagree. If you're this concerned about someone else's sexuality, I don't think that you should serve either. You give us a bad name. https://en.m.wikipedia.org/wiki/Women_in_the_military_by_country
No target
lgbt
Acceptable
no they were allowed to retake tests and were given special treatment in order to push them through ranger school. Their standards in basic aren't the same either. If you "served" you'd know that, right?
No target
lgbt
Acceptable
It's all inter-connected.
No target
lgbt
Acceptable
So, you'll be heading down to the recruitment office in the morning to sign up and put your non trans life on the line for your country huh? No? Thought not....
No target
lgbt
Acceptable
nothing normal about your statement.
No target
lgbt
Acceptable
We do Hehe its the gay atmosphere that gave the transgender republic Its motivation to rear Its ugly head... They all have psychosexual disorders
Topic
lgbt
Offensive
Hate the fact most people are. Being horrible come on show the love
No target
lgbt
Acceptable
I think their God is gay too
No target
lgbt
Acceptable
Happy pride
No target
lgbt
Acceptable
It's funny how people who voted for Trump accuse others of having mental issues - 😂😂😂
Other
lgbt
Offensive
Love is love. Also you uber religious people need to practice the whole not casting stones, and loving thy neighbor and all. I can only assume god will judge you just as harshly as you claim that he will judge the LGBTQ community. Plus god does not make mistakes..... just sayin.
No target
lgbt
Acceptable
Hey, Australian here. I'll be voting YES. 🙂 🙂 🙂 🙂
No target
lgbt
Acceptable
DO YOU NOT KNOW THE WICKED WILL NOT INHERIT THE KINGDOM OF GOD? DO NOT BE DECEIVED: NETHER THE SEXUALLY IMMORAL NOR IDOLATER NOR ADULTERERS NOR MALE PROSTITUTES NOR HOMOSEXUAL OFFENDERS NOR THIEVES NOR THE GREEDY NOR DRUNKARDS NOR SLANDERERS NOR SWINDLERS WILL INHERIT THE KINGDOM OF GOD. - 1 Corinthians 6:9-10 NIV } } } *So have fun trying to convince God your dumbass theory :>
Topic
lgbt
Offensive
What's wrong with being proud of coping with any set back? If bring straight is difficult for you, it's fine for you to be proud. Not sure I've ever seen someone gay ask for a medal.
No target
lgbt
Acceptable
You are so stupid!
Commenter
lgbt
Offensive
Why are normal people called narrow minded??? How about we are not mentally ill...
Topic
lgbt
Offensive
Don't worry- they won't!😖
No target
lgbt
Acceptable
Bush dodged too. It's a rich people thing not a Trump thing.
No target
lgbt
Acceptable
Who wants their 7 year old daughter to have to take a dump next to a man who 'identifies' as a woman?
Topic
lgbt
Offensive
you are just so wrong marriage is for procreation, I'll ask you this have you ever seen to 2 bulls make 1 calf no it take 1 cow & and 1 bull you don't comprehend biology.
Topic
lgbt
Offensive
Y isn't there a straight pride march. Homophobia is a pathetic thing but having a parade to celebrate being gay is just as pathetic
Topic
lgbt
Offensive
Disgusting
Topic
lgbt
Offensive
No one has to condone anything they don't want to, all should be free to do as they want Its called FREEDOM and should go both ways
No target
lgbt
Acceptable
Ah, you're a Biffer, now I see.
No target
lgbt
Acceptable
yes.
No target
lgbt
Acceptable
military has and will always have GAYS. LOOK AT ancient Greece. You're a misanthropic bigot
Commenter
lgbt
Offensive
Vitalish Manzard is a mental disability
Commenter
lgbt
Offensive
Mental illness.... https://www.psychiatry.org/patients-families/gender-dysphoria/what-is-gender-dysphoria
No target
lgbt
Acceptable
bs
No target
lgbt
Acceptable
Sorry no such word exists, This country has gone mad.
No target
lgbt
Acceptable
What do you mean that it's only people who don't serve that support transgenders serving in the military? Did you not read the article? If you did you'd note that military commanders support it. Yet another example of "alternative facts" made up to support bigoted opinions.
No target
lgbt
Acceptable
I think you might want to re-read the Gospels and study St. Paul. Please pay special attention to 1 Corinthians 6:9-11. There's a plethora of sins listed, not just homosexuality, and the end is most important in that all people are capable of redemption and salvation. Calling people names, comparing them to animals, etc. is no way to evangelize and most certainly does not reflect how Jesus Christ treated people. In fact, it's a poor representation of the truth in Jesus Christ. A disciple of Jesus Christ should speak the truth with gentleness and respect. See 1 Peter 3:15. Speak the truth in Jesus Christ.
No target
lgbt
Acceptable
Exorcism is the Way? That's not creepy at all.
No target
lgbt
Acceptable
it would appear that President Trump has some good points!
No target
lgbt
Acceptable
God does but it's no excuse to change the laws he gave us to live as decent human beings. Next we will have a nation of tribunals claiming rights as to who should and who should not have children
Topic
lgbt
Offensive
Nice comment!
No target
lgbt
Acceptable
no it's not.
No target
lgbt
Acceptable
Sodom and Gomorrah are back.Welcome
Topic
lgbt
Offensive
In yer dreams
No target
lgbt
Acceptable
Lol
No target
lgbt
Acceptable
Your so called God created gay creatures not just gay humans grow up religious nut
Commenter
lgbt
Offensive
The invisible man that lives in the sky doesn't like it.
No target
lgbt
Acceptable
The Supreme Court is the final judge in all cases involving laws of Congress, and the highest law of all — the Constitution. So equal rights only applies to those who are in power? That's what it sounds like you are saying.
No target
lgbt
Acceptable
You are very ignorant about your understanding of transgender! Do some reading and learn what you are talking about.
No target
lgbt
Acceptable
I think the phrase "We've had enough of experts" might have something to do with it. Thanks for that, Farage...
No target
lgbt
Acceptable

Offensive language dataset of Croatian comments FRENK 1.0

English subset of the FRENK dataset. Also available on HuggingFace dataset hub: Croatian subset, Slovenian subset.

Description of the original dataset

The original FRENK dataset consists of comments to Facebook posts (news articles) of mainstream media outlets from Croatia, Great Britain, and Slovenia, on the topics of migrants and LGBT. The dataset contains whole discussion threads. Each comment is annotated by the type of socially unacceptable discourse (e.g., inappropriate, offensive, violent speech) and its target (e.g., migrants/LGBT, commenters, media). The annotation schema is described in detail in [https://arxiv.org/pdf/1906.02045.pdf]. Usernames in the metadata are pseudo-anonymised and removed from the comments.

The data in each language (Croatian (hr), English (en), Slovenian (sl), and topic (migrants, LGBT) is divided into a training and a testing portion. The training and testing data consist of separate discussion threads, i.e., there is no cross-discussion-thread contamination between training and testing data. The sizes of the splits are the following: Croatian, migrants: 4356 training comments, 978 testing comments; Croatian LGBT: 4494 training comments, 1142 comments; English, migrants: 4540 training comments, 1285 testing comments; English, LGBT: 4819 training comments, 1017 testing comments; Slovenian, migrants: 5145 training comments, 1277 testing comments; Slovenian, LGBT: 2842 training comments, 900 testing comments.

For this dataset only the English data was used. Training segment has been split into beginning 90% (published here as training split) and end 10% (published here as dev split).

Usage in Transformers

import datasets
ds = datasets.load_dataset("classla/FRENK-hate-en","binary") 

For binary classification the following encoding is used:

_CLASS_MAP_BINARY = {
    'Acceptable': 0, 
    'Offensive': 1, 
}

The original labels are available if the dataset is loaded with the multiclass option:

import datasets
ds = datasets.load_dataset("5roop/FRENK-hate-en","multiclass").

In this case the encoding used is:

_CLASS_MAP_MULTICLASS = {
    'Acceptable speech': 0, 
    'Inappropriate': 1, 
    'Background offensive': 2,
    'Other offensive': 3, 
    'Background violence': 4,
    'Other violence': 5, 
}

The original labels are available if the dataset is loaded with the multiclass option:

import datasets
ds = datasets.load_dataset("classla/FRENK-hate-en","multiclass").

In this case the encoding used is:

_CLASS_MAP_MULTICLASS = {
    'Acceptable speech': 0, 
    'Inappropriate': 1, 
    'Background offensive': 2,
    'Other offensive': 3, 
    'Background violence': 4,
    'Other violence': 5, 
}

Data structure

  • text: text
  • target: who is the target of the hate-speech text ("no target", "commenter", "target" (migrants or LGBT, depending on the topic), or "related to" (again, the topic))
  • topic: whether the text relates to lgbt or migrants hate-speech domains
  • label: label of the text instance, see above.

Data instance

{'text': "Not everyone has the option of a rainbow reaction; I don't but wish I did.",
 'target': 'No target',
 'topic': 'lgbt',
 'label': 0}

Citation information

When using this dataset please cite the following paper:

@misc{ljubešić2019frenk,
      title={The FRENK Datasets of Socially Unacceptable Discourse in Slovene and English}, 
      author={Nikola Ljubešić and Darja Fišer and Tomaž Erjavec},
      year={2019},
      eprint={1906.02045},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/1906.02045}
}

The original dataset can be cited as

@misc{11356/1433,
title = {Offensive language dataset of Croatian, English and Slovenian comments {FRENK} 1.0},
author = {Ljube{\v s}i{\'c}, Nikola and Fi{\v s}er, Darja and Erjavec, Toma{\v z}},
url = {http://hdl.handle.net/11356/1433},
note = {Slovenian language resource repository {CLARIN}.{SI}},
copyright = {{CLARIN}.{SI} Licence {ACA} {ID}-{BY}-{NC}-{INF}-{NORED} 1.0},
year = {2021} }
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