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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "This is really going to …" 89 comments · Page 1 of 4
These Indian people are the worst type of people in the world. I don’t care what you say. We have to deport every Indian in this country, including America and Canada. They don’t belong here …
These Indian people are the worst type of people in the world. I don’t care what you say. We have to deport every Indian in this country, including America and Canada. They don’t belong here and they need to go back where they came from. Nobody really likes them. They are the dirtiest people on the Earth. They really are the dirtiest people on earth like you can’t even argue with it. They’re disgusting.
Identity Attack0.7895903
Insult0.6991143
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.44713756
Toxic 0.8252207 Moderate Con 0.332 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
I used to really like your content. But in the past year, you have went super xenophobic. I'm good dude, I'm going to go ahead and stop following you now. So sometime this week or …
I used to really like your content. But in the past year, you have went super xenophobic. I'm good dude, I'm going to go ahead and stop following you now. So sometime this week or maybe this month at least want you to take a quiet, sober moment, when you're alone somewhere contemplating your life, and think I'm really long and hard about going and fucking yourself.
Identity Attack0.16373143
Insult0.5130944
Profanity0.764141
Threat0.2836219
Severe Toxicity0.35368225
Toxic 0.7675452 Constructive 0.582 Insult Meta_Commentary
Feb 7, 2026 2 likes Inside Canada's Indian Invasion...
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. …
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. We also have serious crime here because of them. Extortion cases, gang shootings, polluting the community with drugs. Dumptruck drivers who operate trucks with serious mechanical problems risking ppl's lives. My friend works for Commercial Vehicle Safety Enforcement and says they are the biggest offenders on the road by far!! Majority of them are really nice people but when the government allows tens of thousands to flood the place the numbers of scumbags go up.
Identity Attack0.56445944
Insult0.6120431
Profanity0.70864636
Threat0.13815513
Severe Toxicity0.44787344
Toxic 0.7675452 Constructive 0.636 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
OMG,like today, i was in the park, and this old white man told me my music is too loud .He was like really,really old.He was like between 35 and 40. He was like telling me …
OMG,like today, i was in the park, and this old white man told me my music is too loud .He was like really,really old.He was like between 35 and 40. He was like telling me my music is too loud.So i tell him to go "FUCK HIM HIMSELF." It's so rude to tell someone to turn their music down.OMG ,like raaalley!!!!
Identity Attack0.39677486
Insult0.47630358
Profanity0.70864636
Threat0.09929679
Severe Toxicity0.35368225
Toxic 0.76197964 Constructive 0.509 Humor_Satire
Aug 26, 2025 Why Canadians Are Turning Against …
All an illegal immigrant has to say is "I'm gay. I'm really really gay! I'm annoyingly gay! I'm disgustingly gay! I'm so gay that goats are safe in and around me, and if I go …
All an illegal immigrant has to say is "I'm gay. I'm really really gay! I'm annoyingly gay! I'm disgustingly gay! I'm so gay that goats are safe in and around me, and if I go back home, they will kill me!!" and Canada will shower them with money.
Identity Attack0.73072165
Insult0.5739874
Profanity0.39409557
Threat0.5195707
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.304 Identity Attack Insult Threat Unverified_Claim
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction out of fear, good job Canada! I hate my country I couldnt care less anymore, if we became the 51 state or not because who cares, were shit either way! Go ahead block this comment im just another racist right??? keep going down this path I dont mind becomming what you all want me to be... I was raised to believe in equality for all. I havent seen anything but a mass victimization of everything! Migration, Mental Health, Work place orrientation. People just gotta really start being honest with themselves first. in a society where its common to duisguise yourself with a "digital filter", I really think self honesty is going to be a very important tool for the future. learning to live with the "ugly truth" instead of trying to cover things up all the time, some people just suck no matter the race color or culture more realistically.
Identity Attack0.2964622
Insult0.5739874
Profanity0.596623
Threat0.04686524
Severe Toxicity0.20678867
Moderate 0.6588125 Constructive 0.644 Insult Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Number one she's a complete f****** liar. Number two she's using stats that are not verified by any government agency anywhere. But you didn't notice they get the same benefits as Canadian citizens. Which is …
Number one she's a complete f****** liar. Number two she's using stats that are not verified by any government agency anywhere. But you didn't notice they get the same benefits as Canadian citizens. Which is all the welfare that can digest. Here in the United States they get permanent residency and citizenship right away. Once they get refugee status they never have to work a day in their life in this country they will be funded in full by the American taxpayer. Then they will sponsor all the relatives. They're five sisters which are really their wives. This is what people are not understanding what's going on. Looking what's happening in Dearborn Michigan cured in 10 years the population has quadrupled. It does not even look like an American city anymore
Identity Attack0.24293575
Insult0.64537907
Profanity0.5013569
Threat0.018710058
Severe Toxicity0.19455661
Moderate 0.6588125 Constructive 0.569 Insult
May 22, 2019 1 likes How much do refugees and …
Im sick of everything about these people. I hate their annoying voices,smells,and delusional idea of self-worth. Go back to your garbage pile and make it beautiful if you really are such a smart group of …
Im sick of everything about these people. I hate their annoying voices,smells,and delusional idea of self-worth. Go back to your garbage pile and make it beautiful if you really are such a smart group of people.
Identity Attack0.10221587
Insult0.61794597
Profanity0.29209393
Threat0.03373172
Severe Toxicity0.024678862
Moderate 0.6342749 Low Con 0.259 Insult
Oct 1, 2025 2 likes IRCC Names India in Study …
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
Identity Attack0.09410924
Insult0.24928534
Profanity0.70864636
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.461 Personal_Narrative
Jan 27, 2026 27 likes Inside Canada's Indian Invasion...
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an …
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an entire media ecosystem just for that perspective. You think your immigrants weren't going to notice? Assimilate into _what_ ? The loudest mouths telling you they hate you and you're responsible for all their problems despite being a minority, because you're not a white Christian? And then you're going to scapegoat _them_ for the problems your government and system created, refuse to adapt, and complain that someone did. And _also_ , just like here in NYC.. the reason why a place gets taken over by a bunch of colored immigrants.. is usually because white people start _running_ . And again, the few that are left, complain about _their own_ fleeing, before doing so themselves. Hilarious. I'm in NYC, my neighborhood is literally every kind of immigrant, Filipino, Jamaican, West Indian, Indian, Haitian... all low to middle class, with some who really _saved_ up working for their 30-50 years here. Kids born or here since little kids, educated and making good money with few exceptions. And so of course the neighborhood.. looks just like any neighborhood in America (albeit denser and more traffic). Must be all that 'wokeness' in NYC. This has nothing to do with white or black or brown, of course. This dynamic plays out anywhere with people that are unwilling to challenge themselves and their ego just finding an easy scapegoat...
Identity Attack0.5485698
Insult0.4810288
Profanity0.6001929
Threat0.05688698
Severe Toxicity0.21290472
Moderate 0.5921536 Constructive 0.61 Identity Attack
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Identity Attack0.55044734
Insult0.5678696
Profanity0.357228
Threat0.17964768
Severe Toxicity0.20067264
Moderate 0.5885171 Constructive 0.511 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing …
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing in Wendy’s while ordering and waiting for his food. When a white lady and her 8-10 year old son he noticed kept getting really close to him. He said excuse me in trying to keep distsnce as I have a cold and the lady turned to him told him to fuck off and go back to India ☝️ he’s Bahamian 🇧🇸 ☝️ and here is the kicker her SON is also mixed but is darker skinned than my friend and he said in that moment he saw her sons reaction was embarassed and that of being ashamed. We don’t know this woman’s life story but this is a partial snapshot of how frustrated and tired ppl are on top of toxicity ignorance and hatefulness.
Identity Attack0.5135796
Insult0.4339631
Profanity0.57236236
Threat0.100830056
Severe Toxicity0.34981552
Moderate 0.5885171 Constructive 0.74 Identity Attack Personal_Narrative
Aug 28, 2025 4 likes Why Canadians Are Turning Against …
Really Vashi? WTF up! Do you inconclusive proof? Anybody with half a brain knows what's going on.
Really Vashi? WTF up! Do you inconclusive proof? Anybody with half a brain knows what's going on.
Identity Attack0.022188433
Insult0.5130944
Profanity0.4662011
Threat0.013217449
Severe Toxicity0.024725812
Moderate 0.5779532 Low Con 0.164 Insult Meta_Commentary
Feb 24, 2026 35 likes 'We do know that there's …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Happy to see you back my Brother. As a former immigrant, now a citizen of Canada, It’s a shame to see this beautiful country going to shite. the government really f&$@ed up , the new …
Happy to see you back my Brother. As a former immigrant, now a citizen of Canada, It’s a shame to see this beautiful country going to shite. the government really f&$@ed up , the new immigrants are trying to change the country to suit themselves. 🇯🇲🇨🇦
Identity Attack0.34649673
Insult0.46923602
Profanity0.4862434
Threat0.010188141
Severe Toxicity0.02425631
Moderate 0.51869136 Constructive 0.583
Aug 25, 2025 40 likes Why Canadians Are Turning Against …
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but …
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but all of ontario , Pretty much all of canada And it's not all immigrants, it's mostly the Indian immigrants that I ruining this country.They come here and try to change our laws and our way of life and try to make it more like it Is in India?If you want it to be like India here, so bad, go back home.We are not a free country anymore.\\nAnd it's sad that our government will Rather change Our country to benefit immigrants, but not the people that actually from the country.\\nI love canada , but at this point i'm down to become the fifty first state
Identity Attack0.50515443
Insult0.40243408
Profanity0.27747265
Threat0.059796512
Severe Toxicity0.12546301
Moderate 0.4850187 Constructive 0.536 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our country 🙄. You can't be that dumb. I'm not trying to be harsh, but most of us speak our language and 1 or 2 languages from the European settlers here. It really suits everyone here to never bring Indigenous people into your conversations while you call it "Your country, your 'Canada', you culture". Everyone who's ancestors aren't from need to do better. It blows my mind how you come here and fight against each other while being immigrants yourselves. You demand assimilation from others while you yourselves aren't Indigenous, and don't make the slightest effort to assimilation to OUR culture. Complete hypocrites.🤣🤣🤣 If I were you, I'd be ashamed. I can't see myself ever going to someone else's country, living in it, let alone being born in it, and have the audacity to act and speak with that amount of utter continuous ignorance and disrespect the way most of the European settlers and other settlers/"Canadians" do. Do better before complaining about each other cause, you're no better and immigrants yourselves. Oh ya, and film Native Child in the background at 7:06, the place not First Nations operated known for stealing our children and getting tons of funding to line their pockets while almost all reserves have no clean drinking water, houses breaking down, unable to get work outside due to racist from all types of immigrants (yes, including European 'Canadians'), but putting a video of a European 'Canadian' talking about not being able to afford cable and her bills. Because these things are happening to European settlers/ 'Canadians', now it's finally a problem. The IRONY.
Identity Attack0.36702603
Insult0.5130944
Profanity0.18909787
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.592 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
90% of Indian students are fraud just findout how nany students are really going to school the numbers will shock you.fake certificate. I think go after each individual if they are attending any institution if …
90% of Indian students are fraud just findout how nany students are really going to school the numbers will shock you.fake certificate. I think go after each individual if they are attending any institution if not deportation.
Identity Attack0.5135796
Insult0.47384647
Profanity0.19893537
Threat0.03304107
Severe Toxicity0.024725812
Moderate 0.47772613 Moderate Con 0.365 Identity Attack Unverified_Claim
Sep 30, 2025 3 likes IRCC Names India in Study …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
That's how the natives felt when the whites invaded Canada. Do you see the hypocrisy & bigotry? The really scary part, racism and bigotry is going main stream and no one is bothered by it. …
That's how the natives felt when the whites invaded Canada. Do you see the hypocrisy & bigotry? The really scary part, racism and bigotry is going main stream and no one is bothered by it. That how things started in the 1930s and those of you aware of the history know what happened next. It started with the Jews, but totally about 550 million people dies as a result of such evil actions. So, you are starting with the Indians, then the Muslims and Africans, but you'll be the next...
Identity Attack0.5135796
Insult0.40243408
Profanity0.05393682
Threat0.025616571
Severe Toxicity0.023076924
Moderate 0.46186632 Constructive 0.518 Identity Attack Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
No wonder there is thousands of people from India in Canada now . What the heck is really going on 🤔🫵🏾🥹🤬😡
No wonder there is thousands of people from India in Canada now . What the heck is really going on 🤔🫵🏾🥹🤬😡
Identity Attack0.3817989
Insult0.24928534
Profanity0.35346076
Threat0.010783645
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.377
Sep 30, 2025 IRCC Names India in Study …
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own …
I know it's really hard but people have to stop feeling apologetic start standing up or you're just going to lose everything and you only reason why immigrants especially Muslims when they screw their own family members that's why they keep on having kids everybody is getting fed up even here in the USA with all these Muslims and other immigrants need to start clearing out the government I'm picking people who are for us
Identity Attack0.46028158
Insult0.3416952
Profanity0.30690086
Threat0.039602257
Severe Toxicity0.02439716
Moderate 0.40614098 Constructive 0.577 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
10:53 thre we go.. if you say yes.. you should be deported immediately.. you’re using canada.. that spot could have gone to someone who really wanted to make canada their identity and home.. This is …
10:53 thre we go.. if you say yes.. you should be deported immediately.. you’re using canada.. that spot could have gone to someone who really wanted to make canada their identity and home.. This is what really pisses me off wit this.
Identity Attack0.10699738
Insult0.33964422
Profanity0.2268346
Threat0.01750142
Severe Toxicity0.015867263
Moderate 0.38601747 Moderate Con 0.449 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Even as an Indian, I do not want to go to Canada, I mean, what's the point if I am surrounded by the same people with 0 civic sense, trashing everything, and they have the …
Even as an Indian, I do not want to go to Canada, I mean, what's the point if I am surrounded by the same people with 0 civic sense, trashing everything, and they have the same culture as India. I always believe when in Rome, be a Roman. So, you Canadians really need to do something about this
Identity Attack0.44690517
Insult0.2817503
Profanity0.079025
Threat0.008945347
Severe Toxicity0.01644827
Moderate 0.37751234 Constructive 0.516
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
as a refugee myself from Afghanistan, I know a lot of fellow refugees and immigrant who works for cash, abuses the system, don't pay taxes, if they are manager-they hire only immigrants and people they …
as a refugee myself from Afghanistan, I know a lot of fellow refugees and immigrant who works for cash, abuses the system, don't pay taxes, if they are manager-they hire only immigrants and people they know, they think this way they will have a better life in Canada, but in reality they are fucking the economy and not thinking about its consequences in the long term. I assume most of them will wait no minute to go back to their home country once the economy in Canada crumbles. I feel really bad about this kind of behaviours and I feel ashamed.
Identity Attack0.2803029
Insult0.26395
Profanity0.38203895
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.3722269 Constructive 0.696 Personal_Narrative
Sep 29, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.