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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: "Canada and US are both …" 449 comments · Page 2 of 18
I live in the maritimes in Canada. And I am a Acadian, and they are 100% moving in small Acadian communities and they put up a f***** sikh temple... if you build it, they will …
I live in the maritimes in Canada. And I am a Acadian, and they are 100% moving in small Acadian communities and they put up a f***** sikh temple... if you build it, they will come. They are trying to push us out!! Extremely scary. And the car accidents are INSANE !!! They cannot fcken drive !!!
Identity Attack0.39773783
Insult0.5130944
Profanity0.6242122
Threat0.042662576
Severe Toxicity0.23125283
Moderate 0.6491204 Constructive 0.592 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life …
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life upgrade. The top tier ones don't go to diploma mills . Mostly they go to top US universities. Canada isn't getting any of these. I was thinking how stupid the Canadian admins could be.
Identity Attack0.43896464
Insult0.6798578
Profanity0.2327678
Threat0.008466354
Severe Toxicity0.023076924
Moderate 0.64447093 Constructive 0.552 Insult
Oct 1, 2025 1 likes IRCC Names India in Study …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have …
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have of the best graduate students in Canada right now are from Africa. Same in the US and Europe. Africa have some of the best economic, medical and law students.
Identity Attack0.06476828
Insult0.7090544
Profanity0.17520344
Threat0.00933372
Severe Toxicity0.023076924
Moderate 0.6426206 Constructive 0.515 Insult Moral_Argument
Feb 14, 2026 Inside Canada's Indian Invasion...
I'm fifth generation born Canadian and this is not Canada anymore. It's a disgrace, disgusting, despicable and 100% CRIMINAL and pathetic that we have no rights or freedoms in our own country but illegal immigrants …
I'm fifth generation born Canadian and this is not Canada anymore. It's a disgrace, disgusting, despicable and 100% CRIMINAL and pathetic that we have no rights or freedoms in our own country but illegal immigrants do! I can't even afford my life saving medication for diabetes and I get turned down for any and all government assistance, please explain how the hell that happens? They are literally killing us off one by one!
Identity Attack0.48915586
Insult0.62169385
Profanity0.36230123
Threat0.13127698
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.58 Insult
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
What a load of rubbish. After watching the video, I had to sit back and wonder if these people are ignorant or if they are intentionally trying to fool us. I happen to believe its …
What a load of rubbish. After watching the video, I had to sit back and wonder if these people are ignorant or if they are intentionally trying to fool us. I happen to believe its the later. Angela Merkel destroyed Europe using similar propaganda. Now it has come to Canada .
Identity Attack0.11744241
Insult0.6675394
Profanity0.20262444
Threat0.01119791
Severe Toxicity0.023076924
Moderate 0.63782936 Moderate Con 0.423 Insult
Nov 12, 2017 51 likes How much do refugees and …
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. …
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. They have RUINED what used to be a nicely mixed city of Brampton. It used to be clean, friendly, safe….not anymore. I grew up Brampton all my life and I’ve never been afraid of going out in the evenings or to events, until the last 10 years happened, especially the last 7 years. These new Indian immigrants are NOT respectful, not clean, downright rude, they stare at you if you’re a woman, I mean STARE. Im the summers of you wear a dress or shorts (and you’re an Indian or brown girl) they will yell obscene things and stare you down, it’s disgusting.
Identity Attack0.4911651
Insult0.6500014
Profanity0.3496935
Threat0.01254427
Severe Toxicity0.08595808
Moderate 0.63782936 Constructive 0.543 Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like …
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like their in india, speak their own lanaguage while taking all the free benefits canada has to offer meanwhile they dont want to integrate or deal with us disgusting white people lol
Identity Attack0.61901736
Insult0.6051471
Profanity0.28249276
Threat0.01187109
Severe Toxicity0.101760045
Moderate 0.6342749 Moderate Con 0.487 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Their Bollywood Hindu actors and politicians drink cow urine and poop and admitted publicly. That’s normal for them. You can smell sh— when you go to their grocery stores in US and Canada.
Their Bollywood Hindu actors and politicians drink cow urine and poop and admitted publicly. That’s normal for them. You can smell sh— when you go to their grocery stores in US and Canada.
Identity Attack0.5124616
Insult0.563347
Profanity0.4681068
Threat0.018364733
Severe Toxicity0.23226346
Moderate 0.62702215 Low Con 0.244 Identity Attack Insult Unverified_Claim
Feb 7, 2026 Inside Canada's Indian Invasion...
Its all buy design. The government wants it this way. Canada is to be a shit state on the US boarder. The people that are creating this mess want this .
Its all buy design. The government wants it this way. Canada is to be a shit state on the US boarder. The people that are creating this mess want this .
Identity Attack0.36702603
Insult0.5130944
Profanity0.541926
Threat0.010421164
Severe Toxicity0.042180564
Moderate 0.62136006 Low Con 0.184 Insult
Jan 21, 2026 Why Canadians Are Turning Against …
As a Canadian-born Indian myself, I truly hate how Canada has become. i cant even go to school without Indian international students being so loud and obnoxious. these indians make us look so bad, it's …
As a Canadian-born Indian myself, I truly hate how Canada has become. i cant even go to school without Indian international students being so loud and obnoxious. these indians make us look so bad, it's terrible. They don't even bother to learn proper manners; it's disgusting.
Identity Attack0.6106996
Insult0.5739874
Profanity0.24147889
Threat0.017674083
Severe Toxicity0.06011435
Moderate 0.62136006 Constructive 0.523 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
We bring in to many Muslims coming into to our culture which they do not want to assimilate. They are praying in front of catholic churches showing the disrespect they have for us. If we …
We bring in to many Muslims coming into to our culture which they do not want to assimilate. They are praying in front of catholic churches showing the disrespect they have for us. If we dont paty attention they will take over as per their Koran to kill the infidels. We need to wake up and soon. English is the main language in most of the country and french in Quebec. Why did people vote for this stupid liberal government, people of canada do better. Listen to the Muslim man he is saying the quite part out loud and we better listen.
Identity Attack0.6007182
Insult0.6099415
Profanity0.2666764
Threat0.2836219
Severe Toxicity0.16760159
Moderate 0.61223894 Moderate Con 0.482 Identity Attack Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Immigration is fine as long as they’re vetted, have skills the country needs,ie doctors , tradesmen, but letting in everybody and their dog is ridiculous! Why is it that it’s only poopjeets that are being …
Immigration is fine as long as they’re vetted, have skills the country needs,ie doctors , tradesmen, but letting in everybody and their dog is ridiculous! Why is it that it’s only poopjeets that are being brought in to take over. Are there no other countries that have refugees that aren’t fleas on the system? The US have black fatigue, well Canada definitely have Hindu fatigue. I’m getting tired of being a second or third class citizen in my own fucking country. Voting to get the Lieberals out will not work, extreme violence is going to be the only way to remove them or Canada will be gone forever. Once that’s accomplished then the mass deportations can start immediately.
Identity Attack0.5135796
Insult0.5678696
Profanity0.5013569
Threat0.031314444
Severe Toxicity0.23224801
Moderate 0.60254884 Constructive 0.545 Identity Attack Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The guy with the bike who is self proclaimed white trash is so low iq that he's more happy with Indians than Muslims who are clean successful and peaceful in both US and Canada.
The guy with the bike who is self proclaimed white trash is so low iq that he's more happy with Indians than Muslims who are clean successful and peaceful in both US and Canada.
Identity Attack0.6007182
Insult0.5678696
Profanity0.22321637
Threat0.009100696
Severe Toxicity0.05025077
Moderate 0.6020386 Moderate Con 0.304 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. …
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. Turn great communities into shitholes. I didn't even know they had those big statues hanging around the city. I don't ever venture into Brampton anymore, as I don't do service calls or work as a mechanic. I basically got told, without being told they wanted a more diverse field of technicians. Over 12 years of work trying to get my mechanics license and I'm out. Guys can't even diagnose a ground on a vehicle, yet they can get the Red Seal license cause the "translator" gave them all the answers on the test. Lots of them coming over on student visas just to drop out or not go to school completely and take up basic minimum wage jobs from the actual tax payers of our Great? nation. The truck driving is also insane up north, past Thunder Bay. Trucks in ditches every 30-50 km's. Wheels coming off of trucks, turning around on the 2 lane highway in the middle of no where and gets the truck stuck cause they wanted to do a U-turn at 3am on blind corners. We driving our 3/4 ton work trucks have to pass our exits all the time cause they have their feet on the dash tailgating you. 90% of the ones that have come over, have made Canada a worse place to work/live.
Identity Attack0.27171627
Insult0.6308392
Profanity0.43272525
Threat0.011249693
Severe Toxicity0.024960563
Moderate 0.6020386 Constructive 0.749 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year …
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year long put up signs in their stores about "Ed" and "Ramadan". They can't say the word "Christmas" !! Us white Canadians make this company what it is today, NOT these people from India. It's wrong. I really hate these woke companies. And thanks to these ignorant Indian people we are not allowed to do fire works on Canada Day because they had to ruin that for us as well by setting off fire works all the time at all hours of the night during their holidays. Fire works of any kind are now banned.
Identity Attack0.56445944
Insult0.57566804
Profanity0.41031027
Threat0.027170537
Severe Toxicity0.16960317
Moderate 0.6020386 Constructive 0.634 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I hope Trump makes it worse for the Canadians. Canada, Europe; they're gone. If Trump saves us in the US; which I don't believe he can because there are too many stupid Americans. If he …
I hope Trump makes it worse for the Canadians. Canada, Europe; they're gone. If Trump saves us in the US; which I don't believe he can because there are too many stupid Americans. If he does; we will need to look toward east Europe and Russia. After I he west collapses itself these nations will rise due to their unity. China will also rise. The West is going down.
Identity Attack0.46028158
Insult0.6308392
Profanity0.22663295
Threat0.0347677
Severe Toxicity0.023076924
Moderate 0.60152835 Moderate Con 0.443 Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Why would anyone in canada want to sneak into the US? So they can pay for healthcare? LOL. What a dumb narrative.
Why would anyone in canada want to sneak into the US? So they can pay for healthcare? LOL. What a dumb narrative.
Identity Attack0.17925262
Insult0.6308392
Profanity0.20139475
Threat0.008789998
Severe Toxicity0.017481172
Moderate 0.60152835 Low Con 0.196 Insult Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
CONSIDER ME THE KKK THEN BECAUSE I DONT WANT THESE PARASITES IN AMERICA THEY ARE NOT WELCOME AND I AM GLAD MORE AND MORE PEOPLE ARE STARTING TO FEEL THE SAME WAY I DO!..I DONT …
CONSIDER ME THE KKK THEN BECAUSE I DONT WANT THESE PARASITES IN AMERICA THEY ARE NOT WELCOME AND I AM GLAD MORE AND MORE PEOPLE ARE STARTING TO FEEL THE SAME WAY I DO!..I DONT WANT TO END UP LIKE THE UK OR CANADA I AM SO THANKFUL THAT WE HAVE A PRESIDENT WHO FEELS THE SAME WAY ALSO AND THE WAY HE'S SETTING US UP FOR THE NEXT PRESIDENT TO CARRY OUT HIS PLANS SO WE CAN KEEP AMERICA TRADITIONAL!❤
Identity Attack0.46028158
Insult0.5678696
Profanity0.2963245
Threat0.09929679
Severe Toxicity0.16960317
Moderate 0.5972042 Moderate Con 0.493 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Guess going & living in Canada would give me same shitty experience as here. I hope other countries wouldn't effected by us Indians.
Guess going & living in Canada would give me same shitty experience as here. I hope other countries wouldn't effected by us Indians.
Identity Attack0.5051609
Insult0.4339631
Profanity0.5722072
Threat0.011223801
Severe Toxicity0.06101104
Moderate 0.5921536 Moderate Con 0.484 Identity Attack Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada’s done. There is no way to come back from this . Inept politicians and inept immigrants have assured us our destiny. We are the new third world
Canada’s done. There is no way to come back from this . Inept politicians and inept immigrants have assured us our destiny. We are the new third world
Identity Attack0.45610145
Insult0.62169385
Profanity0.07934829
Threat0.008285114
Severe Toxicity0.023076924
Moderate 0.5885171 Low Con 0.17 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Its so unfortunate and infuriating seeing Canada stock pile low grade humans and watching them scam their wash into everything single benefit from our government and call us stupid because we are honest and work …
Its so unfortunate and infuriating seeing Canada stock pile low grade humans and watching them scam their wash into everything single benefit from our government and call us stupid because we are honest and work hard. Shame
Identity Attack0.18158256
Insult0.6308392
Profanity0.2298641
Threat0.008556974
Severe Toxicity0.019998873
Moderate 0.5885171 Moderate Con 0.362 Insult
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
So bad. Middle East street shitters are literally taking over. Scary to see what the US and Canada will look like 10 years from now.
So bad. Middle East street shitters are literally taking over. Scary to see what the US and Canada will look like 10 years from now.
Identity Attack0.2846865
Insult0.5130944
Profanity0.5381406
Threat0.011767523
Severe Toxicity0.05473421
Moderate 0.5885171 Low Con 0.172 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Living in Canada sucks please save us. I wish for the eternal sleep.
Living in Canada sucks please save us. I wish for the eternal sleep.
Identity Attack0.38445538
Insult0.5072643
Profanity0.4163752
Threat0.008815889
Severe Toxicity0.030523606
Moderate 0.584095 Moderate Con 0.386 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...

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.