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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

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Active: "All those ‘schools’ should be …" 302 comments · Page 1 of 13
I’m a white, middle-aged woman. My daughters in-laws are Indian. They are a doctor and a physicist. Worked their butts off in menial jobs while raising a family and going to school to achieve creditations …
I’m a white, middle-aged woman. My daughters in-laws are Indian. They are a doctor and a physicist. Worked their butts off in menial jobs while raising a family and going to school to achieve creditations in their fields. Fuck off with your racist bullshit.
Identity Attack0.6007182
Insult0.72756535
Profanity0.89909166
Threat0.03787563
Severe Toxicity0.44860926
Toxic 0.9061063 Constructive 0.559 Identity Attack Insult Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
The responses by these people is typical of the Bullshit answers that people get when questioning in the USA. Do all of these morons go to the same Stupid school !! The reality is that …
The responses by these people is typical of the Bullshit answers that people get when questioning in the USA. Do all of these morons go to the same Stupid school !! The reality is that Canada has been screwed and abused by Indians and they should be BANNED from all Canadian schools!
Identity Attack0.6458014
Insult0.7762574
Profanity0.66456485
Threat0.04233929
Severe Toxicity0.35368225
Toxic 0.85333383 Low Con 0.274 Identity Attack Insult Unverified_Claim
Oct 10, 2025 IRCC Names India in Study …
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat …
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat shit crazy let's say this it's an event all 11th graders go on there's only one high school in the town and you are grouped in a squad with 6 people in total and they're all the people you hate the most
Identity Attack0.104676254
Insult0.5130944
Profanity0.70864636
Threat0.11769595
Severe Toxicity0.35368225
Toxic 0.7510937 Constructive 0.569 Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Should of stopped by some of the trucking schools in Brampton and found the real bullshit these scammers are up too
Should of stopped by some of the trucking schools in Brampton and found the real bullshit these scammers are up too
Identity Attack0.060220852
Insult0.6051471
Profanity0.70864636
Threat0.014048163
Severe Toxicity0.16960317
Toxic 0.743089 Low Con 0.251 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I rent out rooms here in Kitchener, there was a huge massive invasion of East indians coming here to Conestoga college. They tell me they are using the visa program just to get into Canada, …
I rent out rooms here in Kitchener, there was a huge massive invasion of East indians coming here to Conestoga college. They tell me they are using the visa program just to get into Canada, then bring their whole family. They don't even care about the schooling. They say " blame Trudeau" "We are taking advantage of the stupidity"
Identity Attack0.44690517
Insult0.71120167
Profanity0.29168049
Threat0.009929225
Severe Toxicity0.023076924
Toxic 0.718943 Constructive 0.519 Insult Unverified_Claim
Oct 9, 2025 IRCC Names India in Study …
MOST INDIANS ARE SCAMMERS THEY HAVE SCAMMED STOLE ME 2800$ THEY MADE FAKE TRUCK DRIVING SCHOOL IN BRAMPTON AND STEAL MONEY FROM PEOPLE ,THE CANADIAN GOVERNMENT HAS SHUTDOWN SOME OF THESE FAKE INDIAN TRUCK DRIVING …
MOST INDIANS ARE SCAMMERS THEY HAVE SCAMMED STOLE ME 2800$ THEY MADE FAKE TRUCK DRIVING SCHOOL IN BRAMPTON AND STEAL MONEY FROM PEOPLE ,THE CANADIAN GOVERNMENT HAS SHUTDOWN SOME OF THESE FAKE INDIAN TRUCK DRIVING SCHOOL,BUT THESE SCHOOL DON'T GIVE BACK MONEY TO THE STUDENT,THEY ALSO DRIVE BAD TO SCAM AND STEAL MONEY FROM INSURANCE COMPAGNIES
Identity Attack0.60238177
Insult0.58196646
Profanity0.2659699
Threat0.042985857
Severe Toxicity0.2391185
Moderate 0.68408644 Moderate Con 0.401 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
One Indian family I met used a church claiming to be persecuted Christians to come here and got PR upon arrival. They have a daughter who should be in school but they keep her home …
One Indian family I met used a church claiming to be persecuted Christians to come here and got PR upon arrival. They have a daughter who should be in school but they keep her home and are more interested in finding their 14 Yr old a Hindu or Muslim husband. Canadian immigration is a fucking joke!
Identity Attack0.6106996
Insult0.5130944
Profanity0.5865656
Threat0.017156094
Severe Toxicity0.21290472
Moderate 0.681338 Moderate Con 0.487 Identity Attack Insult
Nov 24, 2025 1 likes Thousands of refugees allowed into …
Im Canadian you shouldnt get anything from Gov when coming to Canada and the idiots who voted lib your one of the problems in Canada 10 years of FJT IF YOUR CANADIAN AND TRAVELING DONT …
Im Canadian you shouldnt get anything from Gov when coming to Canada and the idiots who voted lib your one of the problems in Canada 10 years of FJT IF YOUR CANADIAN AND TRAVELING DONT TELL ANYONE YOUR CANADIAN IN JAMAICA PORTO RICO FRANCE IN SPAIN THE CANADIANS WERE VIOLENTLY CONFRONTED BCS THEY WERE CALLED PEDOS BCS NO ONE FOUGHT TO PROTECT KIDS AGAISNT GENDER TEACHING IN SCHOOLS Canada is embarrassing now days
Identity Attack0.45610145
Insult0.6798578
Profanity0.26555094
Threat0.016292779
Severe Toxicity0.09912638
Moderate 0.6744087 Moderate Con 0.409 Insult
Sep 9, 2025 Why Canadians Are Turning Against …
Why do you still think America is the greatest country on earth? All the peace and free healthcare? Daily school shootings. Americans are so ignorant
Why do you still think America is the greatest country on earth? All the peace and free healthcare? Daily school shootings. Americans are so ignorant
Identity Attack0.55044734
Insult0.65231085
Profanity0.14754629
Threat0.029587816
Severe Toxicity0.023645958
Moderate 0.6744087 Low Con 0.234 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
Identity Attack0.5135796
Insult0.6336687
Profanity0.40783462
Threat0.0103175985
Severe Toxicity0.072789766
Moderate 0.6342749 Moderate Con 0.439 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
They are so fake, they get subsidized to go school. They are such liars. They don't give a shit about Canadians. They're all about taking over Canada. They don't need to go to war to …
They are so fake, they get subsidized to go school. They are such liars. They don't give a shit about Canadians. They're all about taking over Canada. They don't need to go to war to take over our country they just assimilate and take it over. Why don't you go look at the Companies they work at and see if they have any Canadian working there.
Identity Attack0.33675182
Insult0.62169385
Profanity0.43669638
Threat0.021300001
Severe Toxicity0.067522444
Moderate 0.6289369 Moderate Con 0.388 Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Whites are NOT the natives in Canada, North America is naturally going to be a hot mix of peoples. Remember, Europeans are the INVADERS. That retard on the bike needs to go back to school.
Whites are NOT the natives in Canada, North America is naturally going to be a hot mix of peoples. Remember, Europeans are the INVADERS. That retard on the bike needs to go back to school.
Identity Attack0.5698139
Insult0.6261769
Profanity0.36230123
Threat0.023889944
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.25 Identity Attack Insult Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
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...
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Identity Attack0.109318495
Insult0.6109131
Profanity0.3938786
Threat0.010654188
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.281 Insult Meta_Commentary
Feb 7, 2026 3 likes 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...
The Canadian government sold us out to make themselves more and more money, post secondary schools have reaped benefits and grown exponentially since this crap started.
The Canadian government sold us out to make themselves more and more money, post secondary schools have reaped benefits and grown exponentially since this crap started.
Identity Attack0.10221587
Insult0.5270482
Profanity0.43554106
Threat0.007935578
Severe Toxicity0.023076924
Moderate 0.5885171 Low Con 0.218 Insult Policy_Critique
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
100% We are choking on muslims and indians and they are in the process of taking our country and getting rid of us. The bigger problem is that the government, police, judiciary, media, hospitals, school …
100% We are choking on muslims and indians and they are in the process of taking our country and getting rid of us. The bigger problem is that the government, police, judiciary, media, hospitals, school boards and schools all agree with them and are ready to toss us out with EXTREME PREJUDICE !!!!!!!!!!!! We really really MUST stop this immediately or CANADA, our beloved ancester built CANADA is gone. WE ARE A JUDEO/CHRISTIAN NATION, not Islamic ever ever ever. They are of their father, the devil and there is no truth in either of them. May God and Jesus Christ be with us to bless, protect, guide and forgive us. AMEN
Identity Attack0.6007182
Insult0.4378843
Profanity0.18233459
Threat0.2836219
Severe Toxicity0.21902075
Moderate 0.568186 Moderate Con 0.458 Identity Attack Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
White Racist that Migrated from Europe and Hating Minorities. Native Americans Indigenous people are the First People. White Europeans Invaded Canada and Murdered Many of The Native American Indigenous People and The Native School Children …
White Racist that Migrated from Europe and Hating Minorities. Native Americans Indigenous people are the First People. White Europeans Invaded Canada and Murdered Many of The Native American Indigenous People and The Native School Children were Slaughtered and burned on school grounds. The White people are living on Stolen Land that belong to The Native American Indigenous People.
Identity Attack0.60238177
Insult0.4378843
Profanity0.11539881
Threat0.11309616
Severe Toxicity0.09385906
Moderate 0.5566829 Moderate Con 0.429 Identity Attack Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
20years ago To be President, Prime Minister or Politician you must finish school but now all you need to become a President is to be criminal to register in a ballot and sheep’s that have …
20years ago To be President, Prime Minister or Politician you must finish school but now all you need to become a President is to be criminal to register in a ballot and sheep’s that have right to vote they vote criminal like Dump!
Identity Attack0.00061691366
Insult0.44421408
Profanity0.013649964
Threat0.00047143226
Severe Toxicity0.000011756357
Moderate 0.5272238
Dec 7, 2025 1 likes
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. …
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. They have shut down 66 illegal driving schools in Brampton in 2025 most were Indian that’s why they are such bad drivers. It’s so hard to get a job as a teen it’s fine if they want to learn our culture that’s fine but this is not India .
Identity Attack0.46028158
Insult0.48484445
Profanity0.42990944
Threat0.017156094
Severe Toxicity0.13073033
Moderate 0.51980776 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why are international students being told they might be able to stay?!?????!? You're a scumbag Mr. Immigration lawyer! After they graduate and leave, they can apply like everyone else and get in line. Their time …
Why are international students being told they might be able to stay?!?????!? You're a scumbag Mr. Immigration lawyer! After they graduate and leave, they can apply like everyone else and get in line. Their time as a student should not count for anything. Why are we fasttracking bringing grandparents of new Canadians or PR's? They don't pay taxes and put extra burden on healthcare and CPP. PR's should not be able to bring other extended family members at all. Canada's immigration system hit the breaking point 10 years ago when that failed part-time high school drama teacher took the wrecking ball to it.
Identity Attack0.20483385
Insult0.5678696
Profanity0.2395431
Threat0.009903334
Severe Toxicity0.023076924
Moderate 0.51869136 Moderate Con 0.451 Insult Policy_Critique
Jan 19, 2026 32 likes Why Canada’s immigration system has …
We would only be lucky if all our immigrants came from India because in my 30 plus years of interactions with them I'd say bring more of them and stop bringing in Islamic terrorists Pakistani …
We would only be lucky if all our immigrants came from India because in my 30 plus years of interactions with them I'd say bring more of them and stop bringing in Islamic terrorists Pakistani at that, you never hear of a suicide bomber from India blowing himself up on our buses subways schools etc as Muslims do yes we had a air India bombing from infighting but that's so rare because their religion doesn't teach them to convert or kill like piss lam does and that thing Muslims do because their Quran teaches them its okay you know sexually enslaving our infidels girls, another good point is they will fight side by side with us once the Muslims start following their qurans and wage jihad on our asses
Identity Attack0.56445944
Insult0.47357693
Profanity0.36230123
Threat0.3733964
Severe Toxicity0.27908814
Moderate 0.51869136 Constructive 0.607 Identity Attack Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
13:25 OMG WTFFF! Bro I LITERALLY live 7 min walk from there, I went to the school literally behind you 😭 went to that temple with school and my ret. friend SPAT on one of …
13:25 OMG WTFFF! Bro I LITERALLY live 7 min walk from there, I went to the school literally behind you 😭 went to that temple with school and my ret. friend SPAT on one of the statues 💀 Crazy that you were in my neighbourhood Hahahah (I’m turkish not indian), I could have given you some more insight Hahaha
Identity Attack0.22935481
Insult0.2817503
Profanity0.39409557
Threat0.04098356
Severe Toxicity0.16960317
Moderate 0.50759226 Constructive 0.615 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I use to go to this school and these Pakistani kids or Indian kids were spitting on people and they kept doing it and it just pisses me off like this needs to stop!
I use to go to this school and these Pakistani kids or Indian kids were spitting on people and they kept doing it and it just pisses me off like this needs to stop!
Identity Attack0.50515765
Insult0.37960073
Profanity0.3866461
Threat0.04524883
Severe Toxicity0.056527592
Moderate 0.4826145 Moderate Con 0.47 Identity Attack Personal_Narrative
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.