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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: "How are these people getting …" 761 comments · Page 3 of 31
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...
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Identity Attack0.40447855
Insult0.5588244
Profanity0.44366163
Threat0.061736204
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.25 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act …
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act entitled. You want Canadians to keep jobs in Canada, simply work harder stop crying like a little bitch about everything and be a good employee. Or get of your arse and start a business. You are not unemployed because you are being discriminated against, you are simply being outcompeted by people willing to work harder. The harsh truth of life.
Identity Attack0.46028158
Insult0.62169385
Profanity0.5188411
Threat0.021472665
Severe Toxicity0.20984669
Moderate 0.6426206 Moderate Con 0.339 Insult Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people …
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people liked it and accepted it. 2- Who the hell is talking that Islam is spreading and worried about his kids an indian man well well🤣, you guys literally fked up the country with your stink, rudeness, scammers, fake certificates, fake visas, and poisoned food.
Identity Attack0.5504064
Insult0.5739874
Profanity0.44133487
Threat0.24878941
Severe Toxicity0.23225316
Moderate 0.6426206 Constructive 0.559 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
You are the greatest country on earth. America is no longer the greatest country. The fact that you could erate people's countries and get away with it, it doesn't make you great. You are now …
You are the greatest country on earth. America is no longer the greatest country. The fact that you could erate people's countries and get away with it, it doesn't make you great. You are now a tyrant, but your time will come. You are falling cause most Americans live s***, most Americans live like dogs.
Identity Attack0.5135796
Insult0.6149945
Profanity0.47435758
Threat0.024753258
Severe Toxicity0.16960317
Moderate 0.6407703 Low Con 0.245 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
not enough... JT let in criminals via his "AMNESTY" crap...so now the "good people" that want in get screwed over...
not enough... JT let in criminals via his "AMNESTY" crap...so now the "good people" that want in get screwed over...
Identity Attack0.07094744
Insult0.5739874
Profanity0.5249258
Threat0.021990653
Severe Toxicity0.0475607
Moderate 0.6407703 Moderate Con 0.315 Insult
Dec 30, 2025 Deportations From Canada at Their …
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg …
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg anyway thanks government fail.
Identity Attack0.33060804
Insult0.5072643
Profanity0.541926
Threat0.012440704
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.305 Insult Economic_Argument
Nov 21, 2025 Thousands of refugees allowed into …
The Trudeau government was in power too long. The number of people they brought in to the country each year was ridiculous at best. Now that there are thousands of imported people who have absconded …
The Trudeau government was in power too long. The number of people they brought in to the country each year was ridiculous at best. Now that there are thousands of imported people who have absconded it will be next to impossible to get them the H out of the country. Nice go'in politically correct Liberal fools.
Identity Attack0.1508922
Insult0.69164425
Profanity0.257327
Threat0.0086087575
Severe Toxicity0.023076924
Moderate 0.6407703 Moderate Con 0.393 Insult
Dec 24, 2025 1 likes Deportations From Canada at Their …
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, …
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, never dealing again
Identity Attack0.46050715
Insult0.6308392
Profanity0.2661081
Threat0.01508414
Severe Toxicity0.16960317
Moderate 0.63782936 Moderate Con 0.492 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
daammmit! we worked our arse off to get a pr and paid taxes, filling millions of forms to make everything legal, try to be good but these people are coming to canada easily! they are …
daammmit! we worked our arse off to get a pr and paid taxes, filling millions of forms to make everything legal, try to be good but these people are coming to canada easily! they are getting privilages!
Identity Attack0.10409598
Insult0.4596616
Profanity0.6528205
Threat0.011353259
Severe Toxicity0.16960317
Moderate 0.6342749 Moderate Con 0.447
Nov 22, 2025 1 likes Thousands of refugees allowed into …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant values you should not be aloud in PERIOD. Canadian born Punjabi even we see it its not everyone but were getting a bad rap cause of stupidly
Identity Attack0.46028158
Insult0.6500014
Profanity0.29209393
Threat0.012026439
Severe Toxicity0.02425631
Moderate 0.6342749 Moderate Con 0.477 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam …
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam is to enter Canada on fraudulent student visas just to shamelessly claim asylum. So disgusting!!! these people all need to be deported back where they came from and where they belong!
Identity Attack0.55044734
Insult0.6109131
Profanity0.17752954
Threat0.06755528
Severe Toxicity0.112294696
Moderate 0.6342749 Moderate Con 0.334 Identity Attack Insult Unverified_Claim
Sep 28, 2025 2 likes IRCC Names India in Study …
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get …
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get a f*cking job!
Identity Attack0.18158256
Insult0.4339631
Profanity0.6919765
Threat0.0103175985
Severe Toxicity0.12282934
Moderate 0.6289369 Constructive 0.691 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in cape Breton Island in canwda and I can remember renting a 3 bedroom house for 500 a mont now a one bedroom apartment is 800 a month, u can't find houses/apartments anymore …
I live in cape Breton Island in canwda and I can remember renting a 3 bedroom house for 500 a mont now a one bedroom apartment is 800 a month, u can't find houses/apartments anymore because of all the foreign peopl they brought in. Trying to get a job is also retarded because they higher the foreign people first because the government pays so much of their salary , I just wish they'd all go back the fuck from where they came from easy as that
Identity Attack0.48915586
Insult0.48627716
Profanity0.61633086
Threat0.042662576
Severe Toxicity0.18538254
Moderate 0.6289369 Constructive 0.625 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The man with the neon jacket..!!! He is like w Africas were tested Below Intelligence Level (who did?) And why they bring people with disabilities to my country knowing they won't be working for my …
The man with the neon jacket..!!! He is like w Africas were tested Below Intelligence Level (who did?) And why they bring people with disabilities to my country knowing they won't be working for my country's well-being like a SLAVE!? 😒 The Colonial mindset still continues..There will always be people like him..💀 I am not defending Indians but without the immigration you won't survive sir! You in your Christmas pyjamas won't get any presents if they don't work for your dirty work stu*id!!
Identity Attack0.48915586
Insult0.6306599
Profanity0.36230123
Threat0.04686524
Severe Toxicity0.22513679
Moderate 0.62702215 Moderate Con 0.481 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Get these immigrants out, job shortage for Canadians because the government gave our jobs to immigrants, opened free drug distribution to destroy Canadians, hatred comes to mind when the very word liberal comes up, they …
Get these immigrants out, job shortage for Canadians because the government gave our jobs to immigrants, opened free drug distribution to destroy Canadians, hatred comes to mind when the very word liberal comes up, they should all be in jail, murdering our people and the list goes on the liberal government did this. CLOSE THE BOARDERS NOW.
Identity Attack0.26231495
Insult0.050792135
Profanity0.0003129904
Threat0.12714085
Severe Toxicity0.000067826564
Moderate 0.6261535 Fear_Threat
Apr 19, 2025
Our government is housing them, educating them, our own people can’t get jobs , the idiot that agreed to have mass immigration didn’t factor in housing it is out of control rent has tripled. Our …
Our government is housing them, educating them, our own people can’t get jobs , the idiot that agreed to have mass immigration didn’t factor in housing it is out of control rent has tripled. Our country isn’t Canadian anymore
Identity Attack0.17070955
Insult0.6675394
Profanity0.25367188
Threat0.0091524795
Severe Toxicity0.023076924
Moderate 0.62136006 Moderate Con 0.419 Insult
Oct 8, 2025 Why Canadians Are Turning Against …
These people are knuckleheads how do they even have a job give me the rains I'll get rid of all the illegal immigrants wow
These people are knuckleheads how do they even have a job give me the rains I'll get rid of all the illegal immigrants wow
Identity Attack0.55044734
Insult0.5678696
Profanity0.29209393
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.61223894 Low Con 0.24 Identity Attack Insult Call_To_Action
Nov 21, 2025 Thousands of refugees allowed into …
8:32 polish man, bro you are standing naked, and giving interview and calling other people dirty... bro's claim "they don't work" your uber driver was working lol. and wtf with the line "they all look …
8:32 polish man, bro you are standing naked, and giving interview and calling other people dirty... bro's claim "they don't work" your uber driver was working lol. and wtf with the line "they all look alike" lol, that's racism you can get sued on this btw.
Identity Attack0.29188538
Insult0.4534306
Profanity0.41194582
Threat0.05268431
Severe Toxicity0.16960317
Moderate 0.61223894 Constructive 0.526 Moral_Argument
Feb 28, 2026 Inside Canada's Indian Metropolis (Brampton)
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get …
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get supported. Because for some reason, people think Carney is king and walks on water and was the first man on the moon and everything else he takes credit for that. He didn't do. He left nothing but chaos in his wake anywhere. He's been just asked the slaves in the Amazon rainforest. What they thought of him in Brookfield, management asked the United Kingdom what they thought about his stint there and now he's in Canada. He wrecked things for 5 years as Trudeau's advisor and now he's the big shot, loser, screwing Canada even worse. I'm willing to bet if anyone actually cared enough to follow the money. I think canadian taxpayers are paying for not only his trips around to these other countries for deals, but I think were accommodating Brookfield management as well!
Identity Attack0.13377325
Insult0.6677319
Profanity0.2347036
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.60311776 Moderate Con 0.488 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Get these people the hell out of our countries
Get these people the hell out of our countries
Identity Attack0.3817989
Insult0.46476576
Profanity0.45706853
Threat0.17016006
Severe Toxicity0.16496792
Moderate 0.6027529 Low Con 0.228 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Yup…our ..Canadian citizen Standards..have been compromised.. and It will be extremely hard and painful for the people who..think they have us beat ..☝🏽 It’s simple.. we are trying to build our military.. and our military …
Yup…our ..Canadian citizen Standards..have been compromised.. and It will be extremely hard and painful for the people who..think they have us beat ..☝🏽 It’s simple.. we are trying to build our military.. and our military needs frontline soldiers…cannon fodder..So ..let’s get to the bottom of our ..immigrants who think they can..out smart our country…and send em to boot camp..or get the fuck out ..of our country..Russian .targets ..single man drones…etc.. Your people fucked up…sorry..🇨🇦🇨🇦..we are fighting back ..!
Identity Attack0.42615733
Insult0.5130944
Profanity0.57236236
Threat0.24484909
Severe Toxicity0.34993178
Moderate 0.60254884 Moderate Con 0.438 Insult Fear_Threat
Aug 29, 2025 Why Canadians Are Turning Against …
WTF work permit holders are not working in Canada rather working in Middle East. They r rotating their families out of Canada to make it appear that they all live in Canada. Get this butts …
WTF work permit holders are not working in Canada rather working in Middle East. They r rotating their families out of Canada to make it appear that they all live in Canada. Get this butts out of there. Dodgy people they will corrupt this gorgeous country. I know few of them and have e posed them to the immigration too. Where is the bloody immigration now
Identity Attack0.41975367
Insult0.5393265
Profanity0.48510036
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.458 Insult Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
buncha racist people. "It took me a year to get a visa" and "Now they just jump the border and file for asylum". are these guys so shit at math that they don't understand statistics? …
buncha racist people. "It took me a year to get a visa" and "Now they just jump the border and file for asylum". are these guys so shit at math that they don't understand statistics? do they genuinely think all immigrants from india are asylum seekers and nobody comes via visa, like are they that idiotic? do you see how these ppl immediately seek some kind of high ground? its disgusting to me Indian people probably do bring a 100 problems with them, I won't argue on this. But then its the job of the ppl of the country to pressure their government to stop immigration by changing the immigration policy. There's no point in directing your racist resentment at a group of people for just following whats legally allowed
Identity Attack0.5135796
Insult0.57566804
Profanity0.4756165
Threat0.07323132
Severe Toxicity0.16960317
Moderate 0.60254884 Constructive 0.612 Identity Attack Insult
Nov 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Can you do a video on Markham in Canada ? it’s literally China 🇨🇳 Not to promote anything but white boy here is jumping on the bandwagon of hate to get attention. It’s not write …
Can you do a video on Markham in Canada ? it’s literally China 🇨🇳 Not to promote anything but white boy here is jumping on the bandwagon of hate to get attention. It’s not write to promote slurs against a community! there are plenty of nasty and disgusting people in every race, including yours boy
Identity Attack0.5135796
Insult0.6109131
Profanity0.21781154
Threat0.013217449
Severe Toxicity0.02514347
Moderate 0.60254884 Moderate Con 0.365 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 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.