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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 #}

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Active: "Bury them. How can you …" 13 comments
Deport them all I watched a little kid take a shit at Wasaga Beach and then bury it
Deport them all I watched a little kid take a shit at Wasaga Beach and then bury it
Identity Attack0.24970764
Insult0.47273466
Profanity0.64657205
Threat0.34804323
Severe Toxicity0.16960317
Toxic 0.718943 Low Con 0.297 Call_To_Action
Jan 28, 2026 1 likes 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...
So how then, did one man erase all the good. And dont say he was an idiot because some big people in government made this happen. Who bought our government. We know the current government …
So how then, did one man erase all the good. And dont say he was an idiot because some big people in government made this happen. Who bought our government. We know the current government certainly has ten times that money But they will use our money our pensions to bury this once great country
Identity Attack0.02721288
Insult0.5208188
Profanity0.27747265
Threat0.009877442
Severe Toxicity0.014705247
Moderate 0.47886392 Moderate Con 0.394 Insult Unverified_Claim
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Bury them. How can you come so unprepared? Gtfo
Bury them. How can you come so unprepared? Gtfo
Identity Attack0.033527173
Insult0.3393024
Profanity0.33453682
Threat0.4467921
Severe Toxicity0.02449106
Moderate 0.44393396 Low Con 0.223 Fear_Threat
Sep 30, 2025 IRCC Names India in Study …
Why are they so mean to Indians, maybe a subsector of them, There are Jews that do the same thing? Back in India from what I understand the British had messed it up psychologically for …
Why are they so mean to Indians, maybe a subsector of them, There are Jews that do the same thing? Back in India from what I understand the British had messed it up psychologically for over 200 years so bad and people lost there wealth, the property from the famine, there culture had been ruined particularly in the north-eastern India, these Indians are not north-eastern. They are not doing anything evil, satanic, look to your churches for that, there were some really twisted things happening there with the authority and church fathers and pedophilia and buried of children and countless other scanerios torture chambers, torturing women, church vs government...
Identity Attack0.41052565
Insult0.2659317
Profanity0.21564959
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.536
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
**What European settlers and colonial systems did to Canadian Indigenous women:** * Sexual violence against Canadian Indigenous women with little or no legal consequence. * Forced domestic labor and exploitation. * Loss of legal status …
**What European settlers and colonial systems did to Canadian Indigenous women:** * Sexual violence against Canadian Indigenous women with little or no legal consequence. * Forced domestic labor and exploitation. * Loss of legal status for women who married non-Indigenous men (under the Indian Act). * Destruction of matriarchal leadership structures. * Ignored disappearances and murders of Canadian Indigenous women. * Forced and coerced sterilizations without consent. **What they did to Canadian Indigenous children:** * Forced removal from families into residential schools. * Physical, sexual, and emotional abuse. * Bans on speaking Indigenous languages or practicing culture. * Malnutrition, medical neglect, and unsafe living conditions. * Deaths of children, many buried in unmarked graves. * Forced labor presented as “education.” **What they did to Canadian Indigenous men and leaders:** * Arrested, jailed, or killed leaders who resisted land theft. * Criminalized traditional governance systems. * Restricted movement with passes and permits. * Destroyed livelihoods by banning hunting and fishing. **What they did to Canadian Indigenous families and communities:** * Broke families apart through child removal policies. * Forced relocations to poor, remote land. * Starvation through controlled food rations. * Banned ceremonies, gatherings, and spiritual practices. * Chronic underfunding of housing, water, healthcare, and education. **What they did to Canadian Indigenous nations overall:** * Stole land without consent. * Broke, ignored, or manipulated treaties. * Imposed the Indian Act to control daily life. * Attempted to erase languages, cultures, and identities. * Created intergenerational trauma that continues today. These are established historical facts recognized by Canadian courts, survivor testimony, and national inquiries. Naming them accurately matters, because clarity is the first step toward truth.
Identity Attack0.36733335
Insult0.1662211
Profanity0.12551236
Threat0.13582869
Severe Toxicity0.022839356
Moderate 0.33421695 Constructive 0.631 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in a port town, every Monday our town has to clean up the beach and scoop 💩💩💩💩💩 from them burying it all...watch your children
I live in a port town, every Monday our town has to clean up the beach and scoop 💩💩💩💩💩 from them burying it all...watch your children
Identity Attack0.014752249
Insult0.12702756
Profanity0.0935729
Threat0.024062606
Severe Toxicity0.010681152
Low Tox 0.25462922 Constructive 0.547
Jan 27, 2026 Inside Canada's Indian Invasion...
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own pocket for their medical expenses. Nothing should be paid by the host country...NOTHING. I don't have any recollection of ever going to a restaurant or hotel/motel and the country that im visiting is covering ALL OF MY LIVING COSTS DURING MY ENTIRE STAY. SO WHY SHOULD CANADA PAY TO HAVE THESE IMMIGRANTS IN THE COUNTRY, TAKING OUR JOBS, YET WE AS TAXPAYERS PAY FOR EVERYTHING FOR THEM. UH-UH, NO WAY, THATS NOT RIGHT. THEY should not have (or require) an interpretor in court, government office, at a traffic stop or anywhere. If the roles were reversed, Canadiens going to their foreign land definitely WOULD NOT RECEIVE ALL OF THE BENEFITS THAT THEY RECEIVE FROM OUR COUNTRY CALLED CANADA. People MUST VOICE THEIR opinions about their own lives and how these immigrants are raping our country for everything it has, and yet true Canadians get to lose more and more of their precious homeland. Ive seen muslim women and their children make some makeshift porter-potty curtained up where the deficate, and urinate in a hole dug into the sand ON THE BEACH and when they're ready to leave, they bury up the hole in the (BEACH SAND) sand, remove their tent and walk off the beach leaving behind them (I guess for Canadians to enjoy their presence on our soil) their little disgusting biohazard ☣️ waste in a public place where everyone walks bear foot, and use their bare hands. Thats simply revolting. JUST IMAGINE THE NEXT DAY, THAT A CANADIAN CHILD DIGS IN THE SAND TO PLAY WITH THRIR TOY CARS ETC. WHAT DISGUSTING MESS TO FIND AT THE BEACG. WHAT SICKNESSES DO THESE MUSLIMS (OBSERVED LEAVING THAT MINI SEPTIC SYSTEM THE PREVIOUS DAY) HAVE, AND WILL GET THE TRUE CANADIANS ILL AS A RESULT OF THEM IMPOSING THEIR FILTHY CULTURE WITH THEM. Frankly, as for myself, i can very well do without their presence because they do not respect our beautiful Canada. They're violent, rape and gang rape our young girls, attack our Canadians, won't assimilate to the ways of this country, wont speak our 2 official languages, wont follow our laws, bring with them the criminal element of using guns and knives and unspeakable violence. Please government of Canada; SEND THEM IMMEDIATELY BACK TO THEIR COUNTRY NEVER TO RETURN. From Canada 🇨🇦 ❤❤❤❤i subscribed, and love your message ❤️ on your channel. From Canada 🇨🇦 ❤️❤️❤️
Identity Attack0.15731181
Insult0.071433455
Profanity0.023243073
Threat0.0072235605
Severe Toxicity0.0064086914
Low Tox 0.20032968 Constructive 0.663 Policy_Critique
Aug 29, 2025 Why Canadians Are Turning Against …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own pocket for their medical expenses. Nothing should be paid by the host country...NOTHING. I don't have any recollection of ever going to a restaurant or hotel/motel and the country that im visiting is covering ALL OF MY LIVING COSTS DURING MY ENTIRE STAY. SO WHY SHOULD CANADA PAY TO HAVE THESE IMMIGRANTS IN THE COUNTRY, TAKING OUR JOBS, YET WE AS TAXPAYERS PAY FOR EVERYTHING FOR THEM. UH-UH, NO WAY, THATS NOT RIGHT. THEY should not have (or require) an interpretor in court, government office, at a traffic stop or anywhere. If the roles were reversed, Canadiens going to their foreign land definitely WOULD NOT RECEIVE ALL OF THE BENEFITS THAT THEY RECEIVE FROM OUR COUNTRY CALLED CANADA. People MUST VOICE THEIR opinions about their own lives and how these immigrants are raping our country for everything it has, and yet true Canadians get to lose more and more of their precious homeland. Ive seen muslim women and their children make some makeshift porter-potty curtained up where the deficate, and urinate in a hole dug into the sand ON THE BEACH and when they're ready to leave, they bury up the hole in the (BEACH SAND) sand, remove their tent and walk off the beach leaving behind them (I guess for Canadians to enjoy their presence on our soil) their little disgusting biohazard ☣️ waste in a public place where everyone walks bear foot, and use their bare hands. Thats simply revolting. JUST IMAGINE THE NEXT DAY, THAT A CANADIAN CHILD DIGS IN THE SAND TO PLAY WITH THRIR TOY CARS ETC. WHAT DISGUSTING MESS TO FIND AT THE BEACG. WHAT SICKNESSES DO THESE MUSLIMS (OBSERVED LEAVING THAT MINI SEPTIC SYSTEM THE PREVIOUS DAY) HAVE, AND WILL GET THE TRUE CANADIANS ILL AS A RESULT OF THEM IMPOSING THEIR FILTHY CULTURE WITH THEM. Frankly, as for myself, i can very well do without their presence because they do not respect our beautiful Canada. They're violent, rape and gang rape our young girls, attack our Canadians, won't assimilate to the ways of this country, wont speak our 2 official languages, wont follow our laws, bring with them the criminal element of using guns and knives and unspeakable violence. Please government of Canada; SEND THEM IMMEDIATELY BACK TO THEIR COUNTRY NEVER TO RETURN. From Canada 🇨🇦 ❤❤❤❤
Identity Attack0.1508922
Insult0.070799805
Profanity0.023174755
Threat0.0072106146
Severe Toxicity0.0063705444
Low Tox 0.19986437 Constructive 0.615 Policy_Critique
Aug 29, 2025 Why Canadians Are Turning Against …
0:26 NATIVES...before their kids were buried inside churches.
0:26 NATIVES...before their kids were buried inside churches.
Identity Attack0.10757765
Insult0.034011267
Profanity0.027683776
Threat0.018364733
Severe Toxicity0.0062561035
Low Tox 0.1893425 Low Con 0.258
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) repatriated and the death is left unclear. The gov’t of Canada has been obfuscating many such deaths. Was it the Canadian govt fully at fault for the deaths? Not quite… these students are often met with predatory individuals who take advantage of their vulnerable situations: such as predatory landlords who have sometimes 15 or more students renting one house, or unjust working conditions because the employer knows that the immigrants citizenship hopes are tied to the job, etc etc. Ultimately, it’s the Canadian government turning a blind eye to these realities and trying to make the deaths appear due to things other than unalive attempts. This shouldn’t be surprising considering the way the Canadian government has been pushing dystopian legislation around their medically assisted dying program (MAiD). Canada’s medically assisted dying program has the least guardrails of any program of that type in other countries. Not just this, but the legislation for MAiD comes at a time when Canada’s healthcare and mental healthcare systems are collapsing. Trudeau said he would address this with one his re-election promises in 2021: he promised 5 billion for mental health programs. I’ve worked in the field for almost 20 years with youth and that money never arrived, nor has any serious attempt to fund programs occurred since the brutal Canadian pandemic policies massively exacerbated the youth mental health crisis. Perhaps one day someone will be able to trace how the 5 Billion promised was send off in provincial transfers that did not benefit any programs and likely only helped pay for all the upper management, because Canada’s healthcare, education and mental health care systems are absurdly top-heavy. Canada becomes moral dystopian by the day, with regular folks (working class, blue collar, low-income) bearing the burden. Everyday more people join the rank of the oppressed regular people while a few who work in the government or favored industries are overpaid and the stats around all of this corruption are further obfuscated and buried. And as all this occurs, you see bureaucrats like the on in this video smug in their knowledge that most Canadians will never learn how dark the truth is.
Identity Attack0.10221587
Insult0.06722072
Profanity0.018734055
Threat0.024235269
Severe Toxicity0.004386902
Low Tox 0.165053 Constructive 0.679
Sep 30, 2025 1 likes IRCC Names India in Study …
Well I'm tired that I'm told I have privilege when I have family buried in Holland that politicians pretend to honor for a few minutes one day a year and then go and look for …
Well I'm tired that I'm told I have privilege when I have family buried in Holland that politicians pretend to honor for a few minutes one day a year and then go and look for another freedom to take. And that doesn't take into account those who served and those who spent time in prisoner of war camp. Thankyou sir for valuing and embracing your new country.
Identity Attack0.016360072
Insult0.022770792
Profanity0.011219022
Threat0.0071199946
Severe Toxicity0.0014209747
Low Tox 0.054531995 Constructive 0.791
Aug 25, 2025 19 likes Why Canadians Are Turning Against …
My multi-great grandfather was the first Mayor of Brampton (1874-1876). A number of his descendants are buried in Brampton.
My multi-great grandfather was the first Mayor of Brampton (1874-1876). A number of his descendants are buried in Brampton.
Identity Attack0.00310782
Insult0.007028373
Profanity0.010638315
Threat0.0068999166
Severe Toxicity0.00066280365
Low Tox 0.009675868 Constructive 0.624 Personal_Narrative
Oct 2, 2025 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.