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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: "Why don't they stay in …" 460 comments · Page 2 of 19
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit …
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit about incompetence and I think Lena is here to stay.
Identity Attack0.024600167
Insult0.68668073
Profanity0.44890457
Threat0.009929225
Severe Toxicity0.02444411
Moderate 0.6588125 Moderate Con 0.367 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
DELETE illegal immigrant voter list stay legally full document illegal rape murder terror deport illegal immigrant
DELETE illegal immigrant voter list stay legally full document illegal rape murder terror deport illegal immigrant
Identity Attack0.5948528
Insult0.48627716
Profanity0.27882218
Threat0.49142194
Severe Toxicity0.35368225
Moderate 0.6544696 Low Con 0.173 Identity Attack Unverified_Claim
Aug 25, 2025 Why Canadians Are Turning Against …
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...
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving …
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving one house to 10 students making small compartments making more money, thus high rents. No jobs for born Canadians because of them. Govt pays employer who hire students. Many came through fake marriages, fake documentation etc. Govt distributing PRs to them like hot cakes. Govt looking at short term money as investment but the outcome is catastrophic. Govt should look into the fake colleges that are registered in Canada which invites them.This is absolutely unjust to Canadians.
Identity Attack0.5203519
Insult0.5678696
Profanity0.570067
Threat0.01698343
Severe Toxicity0.20678867
Moderate 0.6407703 Moderate Con 0.486 Identity Attack Insult Economic_Argument
Sep 30, 2025 IRCC Names India in Study …
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Identity Attack0.10221587
Insult0.6831271
Profanity0.34536663
Threat0.049774777
Severe Toxicity0.023880709
Moderate 0.6407703 Moderate Con 0.339 Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
PAST FED UP. LOAD THE PLANES AND CLEAN THIS SHIT SHOW UP.. ANY AND ALL POLITICIANS WHO PROMOTED OR WENT ALONG WITH THIS ACT OF TREASON ON CANADIAN CITIZENS SHOULD BE LOADED ON THE PLANES …
PAST FED UP. LOAD THE PLANES AND CLEAN THIS SHIT SHOW UP.. ANY AND ALL POLITICIANS WHO PROMOTED OR WENT ALONG WITH THIS ACT OF TREASON ON CANADIAN CITIZENS SHOULD BE LOADED ON THE PLANES RIGHT BESIDE THEIR MESS. THIS IS CANADA MF’ers. Our bedsheets stay on our beds. Not our heads.
Identity Attack0.2803029
Insult0.5678696
Profanity0.50818664
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.282 Insult Fear_Threat
Sep 10, 2025 Why Canadians Are Turning Against …
If you come to this country and dont embrace our culture and our way of life because you believe your way of life in your country is better, that’s fine then stay in your county! …
If you come to this country and dont embrace our culture and our way of life because you believe your way of life in your country is better, that’s fine then stay in your county! But if you left your war torn third world 💩 hole country for a better life than embrace that better life and stop shitting on my beaches! Stop robbing the lcbo and stop fishing our rivers and lakes out of season stop treating my beautiful country like the dirt hole you fled to get away from!
Identity Attack0.46028158
Insult0.5678696
Profanity0.46460027
Threat0.023544617
Severe Toxicity0.20678867
Moderate 0.62702215 Moderate Con 0.399 Insult
Sep 16, 2025 Why Canadians Are Turning Against …
So....The same thing is happening in my city. As long as they don't start migrating to my little hometown, idgaf. Stay off my property and you're good :) But as soon as one of those …
So....The same thing is happening in my city. As long as they don't start migrating to my little hometown, idgaf. Stay off my property and you're good :) But as soon as one of those Curry-eating, Sand-wiping, Goat-forking Sand Niggas step one ugly, smelly foot in my house trying to steal from me...IT'S LYNCHING TIME!
Identity Attack0.6007182
Insult0.5678696
Profanity0.46460027
Threat0.2836219
Severe Toxicity0.349738
Moderate 0.60311776 Moderate Con 0.418 Identity Attack Insult Fear_Threat
Feb 9, 2026 Inside Canada's Indian Invasion...
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Identity Attack0.5913144
Insult0.5270482
Profanity0.34391102
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.367 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Indians are know for scamming: look st the scam call center in India, they even send in people in person to scam elders in the USA. There is that guy scamming out of gold bars …
Indians are know for scamming: look st the scam call center in India, they even send in people in person to scam elders in the USA. There is that guy scamming out of gold bars from an old veteran pretending he was with the military. India is know for corruption, rape against women, murders and scamming. Indians need to fix india and stay in india.
Identity Attack0.61901736
Insult0.5130944
Profanity0.33453682
Threat0.2836219
Severe Toxicity0.35094213
Moderate 0.6027529 Moderate Con 0.48 Identity Attack Insult Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Please don't stay silent, we are Canadians, we have to stop immigrants this is mot they country, deport, deport special muslims they are 😈😈😈 and immigrant from India deport, deport all.
Please don't stay silent, we are Canadians, we have to stop immigrants this is mot they country, deport, deport special muslims they are 😈😈😈 and immigrant from India deport, deport all.
Identity Attack0.6682205
Insult0.47384647
Profanity0.1854088
Threat0.24484909
Severe Toxicity0.23223428
Moderate 0.6027529 Moderate Con 0.323 Identity Attack Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
They need to go back., immigrants need to quit running from their native born lands problems., stay and fight and make a change, or die trying… don’t migrate to other countries and ruin them like …
They need to go back., immigrants need to quit running from their native born lands problems., stay and fight and make a change, or die trying… don’t migrate to other countries and ruin them like you ruined your own country…. Or roach out and run… like a coward…. I look at all immigrants as cowards…. I’ll die fighting for change in my country…. There all cowards. Being a coward is one of the absolute worst things to be labeled in life….
Identity Attack0.4931391
Insult0.6308392
Profanity0.1612468
Threat0.06205949
Severe Toxicity0.024960563
Moderate 0.6027529 Moderate Con 0.37 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
They all come here because they're Master scammers. Do you think for one second they came here without fraudulent documentation or fraudulent means to actually stay here? They come here because we are fools that …
They all come here because they're Master scammers. Do you think for one second they came here without fraudulent documentation or fraudulent means to actually stay here? They come here because we are fools that allow them to abuse our system!
Identity Attack0.14661247
Insult0.6336687
Profanity0.26614267
Threat0.0103175985
Severe Toxicity0.023076924
Moderate 0.60254884 Low Con 0.283 Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The …
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The guy who said he faced discrimination standing in a line while a lady was served first (lol) should know mostly Indians dont run butcher shops, those must be Pakistani or smth
Identity Attack0.5983441
Insult0.56997263
Profanity0.3122265
Threat0.085497424
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.479 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Let’s hope the ones that aren’t racist pigs get to stay
Let’s hope the ones that aren’t racist pigs get to stay
Identity Attack0.39677486
Insult0.62169385
Profanity0.36230123
Threat0.018019408
Severe Toxicity0.045767322
Moderate 0.6020386 Low Con 0.195 Insult
Jan 16, 2026 2.9 million Canadian temporary visas …
The birth rate slowed because of a corrupt Liberal government who priced everyone out of their homes. Canadians are not bringing new babies into a world when they are broke and taxed to death. We …
The birth rate slowed because of a corrupt Liberal government who priced everyone out of their homes. Canadians are not bringing new babies into a world when they are broke and taxed to death. We can't justify adding another mouth to feed when we can't afford to feed the mouths that are here now. And they are not importing to sustain the population....they are importing votes to stay in power. The Liberal mantra...."Fuck Canadians!!! Do what we need to do to stay in power". Immigrant to votes ratio is 1:1.
Identity Attack0.5051593
Insult0.5270482
Profanity0.5013569
Threat0.100830056
Severe Toxicity0.21902075
Moderate 0.5972042 Moderate Con 0.44 Identity Attack Insult Policy_Critique
Sep 10, 2025 Why Canadians Are Turning Against …
Are these guys pretending or for real that they have no clue why liberals act that way? No need to have a lamp in daylight to figure this out: importing votes. This is liberal party …
Are these guys pretending or for real that they have no clue why liberals act that way? No need to have a lamp in daylight to figure this out: importing votes. This is liberal party business model how to stay in power and keep control. Who gives a rat ass about the rest,really? Sucked up and elbows are all the way to a promised land of diversity and inclusion.
Identity Attack0.099072486
Insult0.5130944
Profanity0.5188411
Threat0.01698343
Severe Toxicity0.051147457
Moderate 0.5885171 Low Con 0.256 Insult Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Stay happy cuz we indian dont fw any other community or impose our culture on anyone unlike - you know who. But this mf wont dare to make a video on that topic , racist …
Stay happy cuz we indian dont fw any other community or impose our culture on anyone unlike - you know who. But this mf wont dare to make a video on that topic , racist af .
Identity Attack0.4508763
Insult0.47384647
Profanity0.3813392
Threat0.020091362
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.262 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
they arent even trying to assimilate. their food sucks. if they want to stay, they should have to open up a KFC or mcdonalds. come one guys. you came to a better country. why not …
they arent even trying to assimilate. their food sucks. if they want to stay, they should have to open up a KFC or mcdonalds. come one guys. you came to a better country. why not eat the better western food? yall still eating that nasty turd world food? upgrade your food game.
Identity Attack0.28034934
Insult0.54525656
Profanity0.39670458
Threat0.00951496
Severe Toxicity0.041283876
Moderate 0.5885171 Low Con 0.157 Insult Identity_Assertion
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO …
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO STAY HERE?? OH MY GOD, STUDENT VISA, IS A STUDENT VISA, YOU ARE HERE TO STUDY STUDYBSTUDY STUDY, GET THAT CLEAR ON.MIND, STUDY, , , YOU FINISH , GO HOME, GO HOME, GET CERTIFICATE OR DIPLOMA GO HOME,,,,, THE AMOUNT OF MONEY YOU HAD BEEN WORKING AS A STUDENT VISA STUDENT VISA THAT IMMIGRATION CANADA ALLOWED YOU, WHICH IS I THINK, ITS RIDICULOUS, THEY SHOULD NOT ALLOWED TO WORK IN A STUDENT -VISA, THEY CHOOSE CANADA TO STUDY , THEY SHOULD HAVE MONEY TO PAY FOR THEIR APARTMENT, FOOD ( NOT USING FOODBANK), PAY FOR.HEALTHA CARE(.INSTEAD USING UNIVERSAL HEALTH CARE) AND REST OF THEIR FAMILY THEY BROUGHT) ,,,, AS THE WORD ITSELF, STUDENT- VISA, BRING YOUR OWN MONEY, DO NOT USE CANADA AS A PIGGY BANK TO EARN MORE , YOU ARE NOT ALLOWED THAT
Identity Attack0.3817989
Insult0.47357693
Profanity0.4989438
Threat0.025443908
Severe Toxicity0.27908814
Moderate 0.584095 Moderate Con 0.399
Oct 17, 2025 IRCC Names India in Study …
Wtf bro u just travelled across the border and stayed a night over there only for some drugs and all this is on instructions from that peddler you are buying from scary man
Wtf bro u just travelled across the border and stayed a night over there only for some drugs and all this is on instructions from that peddler you are buying from scary man
Identity Attack0.10221587
Insult0.4302003
Profanity0.47001255
Threat0.024235269
Severe Toxicity0.16496792
Moderate 0.5779532 Moderate Con 0.314 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they …
They are terrorist, gangsters, they spread violence, they addicted & supply drugs, intoxicants... They are funded by Pakistan and supported by canada, USA, Pakistan, UK for their nerrative and agenda....they will spread violence where they will live and canada will be next khalistan in future, so stay safe... They are backed by a country that is full of terrorist and terrorist organizations...Punjab is in full of violence, drugs, intoxication due to these khalistani people they got fund, weapons, drugs, traning, by Pakistan.... So save your country before becoming next Punjab or khalistan
Identity Attack0.55044734
Insult0.54525656
Profanity0.15283443
Threat0.22908778
Severe Toxicity0.19761463
Moderate 0.57271194 Moderate Con 0.313 Identity Attack Insult Fear_Threat
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
They are constantly on their phones especially when they're driving. They are a danger to other drivers. This isn't India, please put the damn phone down while driving. If you're going to stay on cmaafa, …
They are constantly on their phones especially when they're driving. They are a danger to other drivers. This isn't India, please put the damn phone down while driving. If you're going to stay on cmaafa, follow our laws. If not, you're more than welcome to go back to your country.
Identity Attack0.44690517
Insult0.47357693
Profanity0.4989438
Threat0.030278467
Severe Toxicity0.067522444
Moderate 0.568186 Constructive 0.52
Jan 27, 2026 Inside Canada's Indian Invasion...
I wish Canada stayed white and not turn into India which my people escaped from this is just disgusting.
I wish Canada stayed white and not turn into India which my people escaped from this is just disgusting.
Identity Attack0.55044734
Insult0.5130944
Profanity0.16915557
Threat0.008789998
Severe Toxicity0.023076924
Moderate 0.56269526 Moderate Con 0.436 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You can blame Doug Ford for the sky high rents, because he helped his corporate buddies. Get that were landlords, he took off rent So you can thank Doug Ford for that one. And as …
You can blame Doug Ford for the sky high rents, because he helped his corporate buddies. Get that were landlords, he took off rent So you can thank Doug Ford for that one. And as far as jobs go, you can think mark Carney, the successor of the supremely, crooked Liberal Party from Justin Trudeau. To another idiot bleeding the blind leading the blind of Liberal Party. They're the ones that allowed all these illegal immigrants in here to stay. We need mass deportations, maybe it's time to become part of the fifty first state.Let trump do his mass deportations and waive these illegal pieces of garbage foreign workers bye.Bye
Identity Attack0.27340925
Insult0.6308392
Profanity0.22542313
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.55739564 Moderate Con 0.391 Insult Policy_Critique
Sep 9, 2025 Why Canadians Are Turning Against …

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.