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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: "Only let them in with …" 886 comments · Page 3 of 36
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...
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 …
This is really pathetic. You let in a bunch of scammers that’s what you get!
This is really pathetic. You let in a bunch of scammers that’s what you get!
Identity Attack0.012842959
Insult0.6675394
Profanity0.22592722
Threat0.009178371
Severe Toxicity0.020257099
Moderate 0.6407703 Low Con 0.125 Insult
Oct 12, 2025 IRCC Names India in Study …
THE GOV LET THE SCUM OF THE EARTH INTO CANADA. FROM NOVA SCOTIA, I BELIEVE HELL IS COMING AND SOME ONE IS GOING AWAY.
THE GOV LET THE SCUM OF THE EARTH INTO CANADA. FROM NOVA SCOTIA, I BELIEVE HELL IS COMING AND SOME ONE IS GOING AWAY.
Identity Attack0.32768643
Insult0.6370372
Profanity0.35346076
Threat0.05721026
Severe Toxicity0.05473421
Moderate 0.6407703 Low Con 0.247 Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
I can’t believe how racist this is, should be ashamed. Everyone’s been divided and fighting and this is exactly what’s wrong with our societies. These damn immigrants coming in and destroying western civilization and we’re …
I can’t believe how racist this is, should be ashamed. Everyone’s been divided and fighting and this is exactly what’s wrong with our societies. These damn immigrants coming in and destroying western civilization and we’re just letting it happen. Replacing the majority white populations with low iq individuals.
Identity Attack0.57150364
Insult0.5678696
Profanity0.5188411
Threat0.07629784
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.419 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is truly turning into a third world shithole and it's all self inflicted. Yet it's not just broken immigration system and corrupted politicians but also the greedy educational institutions. And let's not forget the …
Canada is truly turning into a third world shithole and it's all self inflicted. Yet it's not just broken immigration system and corrupted politicians but also the greedy educational institutions. And let's not forget the main culprit behind this all this is the average ignorant Canadian who allowed this to happen in the first place without resisting.
Identity Attack0.49855098
Insult0.6261769
Profanity0.4370703
Threat0.010680079
Severe Toxicity0.13863131
Moderate 0.63782936 Moderate Con 0.438 Insult Policy_Critique
Jun 20, 2025 2 likes How Canada broke its immigration …
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...
Get them the f out good bye dont let the door hit u
Get them the f out good bye dont let the door hit u
Identity Attack0.0048296256
Insult0.012415205
Profanity0.003204786
Threat0.47651652
Severe Toxicity0.00013304499
Moderate 0.63217795
Apr 18, 2025 1 likes
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much …
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much value or diversity to the economy or culture. Thanks to all dumbass liberals voting for this bs
Identity Attack0.36702603
Insult0.65231085
Profanity0.36230123
Threat0.008466354
Severe Toxicity0.02420936
Moderate 0.6289369 Moderate Con 0.328 Insult Policy_Critique
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Our Pathetic Government didn’t clue in, even knowing that India is a huge scammer Country, they let them scam Canada..
Our Pathetic Government didn’t clue in, even knowing that India is a huge scammer Country, they let them scam Canada..
Identity Attack0.5075293
Insult0.6370372
Profanity0.17380778
Threat0.009566744
Severe Toxicity0.023317307
Moderate 0.6289369 Low Con 0.218 Identity Attack Insult Policy_Critique
Oct 5, 2025 IRCC Names India in Study …
It’s easy, liberal government who is following a global agenda to create chaos and anarchy in many countries and what Trump is doing needs to be done. Fix immigration laws, everyone must be adding to …
It’s easy, liberal government who is following a global agenda to create chaos and anarchy in many countries and what Trump is doing needs to be done. Fix immigration laws, everyone must be adding to the country with skills that get let in. We need to deport everyone that isn’t providing any real value. Reverse this shit, religious extremism, put them back in their own countries, they act like animals and barbarians kick them out. It’s simple but the idiot boomers because their lives are set think that the world is rainbows and unicorns so they voted liberal.
Identity Attack0.40351558
Insult0.6370372
Profanity0.46460027
Threat0.12996206
Severe Toxicity0.14389864
Moderate 0.62136006 Moderate Con 0.307 Insult Policy_Critique
Sep 10, 2025 Why Canadians Are Turning Against …
Well the Canadians gave them visa let them in. Blame them. Plus the took people from the worst part of India; North India. If the Canadian government wanted they could solve this shit in 1 …
Well the Canadians gave them visa let them in. Blame them. Plus the took people from the worst part of India; North India. If the Canadian government wanted they could solve this shit in 1 year and have all the punjabis deported to india. Simple.
Identity Attack0.55044734
Insult0.49389273
Profanity0.5381406
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.61223894 Moderate Con 0.369 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
LOL EVEN THE INDIANS ARE SAYING TOO MUCH. Fk man, deport all the non citizens now. lets go. Lets pull an America on them.
LOL EVEN THE INDIANS ARE SAYING TOO MUCH. Fk man, deport all the non citizens now. lets go. Lets pull an America on them.
Identity Attack0.55044734
Insult0.47384647
Profanity0.5013569
Threat0.2836219
Severe Toxicity0.3247677
Moderate 0.61223894 Low Con 0.263 Identity Attack Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
You want views, let's hate India
You want views, let's hate India
Identity Attack0.6458014
Insult0.3393024
Profanity0.29209393
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.61223894 Low Con 0.203 Identity Attack Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. …
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. You won't find too many South Indians, they are educated, they genuinely come to study or work in high skilled jobs and immigrate back to India later on
Identity Attack0.57150364
Insult0.5015486
Profanity0.5381406
Threat0.11309616
Severe Toxicity0.2733782
Moderate 0.60311776 Constructive 0.593 Identity Attack Insult Comparative_Framing
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
Canadians are too passive and we've let the 3rd world come in and walk all over us. If we don't decide soon to say enough is enough and take this country back from the corrupt …
Canadians are too passive and we've let the 3rd world come in and walk all over us. If we don't decide soon to say enough is enough and take this country back from the corrupt assholes in Ottawa, then kiss this country goodbye.
Identity Attack0.44690517
Insult0.62169385
Profanity0.44366163
Threat0.025961896
Severe Toxicity0.12282934
Moderate 0.60311776 Low Con 0.292 Insult Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
Let's nuke India and Israel
Let's nuke India and Israel
Identity Attack0.58743036
Insult0.26957804
Profanity0.29209393
Threat0.60325533
Severe Toxicity0.35515398
Moderate 0.60311776 Low Con 0.16 Identity Attack Threat Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This your racist/maple maga/ trump lover/ shit will allow foreigners to come and take over our country. It will be game over. if you let common sense be defeated by radical left wing propaganda that …
This your racist/maple maga/ trump lover/ shit will allow foreigners to come and take over our country. It will be game over. if you let common sense be defeated by radical left wing propaganda that is anti right in the sense its everything is a cop out because its maga. While we fight over left and right, These invaders will come in, use our social programs to amass massive amounts of wealth, power and control, and they will insert themselves into government, and convince you rejecting their wants and needs is racist, and wrong. it will tear you down and rip you apart. They are here to take over! Theres a world movement from muslims and Hindus and punjabs all fighting to tear down the colonialism that once conquered them, and the people in power are allowing it because they're DEI!
Identity Attack0.46614665
Insult0.5739874
Profanity0.5013569
Threat0.067232
Severe Toxicity0.17009245
Moderate 0.60311776 Moderate Con 0.425 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canadians are the biggest cucks on the planer now. They literally get social status by hating their own race and demanding to be replaced. It didn’t start with the dot Indians either, they let the …
Canadians are the biggest cucks on the planer now. They literally get social status by hating their own race and demanding to be replaced. It didn’t start with the dot Indians either, they let the Chinese take their west coast, flooded their east with Arabs, and filled the prairies with sub-Saharans. They’re all horrified to even speak about it.
Identity Attack0.57957685
Insult0.57566804
Profanity0.37854016
Threat0.023544617
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.235 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I have an Indian baby moma….broh screw India .. let’s go U.S
I have an Indian baby moma….broh screw India .. let’s go U.S
Identity Attack0.5498214
Insult0.45135358
Profanity0.46222726
Threat0.1284288
Severe Toxicity0.25624833
Moderate 0.6027529 Moderate Con 0.375 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigration is fine as long as they’re vetted, have skills the country needs,ie doctors , tradesmen, but letting in everybody and their dog is ridiculous! Why is it that it’s only poopjeets that are being …
Immigration is fine as long as they’re vetted, have skills the country needs,ie doctors , tradesmen, but letting in everybody and their dog is ridiculous! Why is it that it’s only poopjeets that are being brought in to take over. Are there no other countries that have refugees that aren’t fleas on the system? The US have black fatigue, well Canada definitely have Hindu fatigue. I’m getting tired of being a second or third class citizen in my own fucking country. Voting to get the Lieberals out will not work, extreme violence is going to be the only way to remove them or Canada will be gone forever. Once that’s accomplished then the mass deportations can start immediately.
Identity Attack0.5135796
Insult0.5678696
Profanity0.5013569
Threat0.031314444
Severe Toxicity0.23224801
Moderate 0.60254884 Constructive 0.545 Identity Attack Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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...
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 …
Rape ? Let’s talk about rape . Just google the worst sex offenders, rapists /murderers like Karla homologation and Paul Bernardo who raped and killed more than a dozen women , they are great looking …
Rape ? Let’s talk about rape . Just google the worst sex offenders, rapists /murderers like Karla homologation and Paul Bernardo who raped and killed more than a dozen women , they are great looking WHITE CANADIAN, isn’t ? or Colonel Russel Williams , the Canadian airforce base commander who raped and murdered women while cross dressing at night and flying the prime minister ….another WHITE GOOD CANADIAN . what about the worst of worst serial pedophiles like the famous EPSTEIN …THAT’S A STEIN , who basically made a living raping , abusing and exploiting underage innocent white women . You see I can go on and on, but the worst of the worst when it comes to rape and sexual violence are the good old white Canadians, Americans ……
Identity Attack0.4911651
Insult0.5332045
Profanity0.32965264
Threat0.43656045
Severe Toxicity0.33047765
Moderate 0.6020386 Moderate Con 0.452 Insult Moral_Argument
Jan 28, 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 …

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.