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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: "Guess what you are a …" 161 comments · Page 1 of 7
How much longer are people gonna listen to this your racists if you dont argument. Its shuts down reasonable discussions and paints anyone with an opinion as racists. Liberals- do what I say or your …
How much longer are people gonna listen to this your racists if you dont argument. Its shuts down reasonable discussions and paints anyone with an opinion as racists. Liberals- do what I say or your racists. Fuck you liberals guess im racist!
Identity Attack0.5504064
Insult0.68668073
Profanity0.70864636
Threat0.13616586
Severe Toxicity0.44787344
Toxic 0.85850734 Moderate Con 0.332 Identity Attack Insult Moral_Argument
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canadians aren't having kids because we're responsible and know we CANNOT AFFORD to have children, so i guess instead of doing something about the cost of living in this country, the government has just decided …
Canadians aren't having kids because we're responsible and know we CANNOT AFFORD to have children, so i guess instead of doing something about the cost of living in this country, the government has just decided to REPLACE us with IMMIGRANTS!! Its fucking disgusting, Liberals, you all should be ashamed of yourselves! 🤬🖕
Identity Attack0.48949075
Insult0.65129566
Profanity0.6001929
Threat0.013113883
Severe Toxicity0.349738
Toxic 0.7701451 Moderate Con 0.382 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
I guess we fna start getting on some goon shit.. back to face coverings to do what we gotta do.
I guess we fna start getting on some goon shit.. back to face coverings to do what we gotta do.
Identity Attack0.14019285
Insult0.5130944
Profanity0.70864636
Threat0.049128212
Severe Toxicity0.16960317
Toxic 0.7105462 Moderate Con 0.315 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
You can't make this shite up. A nigerian telling immigrants to leave their culture at the door. I guess he's no longer a Nigerian. Is it because his white wife told him to leave his …
You can't make this shite up. A nigerian telling immigrants to leave their culture at the door. I guess he's no longer a Nigerian. Is it because his white wife told him to leave his culture at the door?
Identity Attack0.58743036
Insult0.5015486
Profanity0.6370159
Threat0.014220826
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.303 Identity Attack Insult Identity_Assertion
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...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Haters...pretty pathetic. But I guess they are appealing to their base....
Haters...pretty pathetic. But I guess they are appealing to their base....
Identity Attack0.023595277
Insult0.6675394
Profanity0.16822512
Threat0.008893564
Severe Toxicity0.01502803
Moderate 0.62702215 Low Con 0.202 Insult Meta_Commentary
Feb 23, 2026 4 likes 'We do know that there's …
That is ridiculous guess I'll spend my hard earned vacation money to other countries.
That is ridiculous guess I'll spend my hard earned vacation money to other countries.
Identity Attack0.0011428217
Insult0.5108696
Profanity0.0024140358
Threat0.00015521722
Severe Toxicity0.0000070143587
Moderate 0.62052333 Insult Economic_Argument
Dec 10, 2025
I've been to Africa. They're rude, aggressive, dirty. Everyone tries to overcharge and then claim they have no change or shortchange you. Being poor is not an excuse to be a liar, cheat or thief. …
I've been to Africa. They're rude, aggressive, dirty. Everyone tries to overcharge and then claim they have no change or shortchange you. Being poor is not an excuse to be a liar, cheat or thief. That's African culture i guess.
Identity Attack0.6007182
Insult0.5739874
Profanity0.26555094
Threat0.01254427
Severe Toxicity0.109661035
Moderate 0.6027529 Constructive 0.547 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Every other country except Poland has a ‘too many paki’ problem. Take a guess what’s coming for Canada? Why are we so stoopid about this?
Every other country except Poland has a ‘too many paki’ problem. Take a guess what’s coming for Canada? Why are we so stoopid about this?
Identity Attack0.3895355
Insult0.6109131
Profanity0.3158166
Threat0.00823333
Severe Toxicity0.023076924
Moderate 0.5972042 Low Con 0.19 Insult Fear_Threat
Jun 20, 2025 1 likes How Canada broke its immigration …
Guess going & living in Canada would give me same shitty experience as here. I hope other countries wouldn't effected by us Indians.
Guess going & living in Canada would give me same shitty experience as here. I hope other countries wouldn't effected by us Indians.
Identity Attack0.5051609
Insult0.4339631
Profanity0.5722072
Threat0.011223801
Severe Toxicity0.06101104
Moderate 0.5921536 Moderate Con 0.484 Identity Attack Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I guess that this is the shttiest city in Canada.
I guess that this is the shttiest city in Canada.
Identity Attack0.2831485
Insult0.48627716
Profanity0.5013569
Threat0.009204263
Severe Toxicity0.055630904
Moderate 0.584095 Low Con 0.278
Jan 27, 2026 Inside Canada's Indian Invasion...
""CANADIAN GOV IS SO MESSED UP"" Reson as all watched. And my reason is I tried to stop some family from moving here using FAKE FRAUDULENT documents few years back but guess what THOSE F*****S …
""CANADIAN GOV IS SO MESSED UP"" Reson as all watched. And my reason is I tried to stop some family from moving here using FAKE FRAUDULENT documents few years back but guess what THOSE F*****S are here and I blame the GOV for not doing their due diligence and especially when I wrote multiple emails to the immigrations FRAUDULENT department more then once and when these ppl moved here it was like slap in the face.. THANK YOU CANADA
Identity Attack0.35299334
Insult0.5130944
Profanity0.43744424
Threat0.27637172
Severe Toxicity0.16960317
Moderate 0.5721988 Constructive 0.55 Insult Personal_Narrative
Sep 6, 2025 3 likes Why Canadians Are Turning Against …
Race baiting trash I guess you are trying to get on Fox News
Race baiting trash I guess you are trying to get on Fox News
Identity Attack0.3817989
Insult0.54471385
Profanity0.30866358
Threat0.025271246
Severe Toxicity0.053837523
Moderate 0.5721988 Low Con 0.172 Insult Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I am from Canada and guess what Canada is NOT the greatest place to live anymore. The high taxes, shitty health care and everything else that come with it.
I am from Canada and guess what Canada is NOT the greatest place to live anymore. The high taxes, shitty health care and everything else that come with it.
Identity Attack0.34649673
Insult0.45758462
Profanity0.541926
Threat0.008220384
Severe Toxicity0.024631912
Moderate 0.5716857 Constructive 0.537 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
That white guy on a bike is so ignorant. "Africans cannot even operate a cashier..." Really? I guess they import all their pilots, doctors, engineers, nurses, etc... Also, Africa is 54 countries, and in each …
That white guy on a bike is so ignorant. "Africans cannot even operate a cashier..." Really? I guess they import all their pilots, doctors, engineers, nurses, etc... Also, Africa is 54 countries, and in each country you could literally find numerous cultures and languages. Even within the same culture or family, two people aren't alike. This is why I watch YouTube videos that showcase Africa, because ignorance exists and has real-world consequences. Imagine that guy in HR, he'll obviously deny you a job if he learns that you're from Africa because he believes you're not intelligent.
Identity Attack0.5135796
Insult0.5678696
Profanity0.17473823
Threat0.015256803
Severe Toxicity0.02406851
Moderate 0.56269526 Constructive 0.698 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
guess what I am racist now white fn power
guess what I am racist now white fn power
Identity Attack0.55044734
Insult0.34548226
Profanity0.29168049
Threat0.065292306
Severe Toxicity0.1597006
Moderate 0.5532103 Moderate Con 0.306 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their …
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their own culture, religion & language. History is repeating itself....this time for good. @ 2:11 "the country which they (immigrants) comes from is a shit hole", yes the same way EU & UK were a shit hole for when the colonizers from EU & UK arrived in Canada, US, Latin America they bought with them lots of viral diseases and infections. Whole of pre industrial EU & UK was very much a shit hole. @ 8:55 "they live naked", well I guess this Polish man is trying to be like them. Anybody not paying taxes, creating ruckus of any kind, stealing form anywhere, not following the rules of the state should be prosecuted irrespective of their nationality, religion, race, gender, color, ethnicity, etc.
Identity Attack0.5135796
Insult0.5130944
Profanity0.44613865
Threat0.12536226
Severe Toxicity0.16960317
Moderate 0.53579444 Moderate Con 0.49 Identity Attack Insult Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
False narratives on so many levels on this posting. Racist. You don't "jump the border". I guess white immigrants are OK for caucasian racists? Don't pay taxes? Nonsense.
False narratives on so many levels on this posting. Racist. You don't "jump the border". I guess white immigrants are OK for caucasian racists? Don't pay taxes? Nonsense.
Identity Attack0.55011386
Insult0.48627716
Profanity0.09518933
Threat0.0089712385
Severe Toxicity0.023076924
Moderate 0.52811706 Moderate Con 0.408 Identity Attack Moral_Argument
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Guess what you are a product of the European invasion of North America, your grandparents aren't native and you don't have the right to stop legal immigrants. If you have said the same in europe …
Guess what you are a product of the European invasion of North America, your grandparents aren't native and you don't have the right to stop legal immigrants. If you have said the same in europe i would have agreed with you but not with countries like the US , Canada and Australia never. I can guarantee that if white illegal immigrants take over your entire country you wouldn't be having a problem but a brown legal immigrant will be a problem for you illiterates forever!!!!!
Identity Attack0.5135796
Insult0.48313886
Profanity0.10363861
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.509388 Moderate Con 0.371 Identity Attack Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Its about time but guess what; the rich don't care; its already over for the western world. If you think you can put so many different people together your delusional. The elites are insulated; the …
Its about time but guess what; the rich don't care; its already over for the western world. If you think you can put so many different people together your delusional. The elites are insulated; the people are screwed.
Identity Attack0.078392304
Insult0.49151286
Profanity0.4044591
Threat0.010214032
Severe Toxicity0.023076924
Moderate 0.48141238 Low Con 0.243 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I still don't see the problem. No one's persecuting locals or trying to impose Shariah law Islamism? Sans the assholes, generally they're productive, tax paying citizens, who do things differently. Regardless, they add billions of …
I still don't see the problem. No one's persecuting locals or trying to impose Shariah law Islamism? Sans the assholes, generally they're productive, tax paying citizens, who do things differently. Regardless, they add billions of dollars to the economy. If they were all "not working" like that bald guy said, the city wouldn't be as productive or be as rich or as sprawling. Is it too much immigration all at the same time, yeah but locals would have problem with non-white people even if there was litte immigration. Stop the immigration numbers and disgruntled whites would still have an issue with Brampton despite majority white cities the same size as Brampton not being as productive, rapidly facing demographic and economic decline. Majority of the accusations the white people made, were not even proven in the video. I mean ok I guess.
Identity Attack0.48915586
Insult0.48627716
Profanity0.40878695
Threat0.033386398
Severe Toxicity0.044870634
Moderate 0.48021027 Constructive 0.743 Moral_Argument
Sep 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Weird how no one is talking about gentrification in this small white farm town i guess its okay when BROWN PEOPLE DISPLACE WHITE PEOPLE BUT GOD FORBID THE OTHER WAY AROUND THEN ITS EVIL!!!!
Weird how no one is talking about gentrification in this small white farm town i guess its okay when BROWN PEOPLE DISPLACE WHITE PEOPLE BUT GOD FORBID THE OTHER WAY AROUND THEN ITS EVIL!!!!
Identity Attack0.5135796
Insult0.26957804
Profanity0.20916378
Threat0.06626215
Severe Toxicity0.035007052
Moderate 0.47900817 Low Con 0.276 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Thats why we round them all up and send them all back,and i guess im a racist ,like really thats the best you can say I'm a racist then i am racist.
Thats why we round them all up and send them all back,and i guess im a racist ,like really thats the best you can say I'm a racist then i am racist.
Identity Attack0.46028158
Insult0.33964422
Profanity0.2356715
Threat0.146441
Severe Toxicity0.0912254
Moderate 0.47900817 Moderate Con 0.361 Call_To_Action
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

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.