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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: "no hate to white people …" 67 comments · Page 1 of 3
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Indians are actually very mean and nasty. They don’t even like white people yet they have to live here cause we are the only ones with our shit together, and they HATE that.
Identity Attack0.7426507
Insult0.6991143
Profanity0.776286
Threat0.025961896
Severe Toxicity0.44787344
Toxic 0.88599813 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
Identity Attack0.7895903
Insult0.48569724
Profanity0.35848376
Threat0.3423812
Severe Toxicity0.44787344
Toxic 0.82048255 Moderate Con 0.319 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Did he just say r@pe is part of their culture? A 40 IQ talking about 70 IQ...what a dummy. You hate Africans, and we hate stupid people. What an idiot. Reminds me of the 40 …
Did he just say r@pe is part of their culture? A 40 IQ talking about 70 IQ...what a dummy. You hate Africans, and we hate stupid people. What an idiot. Reminds me of the 40 IQ white people I know. Tyler trying to $$ in on hate as usual. Tyler the vulture 😂😂
Identity Attack0.5612457
Insult0.7298119
Profanity0.46460027
Threat0.03718498
Severe Toxicity0.26195827
Toxic 0.78207105 Low Con 0.227 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much …
This white trash talking about African don't know anything he's talking about.. you can see he prefer the curry culture and unfortunately most white people think like him they just hate black people so much that they would prefer anything other than black
Identity Attack0.7426507
Insult0.6308392
Profanity0.4370703
Threat0.03407705
Severe Toxicity0.35368225
Toxic 0.7761081 Low Con 0.275 Identity Attack Insult Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
These low class white people are the ones who are jealous. If you hate Indians just for existing then know you are a low life white trash by default.
These low class white people are the ones who are jealous. If you hate Indians just for existing then know you are a low life white trash by default.
Identity Attack0.71720207
Insult0.6798578
Profanity0.41031027
Threat0.030969119
Severe Toxicity0.3494667
Toxic 0.76523775 Low Con 0.251 Identity Attack Insult Identity_Assertion
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
White people y'all gotta start having sex with each other again, otherwise every single one of your countries are going to borrow people from India to keep your local economies moving. WHITE PEOPLE STOP HATING, …
White people y'all gotta start having sex with each other again, otherwise every single one of your countries are going to borrow people from India to keep your local economies moving. WHITE PEOPLE STOP HATING, AND START LOVING AGAIN!!! Or else all y'all's countries gonna look like India
Identity Attack0.57957685
Insult0.44802538
Profanity0.4170448
Threat0.2836219
Severe Toxicity0.35368225
Moderate 0.687436 Moderate Con 0.305 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
Interesting bro, white people are so amazing puritanical saints and look at Indians dirty, brown shit eating, i am sure Indians must be filling the correction facilities in Canada and you aren't some opportunist, cashing …
Interesting bro, white people are so amazing puritanical saints and look at Indians dirty, brown shit eating, i am sure Indians must be filling the correction facilities in Canada and you aren't some opportunist, cashing in on the Indian or immigrant hate
Identity Attack0.6458014
Insult0.6099415
Profanity0.570067
Threat0.032005094
Severe Toxicity0.34950548
Moderate 0.6852916 Low Con 0.263 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
what truly pisses me off is losing our holidays cause they dont celebrate them. this is my country your free to come and live here but fillow the rules your not allowed to shove religion …
what truly pisses me off is losing our holidays cause they dont celebrate them. this is my country your free to come and live here but fillow the rules your not allowed to shove religion down anyone throat your suppose to prayer away cause thats your right but tp shove it down and make us a slave to a god i dont believe in? as a first nation on my land. smarten the fuck up and respect the people who allow you to run from the disgraces of your own country you dont want to help but come here to destroy. my bloodline was here first before the whites so i have a right to say what i say. and if i get hate for my free speech then you also dont belong in this country
Identity Attack0.41975367
Insult0.50440645
Profanity0.6069483
Threat0.06593887
Severe Toxicity0.35112193
Moderate 0.6744087 Moderate Con 0.474 Insult Identity_Assertion
Sep 3, 2025 Why Canadians Are Turning Against …
its the same everywhere, here in Thailand people are sick of white people keep taking our land and jobs and not assimilated to local culture. So many white privileged scum coming here everyday...we might smile …
its the same everywhere, here in Thailand people are sick of white people keep taking our land and jobs and not assimilated to local culture. So many white privileged scum coming here everyday...we might smile at them but we hate them and many also do sex crime especially from UK and America.
Identity Attack0.6227552
Insult0.58196646
Profanity0.36902615
Threat0.03718498
Severe Toxicity0.16960317
Moderate 0.6544696 Constructive 0.536 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Identity Attack0.5983441
Insult0.5130944
Profanity0.54024357
Threat0.4339666
Severe Toxicity0.23226003
Moderate 0.6491204 Constructive 0.533 Identity Attack Insult Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
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 all african are bad though ,i think i think he was a percimistic. But who am i to be surprised most white people hate black people just for existing as a South African i …
Not all african are bad though ,i think i think he was a percimistic. But who am i to be surprised most white people hate black people just for existing as a South African i can tell when i see a white racist prick and most of the comment section agrees with him which is very disgusting.
Identity Attack0.6007182
Insult0.58196646
Profanity0.44431314
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.592 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
The Anti-black African hating lies doesn't work anymore goofies; Ishowspeed toured several African Countries live debunking many of those lies white people ((just like this white obese bum crying about Africans) make..
The Anti-black African hating lies doesn't work anymore goofies; Ishowspeed toured several African Countries live debunking many of those lies white people ((just like this white obese bum crying about Africans) make..
Identity Attack0.6106996
Insult0.5678696
Profanity0.40783462
Threat0.04524883
Severe Toxicity0.17926651
Moderate 0.6289369 Moderate Con 0.313 Identity Attack Insult Identity_Assertion
Jan 28, 2026 5 likes Inside Canada's Indian Invasion...
I've never been threatened with death every time I go in a grocery store and mall. It's the African refugees . Not black people's who grew up here or anyone else . It's the African …
I've never been threatened with death every time I go in a grocery store and mall. It's the African refugees . Not black people's who grew up here or anyone else . It's the African refugee men . They keep saying kill the white man . So I hear it. That is a hate crime and ethnic cleansing these Africans want . I have to deal with the high level of violence from THEM. The more Africans come the more we will have a third world nation for sure😮😮😮😮😮
Identity Attack0.7465365
Insult0.024874555
Profanity0.0062928176
Threat0.055855658
Severe Toxicity0.0027142896
Moderate 0.60726774 Identity Attack Fear_Threat
Mar 9, 2026 1 likes How Canada broke its immigration …
Where do I go…4th generation white Canadian. I want out. I hate living in India/Africa/Etc. My neighborhood reeks like curry all summer. Boycotting Tim Hortons. So much crime. Indians killing people in their semi trucks …
Where do I go…4th generation white Canadian. I want out. I hate living in India/Africa/Etc. My neighborhood reeks like curry all summer. Boycotting Tim Hortons. So much crime. Indians killing people in their semi trucks hauling drugs and stolen goods!!
Identity Attack0.6487889
Insult0.4555076
Profanity0.19524631
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.6027529 Moderate Con 0.486 Identity Attack Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
Can you do a video on Markham in Canada ? it’s literally China 🇨🇳 Not to promote anything but white boy here is jumping on the bandwagon of hate to get attention. It’s not write …
Can you do a video on Markham in Canada ? it’s literally China 🇨🇳 Not to promote anything but white boy here is jumping on the bandwagon of hate to get attention. It’s not write to promote slurs against a community! there are plenty of nasty and disgusting people in every race, including yours boy
Identity Attack0.5135796
Insult0.6109131
Profanity0.21781154
Threat0.013217449
Severe Toxicity0.02514347
Moderate 0.60254884 Moderate Con 0.365 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year …
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year long put up signs in their stores about "Ed" and "Ramadan". They can't say the word "Christmas" !! Us white Canadians make this company what it is today, NOT these people from India. It's wrong. I really hate these woke companies. And thanks to these ignorant Indian people we are not allowed to do fire works on Canada Day because they had to ruin that for us as well by setting off fire works all the time at all hours of the night during their holidays. Fire works of any kind are now banned.
Identity Attack0.56445944
Insult0.57566804
Profanity0.41031027
Threat0.027170537
Severe Toxicity0.16960317
Moderate 0.6020386 Constructive 0.634 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
My thing is the people who want to hate on white ppl but then they move to white countries or the people who were born in America tht jus talk shit like they cant move …
My thing is the people who want to hate on white ppl but then they move to white countries or the people who were born in America tht jus talk shit like they cant move somewhere else sure America has its problems but compared to anywhere else we have it amazing not saying it couldnt improve but i damn sure wouldnt wanna live no where else and nether do these ppl tht talk shit cuz they dont leave cuz if they did they would find out how good we have it in America and how blessed we are to be Americans
Identity Attack0.48949075
Insult0.46625584
Profanity0.57236236
Threat0.060119797
Severe Toxicity0.232236
Moderate 0.6020386 Constructive 0.561 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
when you " hate " other group of people because of their ethnicity and you thinkALL they are different from the " good white " you know you were indoctrinated to be a racist and …
when you " hate " other group of people because of their ethnicity and you thinkALL they are different from the " good white " you know you were indoctrinated to be a racist and to be racist you gotta be a woefully ignorant.
Identity Attack0.44690517
Insult0.6261769
Profanity0.19278693
Threat0.009618527
Severe Toxicity0.023076924
Moderate 0.60152835 Low Con 0.232 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Another banger racist video! Tylers hate for any race but white people has no bounds!
Another banger racist video! Tylers hate for any race but white people has no bounds!
Identity Attack0.58354634
Insult0.4534306
Profanity0.1654338
Threat0.015774792
Severe Toxicity0.024772761
Moderate 0.60152835 Low Con 0.217 Identity Attack Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an …
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an entire media ecosystem just for that perspective. You think your immigrants weren't going to notice? Assimilate into _what_ ? The loudest mouths telling you they hate you and you're responsible for all their problems despite being a minority, because you're not a white Christian? And then you're going to scapegoat _them_ for the problems your government and system created, refuse to adapt, and complain that someone did. And _also_ , just like here in NYC.. the reason why a place gets taken over by a bunch of colored immigrants.. is usually because white people start _running_ . And again, the few that are left, complain about _their own_ fleeing, before doing so themselves. Hilarious. I'm in NYC, my neighborhood is literally every kind of immigrant, Filipino, Jamaican, West Indian, Indian, Haitian... all low to middle class, with some who really _saved_ up working for their 30-50 years here. Kids born or here since little kids, educated and making good money with few exceptions. And so of course the neighborhood.. looks just like any neighborhood in America (albeit denser and more traffic). Must be all that 'wokeness' in NYC. This has nothing to do with white or black or brown, of course. This dynamic plays out anywhere with people that are unwilling to challenge themselves and their ego just finding an easy scapegoat...
Identity Attack0.5485698
Insult0.4810288
Profanity0.6001929
Threat0.05688698
Severe Toxicity0.21290472
Moderate 0.5921536 Constructive 0.61 Identity Attack
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
The worst part about Indians is how utterly racist they are to other races in Canada. They meatride white people so hard just for jobs. But the moment they interact with anybody else even remotely …
The worst part about Indians is how utterly racist they are to other races in Canada. They meatride white people so hard just for jobs. But the moment they interact with anybody else even remotely melanted, they just treat them like trash. Litterally just bringing the caste system to Canada. You dont hate em enough
Identity Attack0.5913144
Insult0.5423875
Profanity0.26735115
Threat0.012026439
Severe Toxicity0.056527592
Moderate 0.5885171 Moderate Con 0.455 Identity Attack Insult Identity_Assertion
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
White people will always hate others 😂
White people will always hate others 😂
Identity Attack0.5983441
Insult0.3388922
Profanity0.25367188
Threat0.020782012
Severe Toxicity0.02514347
Moderate 0.568186 Low Con 0.207 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Been to Canada hate it too dirty too many homeless addicted to drug all white people and first experience in Vancouver white man tired to seal my friends car 😅 called the police did nothing …
Been to Canada hate it too dirty too many homeless addicted to drug all white people and first experience in Vancouver white man tired to seal my friends car 😅 called the police did nothing never go again 😂
Identity Attack0.57150364
Insult0.48228607
Profanity0.1413768
Threat0.029933142
Severe Toxicity0.02425631
Moderate 0.55739564 Moderate Con 0.449 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
White Racist that Migrated from Europe and Hating Minorities. Native Americans Indigenous people are the First People. White Europeans Invaded Canada and Murdered Many of The Native American Indigenous People and The Native School Children …
White Racist that Migrated from Europe and Hating Minorities. Native Americans Indigenous people are the First People. White Europeans Invaded Canada and Murdered Many of The Native American Indigenous People and The Native School Children were Slaughtered and burned on school grounds. The White people are living on Stolen Land that belong to The Native American Indigenous People.
Identity Attack0.60238177
Insult0.4378843
Profanity0.11539881
Threat0.11309616
Severe Toxicity0.09385906
Moderate 0.5566829 Moderate Con 0.429 Identity Attack Moral_Argument
Sep 19, 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.