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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: "White people : we are …" 722 comments · Page 4 of 29
This fool portrays the indigenous people of America as white, forgetting that the indigenous people are the Native Americans, whose women were raped and whose people were killed. And here is the criminal who usurped …
This fool portrays the indigenous people of America as white, forgetting that the indigenous people are the Native Americans, whose women were raped and whose people were killed. And here is the criminal who usurped the land of others, complaining about the presence of other cultures and peoples who came peacefully, unlike some of his white ancestors. This channel is blatantly racist and the channel owner is a hypocrite. Ultimately, every country and every state has its own system; don't take your anger out on the residents or distorts certain races and cultures if there's a loophole in your region's system. There are criminals and ignorance in every race, in every culture. Generalization is the language of the ignorant. I hope you learn from some polite and educated white people who spread peace instead of inciting hatred, This includes good people of other races. Peace.
Identity Attack0.46050715
Insult0.65231085
Profanity0.39670458
Threat0.19862294
Severe Toxicity0.29050803
Moderate 0.6827122 Constructive 0.569 Insult Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
99% PedoFiles in Epstein Files are White uncles...Minor girls should stay away from this White uncles, they used to R@pe indigenous people of Mexico, now rhey are openly doing it....White PedoFiles
99% PedoFiles in Epstein Files are White uncles...Minor girls should stay away from this White uncles, they used to R@pe indigenous people of Mexico, now rhey are openly doing it....White PedoFiles
Identity Attack0.6458014
Insult0.5678696
Profanity0.39409557
Threat0.13363713
Severe Toxicity0.35368225
Moderate 0.6827122 Moderate Con 0.348 Identity Attack Insult Unverified_Claim
Feb 28, 2026 Inside Canada's Indian Invasion...
hahhaa loving this. This is exactly what white people did to the native Americans. Karma's a bitch ain't it?
hahhaa loving this. This is exactly what white people did to the native Americans. Karma's a bitch ain't it?
Identity Attack0.55044734
Insult0.5130944
Profanity0.6321197
Threat0.013579931
Severe Toxicity0.16960317
Moderate 0.681338 Moderate Con 0.371 Identity Attack Insult
Aug 28, 2025 Why Canadians Are Turning Against …
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 …
Close the borders the muslims are crazy we have way to much here Canada is now a joke freedom of speech for white people doesn't exist its a joke everytime we say anything we are …
Close the borders the muslims are crazy we have way to much here Canada is now a joke freedom of speech for white people doesn't exist its a joke everytime we say anything we are racist or they say white privelage in other countrys say africa example were its prominent ly black what do they call rich people black privileged white people call it rich privileged not white privileged so crazy
Identity Attack0.6487889
Insult0.6099415
Profanity0.20592089
Threat0.022681303
Severe Toxicity0.16960317
Moderate 0.6744087 Moderate Con 0.421 Identity Attack Insult
Sep 10, 2025 Why Canadians Are Turning Against …
Its absolutely insane that white people are too nice and too afraid to stop their country from becoming a 3rd world crap hole. Wake up white people. They are trying to replace you by using …
Its absolutely insane that white people are too nice and too afraid to stop their country from becoming a 3rd world crap hole. Wake up white people. They are trying to replace you by using your niceness and generosity against you. They are evil.
Identity Attack0.60238177
Insult0.57566804
Profanity0.5013569
Threat0.016810767
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.345 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
White L people invade america and and killed millions of red indians 😂😂 i feel pity for every white skin L European male and female 😂😂😂
White L people invade america and and killed millions of red indians 😂😂 i feel pity for every white skin L European male and female 😂😂😂
Identity Attack0.6682205
Insult0.40243408
Profanity0.30161268
Threat0.4438339
Severe Toxicity0.34969926
Moderate 0.6667219 Low Con 0.288 Identity Attack Comparative_Framing
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
White people always gotta take shots a black men. Lol 😂
White people always gotta take shots a black men. Lol 😂
Identity Attack0.6853638
Insult0.37052566
Profanity0.32120174
Threat0.54744303
Severe Toxicity0.29050803
Moderate 0.6611249 Low Con 0.233 Identity Attack Threat Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
the crazy part is you think = "there is good white people", have you forgot whom you took the land from - canada was not yours white people, they for the real original tribals before …
the crazy part is you think = "there is good white people", have you forgot whom you took the land from - canada was not yours white people, they for the real original tribals before you KILLED them all. RACIST
Identity Attack0.57957685
Insult0.58196646
Profanity0.20916378
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.6611249 Low Con 0.286 Identity Attack Insult Identity_Assertion
Feb 13, 2026 Inside Canada's Indian Invasion...
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl …
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl when it is time for her to get a job because my little girl and I are white, so we are put at the bottom of the list for being employed. And on top of that i am expected to bow down and not have a voice or an opinion about anything when it comes to immigrants and that because my daughter and i are white so we are automatically considered to be racists colonizers and forced to pay the price of something that happened long before i was even born and had nothing to do with just because the color of my skin . God gave us all our skin color and made us all . I had no say with being born with the color of my skin. Canadians of all colors and cultures are suffering so badly because we brought in so many immigrants who demand we change everything and pretty much bow down to them and told that we all have to change . Stop trying to change Canada and the Candian people . I refuse to bow down to anyone who tells me that i dont matter, and my opinion doesn't matter because of my skin color and because i am assumed to have bs white privilege. The only people i see having all of the privileges are the immigrants coming in trying to force us to bow down to them while starting protests to change Canada . I will fight against these immigrants who are trying to force Canada to change to their ways, which won't ever happen . If you want to change Canada to your way of life and culture, then just stay in your own damn country . We need to get rid of these protesting immigrants who do this crazy shit . It's pretty pathetic and sickening that Canada lost it's back bone and allowed angry immigrants to come in here and take over everything and try to change the country and laws and treat the Canadian people as if we are less than them which is sickening. As far as i am concerned, any immigrant that came here that are fighting and protesting against Canada to change Canada to how they want Canada to be while treating all Canadian people as second class citizens plus destroying the country and destroying nature while breaking laws and demanding that all Canadians give in to their demands need to be kicked out of Canada and never be allowed to return . It will be a cold day in hell before i bow down to any of them who try to destroy my country and tell me that i am white so i need to be silenced because i am white and a colonizer so i dont matter . And white people have a hard time finding work . My daughter is sick, and so am i, so when it takes 2 years to see a gynecologist or take 6 weeks to see a doctor, it is insane. This situation is so bad for all Canadians that we need to grow a pair of balls and take back Canada and stop sending our money to other countries and stop allowing immigrant terrorists destroying the Canadian people and Canada and it's nature . If Canada doesn't start to fight back, we will all be screwed even more in the very near future . CANADA NEEDS TO GROW A PAIR OF BALLS AND PUT AN END TO THE GOVERNMENT BS AND TO STOP THESE IMMIGRANT TERRORISTS AND CLOSE OUR BOARDERS AND STOP SENDING MONEY TO OTHER COUNTRIES AND DEPORT ANY IMMIGRANTS WHO TAKES PART IN TERRORISTS ACTS AND BREAKS THE LAWS . And it kills me to say this because i love my country, but if Canadians are not going to stand together as one and take back our country and our lives and fight for change now then we might as well become Americas 51st state because we lost our Canadian pride . And it shows that Canadians don't care about Canada anymore . 💔
Identity Attack0.5498214
Insult0.5588244
Profanity0.6643082
Threat0.03304107
Severe Toxicity0.3361876
Moderate 0.6611249 Constructive 0.595 Identity Attack Insult
Sep 7, 2025 Why Canadians Are Turning Against …
Yeah but white people even dirtier
Yeah but white people even dirtier
Identity Attack0.6649212
Insult0.5678696
Profanity0.33808854
Threat0.011922873
Severe Toxicity0.16960317
Moderate 0.65996873 Low Con 0.226 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
Identity Attack0.6682205
Insult0.6051471
Profanity0.33141375
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.65996873 Low Con 0.26 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Identity Attack0.57554024
Insult0.40975618
Profanity0.49576873
Threat0.071698055
Severe Toxicity0.33047765
Moderate 0.6588125 Low Con 0.205 Identity Attack Moral_Argument
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
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)
White people watching child p, grapping kids and having a history of colonization and unhygenic practices talking about indian people? White people wwre shitting and piss8ng in buckets and throwing them out onto the court …
White people watching child p, grapping kids and having a history of colonization and unhygenic practices talking about indian people? White people wwre shitting and piss8ng in buckets and throwing them out onto the court yards.
Identity Attack0.5983441
Insult0.50440645
Profanity0.57236236
Threat0.13815513
Severe Toxicity0.3493117
Moderate 0.6491204 Low Con 0.267 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Why don't you media organizations really tell canadains why all this immigration came to Canada and all white countries tell people the truth.We need the truth since we the taxpayer pay for all the refugees …
Why don't you media organizations really tell canadains why all this immigration came to Canada and all white countries tell people the truth.We need the truth since we the taxpayer pay for all the refugees and other fucks.
Identity Attack0.5135796
Insult0.54471385
Profanity0.58072567
Threat0.011405042
Severe Toxicity0.16960317
Moderate 0.6491204 Moderate Con 0.37 Identity Attack Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canadian white people are racist to the core....They incoming in hoards ....3..2...1.
Canadian white people are racist to the core....They incoming in hoards ....3..2...1.
Identity Attack0.6778536
Insult0.5130944
Profanity0.14402086
Threat0.018710058
Severe Toxicity0.15706694
Moderate 0.6491204 Low Con 0.207 Identity Attack Insult
Sep 21, 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...
All these white people butt hurt😂😂😂😂
All these white people butt hurt😂😂😂😂
Identity Attack0.55044734
Insult0.44464502
Profanity0.44890457
Threat0.34804323
Severe Toxicity0.33047765
Moderate 0.64447093 Low Con 0.246 Identity Attack Humor_Satire
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
Identity Attack0.6220118
Insult0.6308392
Profanity0.27477357
Threat0.010369381
Severe Toxicity0.12809667
Moderate 0.64447093 Low Con 0.29 Identity Attack Insult Moral_Argument
Mar 2, 2026 Inside Canada's Indian Invasion...
Why are these white people so scared of becoming a minority in that city? Are minorities treated bad or something? Is that why they are scared? By the way, the 60-year-old man with the cap …
Why are these white people so scared of becoming a minority in that city? Are minorities treated bad or something? Is that why they are scared? By the way, the 60-year-old man with the cap on backwards saying they pay no taxes, do you pay taxes? It looks like you can't even take care of yourself and pay no taxes yourself. Hypocrite.
Identity Attack0.46028158
Insult0.66500133
Profanity0.17101645
Threat0.009204263
Severe Toxicity0.023076924
Moderate 0.6426206 Moderate Con 0.426 Insult
Nov 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Nonsensical video garbage. White people have been going to other countries colonizing, forcing people to convert and spreading their way of living for centuries. Hypocrisy at its finest and all over a fringe minority 1%
Nonsensical video garbage. White people have been going to other countries colonizing, forcing people to convert and spreading their way of living for centuries. Hypocrisy at its finest and all over a fringe minority 1%
Identity Attack0.55044734
Insult0.5739874
Profanity0.29209393
Threat0.011353259
Severe Toxicity0.06225512
Moderate 0.6407703 Low Con 0.295 Identity Attack Insult Moral_Argument
Sep 12, 2025 Why Canadians Are Turning Against …
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...
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...

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.