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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: "Been to Canada hate it …" 190 comments · Page 1 of 8
Black people aways get shitted on. I’m convinced the whole world hates us and the reasons are unbelievable. Sad sad sad man. Work my ass of for Canada but still seen the same shit.
Black people aways get shitted on. I’m convinced the whole world hates us and the reasons are unbelievable. Sad sad sad man. Work my ass of for Canada but still seen the same shit.
Identity Attack0.6320481
Insult0.65231085
Profanity0.8690192
Threat0.04167421
Severe Toxicity0.36435235
Toxic 0.90451443 Constructive 0.52 Identity Attack Insult Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Thanks tyler for finally coming to Canada to look into this, I really hate to call Brampton my hometown because this shit is embarrassing because of shitty people
Thanks tyler for finally coming to Canada to look into this, I really hate to call Brampton my hometown because this shit is embarrassing because of shitty people
Identity Attack0.3758158
Insult0.68668073
Profanity0.8089582
Threat0.0130621
Severe Toxicity0.34935045
Toxic 0.85333383 Constructive 0.501 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I love having these people here. This seems like just nothing more than a hate video. Pretty disgusting. What the hell is a "native Canadian"? lol also what the hell does "assimilate to Canadian culture" …
I love having these people here. This seems like just nothing more than a hate video. Pretty disgusting. What the hell is a "native Canadian"? lol also what the hell does "assimilate to Canadian culture" mean? Canada is made up of a ton of different cultures. Stupid video and stupid commentors.
Identity Attack0.37152436
Insult0.7804726
Profanity0.48510036
Threat0.009981008
Severe Toxicity0.16960317
Toxic 0.8252207 Moderate Con 0.493 Insult Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian resident for the last 22 years, I fucking hate Canada
As a Canadian resident for the last 22 years, I fucking hate Canada
Identity Attack0.6637263
Insult0.49151286
Profanity0.70864636
Threat0.025961896
Severe Toxicity0.34927294
Toxic 0.82048255 Moderate Con 0.382 Identity Attack Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives …
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives to bait views "Inside Canada's Indian invasion", it's one fucking town in Canada.. Hate to break it to you there's thousands of towns across the world that have large ethnic communities Just shut your channel down, or go back to making more brain rot 🤦you're the problem in this world
Identity Attack0.38185352
Insult0.65129566
Profanity0.541926
Threat0.18597278
Severe Toxicity0.45895407
Toxic 0.82048255 Moderate Con 0.407 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
They are dirty disgusting people they have ruined Canada 🇨🇦 we all believe they need to go home we hate!!!
They are dirty disgusting people they have ruined Canada 🇨🇦 we all believe they need to go home we hate!!!
Identity Attack0.28034934
Insult0.7344449
Profanity0.2659699
Threat0.055270568
Severe Toxicity0.16960317
Toxic 0.7701451 Low Con 0.299 Insult Fear_Threat
Oct 3, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Canada and quebec has become a shithole thanks to the immigration hate canada so much
Canada and quebec has become a shithole thanks to the immigration hate canada so much
Identity Attack0.55044734
Insult0.61794597
Profanity0.6001929
Threat0.012492486
Severe Toxicity0.23224458
Toxic 0.76197964 Low Con 0.204 Identity Attack Insult
Sep 8, 2025 Why Canadians Are Turning Against …
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans …
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans because he believes that rape is normal in their African culture!!! What?? He has no idea that India has highest rape rate in a year and brutality including regular lynching... my goodness... this guy will not open his eyes yet. And why he hates muslims? He is ignorant. What a crazy racist is that guy. Hate and racism is going to burn our lovely beloved safest country Canada. This is not right. Alarm. Whoever we are, we all must live together in peace and unity. Multiculturalism is not bad but Candian common culture must be adopted, respected and lived.
Identity Attack0.55044734
Insult0.69164425
Profanity0.37993968
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.7252971 Constructive 0.556 Identity Attack Insult Moral_Argument
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
I hate foreigners. They do nothing but destroy American history and now they're doing it to Canada. Deport all of them!!
I hate foreigners. They do nothing but destroy American history and now they're doing it to Canada. Deport all of them!!
Identity Attack0.7778623
Insult0.46625584
Profanity0.22429734
Threat0.19229786
Severe Toxicity0.17315048
Toxic 0.72028047 Moderate Con 0.332 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask …
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask a punjabi where are you from he doesn't said india they say punjab who the fuck knows punjab .hate that lassies 😅
Identity Attack0.5274064
Insult0.5678696
Profanity0.6001929
Threat0.058826666
Severe Toxicity0.3525603
Moderate 0.687436 Constructive 0.532 Identity Attack Insult Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
As a Canadian African, allow me to say this to the idiot MF trash that says African are low intelligence. I am a critical nurse. My whole family has higher education, and most African can …
As a Canadian African, allow me to say this to the idiot MF trash that says African are low intelligence. I am a critical nurse. My whole family has higher education, and most African can teach this fat, hateful Mitch a lot of history of Canada . What does he do? As the host of this piece, you have shown what size you're on by not speaking up and laughing. Tell me again that Canadians are not a racist. MITCH BYE
Identity Attack0.50515443
Insult0.71120167
Profanity0.36230123
Threat0.011353259
Severe Toxicity0.15443328
Moderate 0.6852916 Moderate Con 0.48 Identity Attack Insult Personal_Narrative
Jan 28, 2026 2 likes 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...
The white bum with a bicycle is a typical dumbo who hates blacks even though blacks make up less than 5% of the population! I am not even mentioning that 46% of those with African-origin …
The white bum with a bicycle is a typical dumbo who hates blacks even though blacks make up less than 5% of the population! I am not even mentioning that 46% of those with African-origin (aged 25-54) hold a bachelor's degree or higher, far exceeding the 32.9% national average! The YouTube host, who is also a Xenophone, allowed the bigot to puke! I can bet my balls that African immigrants in Canada score 20 points or more on IQ test than this bum who probably smells like Tuna!
Identity Attack0.57554024
Insult0.6308392
Profanity0.43900812
Threat0.050744623
Severe Toxicity0.34954423
Moderate 0.68408644 Moderate Con 0.322 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
You speak neither English or French? You make broom handles? you belong to a sexist idiot religion? You have 15 kids and can't even take care of yourself? You hate the West and want to …
You speak neither English or French? You make broom handles? you belong to a sexist idiot religion? You have 15 kids and can't even take care of yourself? You hate the West and want to see it destroyed? Your kids are annoying, loud and terrible? Ok you are perfect for Canada and here's 80 grand and house. Honestly, these are the people I'm constantly meeting as a teacher. Canada will be crumbling for the next 40 years, easy.
Identity Attack0.48915586
Insult0.6831271
Profanity0.29209393
Threat0.025789235
Severe Toxicity0.104393706
Moderate 0.65996873 Moderate Con 0.481 Insult Unverified_Claim
Jun 21, 2025 How Canada broke its immigration …
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the …
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the Roman’s do!! I’m an immigrant as well,and my blood is boiling with these species!! Thank Trudeau and now us clown carney!! What it is doing is causing a lot of hate, Canadians need to get off their asses and start voicing and pushing back on this situation than turning a blind eye!! The ones who shouldn’t be here need to be deported!!
Identity Attack0.4139151
Insult0.5678696
Profanity0.5365423
Threat0.061089642
Severe Toxicity0.21596274
Moderate 0.6588125 Moderate Con 0.477 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction out of fear, good job Canada! I hate my country I couldnt care less anymore, if we became the 51 state or not because who cares, were shit either way! Go ahead block this comment im just another racist right??? keep going down this path I dont mind becomming what you all want me to be... I was raised to believe in equality for all. I havent seen anything but a mass victimization of everything! Migration, Mental Health, Work place orrientation. People just gotta really start being honest with themselves first. in a society where its common to duisguise yourself with a "digital filter", I really think self honesty is going to be a very important tool for the future. learning to live with the "ugly truth" instead of trying to cover things up all the time, some people just suck no matter the race color or culture more realistically.
Identity Attack0.2964622
Insult0.5739874
Profanity0.596623
Threat0.04686524
Severe Toxicity0.20678867
Moderate 0.6588125 Constructive 0.644 Insult Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal …
Who even thinks of ‘Indians eat poop’ as a stereotype? That’s not a ‘joke’—that’s straight-up dehumanizing racism. Indians in Canada work, pay taxes, build businesses, and keep essential services running. Why is it so normal to say disgusting things about us and call it content? I face this hate every fucking day you If you really dislike Indians that much, be honest about it. Put up a sign: ‘Indians not welcome.’ But you won’t—because you still want Indian customers, Indian workers, and Indian money. You can’t profit from a community while disrespecting it
Identity Attack0.57957685
Insult0.5678696
Profanity0.54024357
Threat0.055917133
Severe Toxicity0.34997055
Moderate 0.6588125 Constructive 0.568 Identity Attack Insult Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
As a born Canadian…..I’ve seen a LOT of Canadian raised people disrespecting my country. The amount of trash left behind from born and bred hick Albertans is disgusting. But sure….blame immigrants for Canadian trashy behaviour …
As a born Canadian…..I’ve seen a LOT of Canadian raised people disrespecting my country. The amount of trash left behind from born and bred hick Albertans is disgusting. But sure….blame immigrants for Canadian trashy behaviour 🙄 Hate to break it every, but Canada IS a colony😂😂😂 Of course you’d bring up the Trucker Tantrums. You prejudicial, biased bigots joined forces with a two separatists and a racist 😂 So sick of your whinging.
Identity Attack0.54151535
Insult0.65129566
Profanity0.12903778
Threat0.00967031
Severe Toxicity0.045767322
Moderate 0.6491204 Moderate Con 0.38 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
YES THANKYOU FOR DOING THIS VIDEO CANADA IS FULL OF EM I HATE IT
YES THANKYOU FOR DOING THIS VIDEO CANADA IS FULL OF EM I HATE IT
Identity Attack0.54151535
Insult0.41767508
Profanity0.27207452
Threat0.03718498
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.376 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 …
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 of my grandparents were immigrants to Canada - I really resent today’s immigrants and grifters who claim asylum to avoid leaving. I do not give permission to pay for one more soul. I’m really starting to hate people in general because of all of this.
Identity Attack0.44690517
Insult0.57787937
Profanity0.43669638
Threat0.018364733
Severe Toxicity0.08859174
Moderate 0.6289369 Constructive 0.507 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
As a Canadian-born Indian myself, I truly hate how Canada has become. i cant even go to school without Indian international students being so loud and obnoxious. these indians make us look so bad, it's …
As a Canadian-born Indian myself, I truly hate how Canada has become. i cant even go to school without Indian international students being so loud and obnoxious. these indians make us look so bad, it's terrible. They don't even bother to learn proper manners; it's disgusting.
Identity Attack0.6106996
Insult0.5739874
Profanity0.24147889
Threat0.017674083
Severe Toxicity0.06011435
Moderate 0.62136006 Constructive 0.523 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes 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)
These immigrants have it too good! Wow, a whole four dolllars per prescription. I’m paying more than that in all my co pay and I live below the poverty line! Hell, I have to pay …
These immigrants have it too good! Wow, a whole four dolllars per prescription. I’m paying more than that in all my co pay and I live below the poverty line! Hell, I have to pay seventeen dollars in co pay for Spiriva just so I can breath and these damn asylum seekers get it for four bucks?! These freeloaders have got to go! Born and raised in Canada. Paid taxes since I was sixteen and this is my payback! Then they wonder why Canadians are starting to resent and actually hate these immigrants. Sorry but not sorry!!!!
Identity Attack0.49855098
Insult0.5678696
Profanity0.4662011
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.60152835 Constructive 0.535 Insult Economic_Argument
Feb 27, 2026 1 likes 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.