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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: "Why in the hell are …" 207 comments · Page 2 of 9
I see how arrogant they are. Not all of them, but that one that spoke on your video, go the hell back to your own land
I see how arrogant they are. Not all of them, but that one that spoke on your video, go the hell back to your own land
Identity Attack0.46028158
Insult0.58196646
Profanity0.46460027
Threat0.13464862
Severe Toxicity0.34942797
Toxic 0.7675452 Moderate Con 0.335 Insult Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
wtff POLISH DUDE WITHOUT A SHIRT AND LUKING UGLY COMPLAINING ABOUT THE PEOPLE WALKING NAKED IN THEIR OWN HOUSE AND WHY THE HELL IS HE PEEPINGG!! HES JUST FREE AND UNEMPLOYED
wtff POLISH DUDE WITHOUT A SHIRT AND LUKING UGLY COMPLAINING ABOUT THE PEOPLE WALKING NAKED IN THEIR OWN HOUSE AND WHY THE HELL IS HE PEEPINGG!! HES JUST FREE AND UNEMPLOYED
Identity Attack0.31307843
Insult0.5130944
Profanity0.58072567
Threat0.044602267
Severe Toxicity0.35368225
Toxic 0.76523775 Low Con 0.265 Insult
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Business owners need to FKN STOP SELLING THEIR BUSINESSES TO THESE PIECES OF 💩…. THEY NO NOTHING ABOUT CUSTOMER SERVICE & are RUDE AS HELL 🤯🤬‼️ YES I AM A CANADIAN BORN & RAISED & …
Business owners need to FKN STOP SELLING THEIR BUSINESSES TO THESE PIECES OF 💩…. THEY NO NOTHING ABOUT CUSTOMER SERVICE & are RUDE AS HELL 🤯🤬‼️ YES I AM A CANADIAN BORN & RAISED & I AM OUTRAGED ‼️‼️‼️‼️‼️
Identity Attack0.23998553
Insult0.6370372
Profanity0.541926
Threat0.048481647
Severe Toxicity0.35368225
Toxic 0.76197964 Moderate Con 0.419 Insult
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
First-generation immigrant and been here for 32yrs. Loved Canada but now wait to get the hell out of here. Law and tax only apply to the middle and upper middle class. I refuse to pay …
First-generation immigrant and been here for 32yrs. Loved Canada but now wait to get the hell out of here. Law and tax only apply to the middle and upper middle class. I refuse to pay anymore tax to support these garbage😢. F-ck Liberal and their voters.
Identity Attack0.44690517
Insult0.67254376
Profanity0.6242122
Threat0.039947584
Severe Toxicity0.2322566
Toxic 0.76197964 Moderate Con 0.445 Insult
Sep 6, 2025 1 likes Why Canadians Are Turning Against …
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the …
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the 1st place? There in lies the answer. You people that use/abuse/neglect/ mistreat/ Canadian hospitality are trash, worthless lying scum sucking pukes! Regardless of what Canadian governments say, we will just fine w/o taking criminals,scumbags, worthless pieces of shit. Growing a more populous environment is useless. We don't need more people, we need the people here and now to just do there share in making YOUR country respected. If you cant oblige to that simple respect, GTFO.
Identity Attack0.5135796
Insult0.71120167
Profanity0.57236236
Threat0.04132889
Severe Toxicity0.44787344
Toxic 0.76197964 Moderate Con 0.354 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
This is why the middle east is a perpetual backwards hell-hole , its full of brain dead morons like Lena Metlege Diab ...
This is why the middle east is a perpetual backwards hell-hole , its full of brain dead morons like Lena Metlege Diab ...
Identity Attack0.46028158
Insult0.72868866
Profanity0.46222726
Threat0.020954676
Severe Toxicity0.18232453
Toxic 0.75208336 Low Con 0.158 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
oh hell yeah, here we fucken go 😂😂
oh hell yeah, here we fucken go 😂😂
Identity Attack0.01565665
Insult0.18728738
Profanity0.8186401
Threat0.012492486
Severe Toxicity0.18232453
Toxic 0.73663366 Moderate Con 0.305 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
govt sucks, country invites just to get more money boost and kick the hell out when they feel it is mistake
govt sucks, country invites just to get more money boost and kick the hell out when they feel it is mistake
Identity Attack0.12556632
Insult0.5723624
Profanity0.5711371
Threat0.1366716
Severe Toxicity0.16960317
Toxic 0.72028047 Low Con 0.092 Insult
Jan 3, 2026 10 likes New rules, regulations take effect …
I just don't anderstand why our stupid government so blind. We are fed up with amigration policies. My country going to hell if we're not screaming about this ....
I just don't anderstand why our stupid government so blind. We are fed up with amigration policies. My country going to hell if we're not screaming about this ....
Identity Attack0.23922618
Insult0.6831271
Profanity0.39498812
Threat0.014220826
Severe Toxicity0.02406851
Toxic 0.718943 Moderate Con 0.432 Insult
Aug 27, 2025 Why Canadians Are Turning Against …
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan …
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan I can spot a Indian/Pakistani/Bangladesh (more or less all the same) from behind from 20m away by the way the walk and what they wear. But this - in all fairness - applies to all foreigners in Japan, also Europeans and Americans. If highly educated Indians come to your neighbourhood, no worries. But if cheap labour force moves to your town .... well, expect some filthy behaviour and zero self-consciousness regarding their own disgusting behaviour. I don't like cheap labour force from underdeveloped countries because the hever learned how to behave properly.
Identity Attack0.6682205
Insult0.6308392
Profanity0.6001929
Threat0.064645745
Severe Toxicity0.44713756
Toxic 0.718943 Constructive 0.575 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Why the hell White racists feel this way. It's like only Whites allowed?
Why the hell White racists feel this way. It's like only Whites allowed?
Identity Attack0.6649212
Insult0.5130944
Profanity0.5188411
Threat0.019228047
Severe Toxicity0.23224801
Toxic 0.71760553 Moderate Con 0.315 Identity Attack Insult Identity_Assertion
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high …
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high education levels, strong professional skills, "cannada" allowed the uneducated khalistani, criminal and retarded ones who cant speak basic english shame on tyler olivera for the video thumbnail fu*k you rascist bastard you upload videos the the same platform whose ceo is indian when a country is failing the easiest thing to do is throw a minority group under the bus and put all the blame on them thats what the nazis did thats what trump is doing thats what you are on your way to become 😊 cannada imported the criminals and idiots the indian foreign minister warned the cannadian govt already but the govt policy sucks so yeah to the hell with that
Identity Attack0.6007182
Insult0.6336687
Profanity0.6001929
Threat0.13717735
Severe Toxicity0.45895407
Toxic 0.71760553 Moderate Con 0.335 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Hell no !!! WTF IS HAPPENING TO YOU
Hell no !!! WTF IS HAPPENING TO YOU
Identity Attack0.021585498
Insult0.34135336
Profanity0.6528205
Threat0.033386398
Severe Toxicity0.23226175
Toxic 0.7105462 Low Con 0.256 Fear_Threat
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell …
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell out of the country the fish poaching killing wild animals for food cuz they can't afford to eat it buy it we don't need people in this country that are of no use and can't even speak the language that should be the first thing
Identity Attack0.55044734
Insult0.5678696
Profanity0.5365423
Threat0.44185185
Severe Toxicity0.3536391
Toxic 0.7105462 Moderate Con 0.343 Identity Attack Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Girl, it's your country. Do you have every right to speak up? And more should, because what's going on, it's disgusting. Don't come over here in Canada and get free bees. I can't even get …
Girl, it's your country. Do you have every right to speak up? And more should, because what's going on, it's disgusting. Don't come over here in Canada and get free bees. I can't even get a doctor from my mother. What the hell I'm disgusted with the government politicians? Actually, I do know. God put governments in place. He didn't put politicians there, and they're all f****** greedy
Identity Attack0.29035977
Insult0.5739874
Profanity0.58072567
Threat0.012854968
Severe Toxicity0.16960317
Moderate 0.681338 Constructive 0.655 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Why the hell is he nodding along to the bullcrap thats been debunked for decades now about African intelligence
Why the hell is he nodding along to the bullcrap thats been debunked for decades now about African intelligence
Identity Attack0.43256098
Insult0.5072643
Profanity0.6001929
Threat0.012647836
Severe Toxicity0.16960317
Moderate 0.681338 Low Con 0.164 Insult Unverified_Claim
Feb 27, 2026 1 likes Inside Canada's Indian Invasion...
as an indian christian i say we go through hell in india and yet these upper caste hindus, they live unbothered in christian nations, all the time while boasting how good india is. This has …
as an indian christian i say we go through hell in india and yet these upper caste hindus, they live unbothered in christian nations, all the time while boasting how good india is. This has to stop, they should be held accountable. they are dangerous to the society they live in, they're like parasites.
Identity Attack0.60238177
Insult0.6308392
Profanity0.4185329
Threat0.13363713
Severe Toxicity0.23225488
Moderate 0.6744087 Moderate Con 0.455 Identity Attack Insult Personal_Narrative
Jan 27, 2026 2 likes 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 …
Canada looks like a fking mid east hell hole
Canada looks like a fking mid east hell hole
Identity Attack0.46028158
Insult0.50440645
Profanity0.61633086
Threat0.012906751
Severe Toxicity0.23223771
Moderate 0.6491204 Low Con 0.178 Insult Fear_Threat
Sep 11, 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...
Who the hell wants indians anyway let alone their country becoming indianized
Who the hell wants indians anyway let alone their country becoming indianized
Identity Attack0.57554024
Insult0.42167732
Profanity0.5150164
Threat0.044925548
Severe Toxicity0.25053838
Moderate 0.64447093 Low Con 0.135 Identity Attack Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people …
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people liked it and accepted it. 2- Who the hell is talking that Islam is spreading and worried about his kids an indian man well well🤣, you guys literally fked up the country with your stink, rudeness, scammers, fake certificates, fake visas, and poisoned food.
Identity Attack0.5504064
Insult0.5739874
Profanity0.44133487
Threat0.24878941
Severe Toxicity0.23225316
Moderate 0.6426206 Constructive 0.559 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
THE GOV LET THE SCUM OF THE EARTH INTO CANADA. FROM NOVA SCOTIA, I BELIEVE HELL IS COMING AND SOME ONE IS GOING AWAY.
THE GOV LET THE SCUM OF THE EARTH INTO CANADA. FROM NOVA SCOTIA, I BELIEVE HELL IS COMING AND SOME ONE IS GOING AWAY.
Identity Attack0.32768643
Insult0.6370372
Profanity0.35346076
Threat0.05721026
Severe Toxicity0.05473421
Moderate 0.6407703 Low Con 0.247 Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out …
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out of India he likes democracy totally hypocrites...
Identity Attack0.5135796
Insult0.6370372
Profanity0.21997347
Threat0.010913103
Severe Toxicity0.02444411
Moderate 0.6407703 Moderate Con 0.336 Identity Attack Insult Moral_Argument
Feb 17, 2026 Inside Canada's Indian Invasion...
I'm fifth generation born Canadian and this is not Canada anymore. It's a disgrace, disgusting, despicable and 100% CRIMINAL and pathetic that we have no rights or freedoms in our own country but illegal immigrants …
I'm fifth generation born Canadian and this is not Canada anymore. It's a disgrace, disgusting, despicable and 100% CRIMINAL and pathetic that we have no rights or freedoms in our own country but illegal immigrants do! I can't even afford my life saving medication for diabetes and I get turned down for any and all government assistance, please explain how the hell that happens? They are literally killing us off one by one!
Identity Attack0.48915586
Insult0.62169385
Profanity0.36230123
Threat0.13127698
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.58 Insult
Aug 25, 2025 2 likes Why Canadians Are Turning Against …

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.