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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: Tox: 0.5 – 1 4,704 comments · Page 95 of 189
good one tyler expose these traitorus liberal gov scumbags destroying canada
good one tyler expose these traitorus liberal gov scumbags destroying canada
Identity Attack0.3072352
Insult0.67735565
Profanity0.29209393
Threat0.10389658
Severe Toxicity0.0475607
Moderate 0.64447093 Low Con 0.229 Insult Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Identity Attack0.58354634
Insult0.6308392
Profanity0.35094926
Threat0.035458352
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.277 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here …
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here in India!!😂😂😂
Identity Attack0.55803186
Insult0.6306599
Profanity0.17706433
Threat0.13768311
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.316 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
India is a pest
India is a pest
Identity Attack0.6458014
Insult0.54525656
Profanity0.33258784
Threat0.028206514
Severe Toxicity0.23226519
Moderate 0.64447093 Moderate Con 0.332 Identity Attack Insult Identity_Assertion
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...
Canada I'm England seems with have something in common and it's not a fucking good one to lol 😆 😂
Canada I'm England seems with have something in common and it's not a fucking good one to lol 😆 😂
Identity Attack0.32476485
Insult0.34203702
Profanity0.6528205
Threat0.010964886
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.42 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Like how the British were to India, 100 years ago, Tyler is the same on YouTube. A Parasitic Leech.
Like how the British were to India, 100 years ago, Tyler is the same on YouTube. A Parasitic Leech.
Identity Attack0.19890837
Insult0.67735565
Profanity0.30866358
Threat0.009644418
Severe Toxicity0.0394905
Moderate 0.64447093 Low Con 0.173 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I could trust you until you said "I love Indian food" you are either a liar, insane, or both
I could trust you until you said "I love Indian food" you are either a liar, insane, or both
Identity Attack0.25647953
Insult0.6798578
Profanity0.29209393
Threat0.011715741
Severe Toxicity0.02430326
Moderate 0.64447093 Low Con 0.265 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
While it sucks to be invaded by Indians, they're at least pretty nice. WAY nicer than the Jews you talked to...
While it sucks to be invaded by Indians, they're at least pretty nice. WAY nicer than the Jews you talked to...
Identity Attack0.6487889
Insult0.5130944
Profanity0.4756165
Threat0.028897164
Severe Toxicity0.18232453
Moderate 0.64447093 Moderate Con 0.438 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Carney is a clown ford is a clown do something about it Canada
Carney is a clown ford is a clown do something about it Canada
Identity Attack0.09328204
Insult0.7090544
Profanity0.1696208
Threat0.007870848
Severe Toxicity0.023076924
Moderate 0.64447093 Low Con 0.189 Insult Call_To_Action
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
You're done Canada. Canadian loosing their own country to this people. 🤦‍♀️🤦‍♂️🤦 They just kept on spreading populating the country, once they become members of the government it's game over. Canadian becomes the b!tch of …
You're done Canada. Canadian loosing their own country to this people. 🤦‍♀️🤦‍♂️🤦 They just kept on spreading populating the country, once they become members of the government it's game over. Canadian becomes the b!tch of the invaders.
Identity Attack0.5135796
Insult0.62169385
Profanity0.47771472
Threat0.01750142
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.279 Identity Attack Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
The refugee system is bullsh-it. If people are being terrorized in their own country the UN should go in and clean house. Don't bring these people to western countries.
The refugee system is bullsh-it. If people are being terrorized in their own country the UN should go in and clean house. Don't bring these people to western countries.
Identity Attack0.36702603
Insult0.48627716
Profanity0.6069483
Threat0.020091362
Severe Toxicity0.13073033
Moderate 0.64447093 Low Con 0.253 Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Close the borders and keep our tax dollars here!!! This government *ucks!
Close the borders and keep our tax dollars here!!! This government *ucks!
Identity Attack0.23391083
Insult0.5130944
Profanity0.58072567
Threat0.012233571
Severe Toxicity0.08069076
Moderate 0.64447093 Low Con 0.191 Insult Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Not near enough tax relief, not near enough cuts to immigration. The liberals are out of touch, proven time and again. 2026 will be worse.....Canada sucks
Not near enough tax relief, not near enough cuts to immigration. The liberals are out of touch, proven time and again. 2026 will be worse.....Canada sucks
Identity Attack0.38445538
Insult0.6109131
Profanity0.40185395
Threat0.010110466
Severe Toxicity0.026936848
Moderate 0.6426206 Low Con 0.292 Insult
Jan 3, 2026 7 likes New rules, regulations take effect …
This smuggler isn’t even speaking Punjabi, it’s all Hindi pretending to be a punjabi person lol. Even got you to meet up at a gurdwara so he has cover. Anyone that’s originally from Punjab wouldn’t …
This smuggler isn’t even speaking Punjabi, it’s all Hindi pretending to be a punjabi person lol. Even got you to meet up at a gurdwara so he has cover. Anyone that’s originally from Punjab wouldn’t be speaking Hindi when trying to translate it, dudes a scumbag
Identity Attack0.36942887
Insult0.6677319
Profanity0.4170448
Threat0.033386398
Severe Toxicity0.20067264
Moderate 0.6426206 Moderate Con 0.336 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians shouldn't be allowed too drive in america
Indians shouldn't be allowed too drive in america
Identity Attack0.71678543
Insult0.35677677
Profanity0.2356715
Threat0.13815513
Severe Toxicity0.20984669
Moderate 0.6426206 Low Con 0.19 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have …
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have of the best graduate students in Canada right now are from Africa. Same in the US and Europe. Africa have some of the best economic, medical and law students.
Identity Attack0.06476828
Insult0.7090544
Profanity0.17520344
Threat0.00933372
Severe Toxicity0.023076924
Moderate 0.6426206 Constructive 0.515 Insult Moral_Argument
Feb 14, 2026 Inside Canada's Indian Invasion...
So much hate for that fat white folk... He needs to take care of his health before being racist.
So much hate for that fat white folk... He needs to take care of his health before being racist.
Identity Attack0.6007182
Insult0.5678696
Profanity0.2188925
Threat0.012440704
Severe Toxicity0.034110364
Moderate 0.6426206 Low Con 0.277 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Portugal= Native American. Hypocrite. LOL!!
Portugal= Native American. Hypocrite. LOL!!
Identity Attack0.44690517
Insult0.6500014
Profanity0.17987521
Threat0.008298059
Severe Toxicity0.023076924
Moderate 0.6426206 Low Con 0.106 Insult Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Suck it up buttercup
Suck it up buttercup
Identity Attack0.019776696
Insult0.29383746
Profanity0.541926
Threat0.01101667
Severe Toxicity0.16960317
Moderate 0.6426206 Low Con 0.238 Humor_Satire
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white …
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white man who's as racist as the next 😅. I also would put the Africans and Muslims ahead of Indians, although they are on my list
Identity Attack0.6007182
Insult0.47384647
Profanity0.6242122
Threat0.06658544
Severe Toxicity0.3493117
Moderate 0.6426206 Constructive 0.737 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Khalistanis are Pakistanis you half as intelligent twit!
Khalistanis are Pakistanis you half as intelligent twit!
Identity Attack0.53446084
Insult0.65231085
Profanity0.44475567
Threat0.05042134
Severe Toxicity0.35220072
Moderate 0.6426206 Low Con 0.093 Identity Attack Insult Identity_Assertion
Feb 9, 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 …
"im from Punjab" as if punjab is a country make your mind up my paaji putarr. If your immigrated & got citizenship just say ure canadian, or else come back and shit on streets
"im from Punjab" as if punjab is a country make your mind up my paaji putarr. If your immigrated & got citizenship just say ure canadian, or else come back and shit on streets
Identity Attack0.4887047
Insult0.5130944
Profanity0.5865656
Threat0.09623027
Severe Toxicity0.18232453
Moderate 0.6426206 Low Con 0.274 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This needs to stop now, and we must sweep through our country to eradicate this. These people are disgusting.
This needs to stop now, and we must sweep through our country to eradicate this. These people are disgusting.
Identity Attack0.13805299
Insult0.66500133
Profanity0.2347036
Threat0.34804323
Severe Toxicity0.02425631
Moderate 0.6426206 Low Con 0.281 Insult
Sep 30, 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.