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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "I laughed so hard when …" 9 comments
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...
I laughed so hard when he said only few white trash that left! Made me laugh and sad at the same time. No one should feel like that specially from the place they call home …
I laughed so hard when he said only few white trash that left! Made me laugh and sad at the same time. No one should feel like that specially from the place they call home 😢
Identity Attack0.53446084
Insult0.5130944
Profanity0.2659699
Threat0.011638066
Severe Toxicity0.02458496
Moderate 0.52811706 Constructive 0.562 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
black people really have it hard, in an “indian invasion”, yall still find time to laughing at racism against africans.
black people really have it hard, in an “indian invasion”, yall still find time to laughing at racism against africans.
Identity Attack0.58354634
Insult0.36193377
Profanity0.2188925
Threat0.028897164
Severe Toxicity0.02453801
Moderate 0.509388 Low Con 0.221 Identity Attack Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Nahhh tyler u laughed a little too hard at some them statements and definitely said sum questionable shi…u got sum u wanna get off ya chest bub?🤣🤣🤣🤣🤣much luv tho
Nahhh tyler u laughed a little too hard at some them statements and definitely said sum questionable shi…u got sum u wanna get off ya chest bub?🤣🤣🤣🤣🤣much luv tho
Identity Attack0.04641757
Insult0.36798462
Profanity0.40878695
Threat0.1319513
Severe Toxicity0.1597006
Moderate 0.5024724 Moderate Con 0.371 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Buddy got trafficked through my town Its boustan Lachine i laughed so hard while watching with my girlfriend
Buddy got trafficked through my town Its boustan Lachine i laughed so hard while watching with my girlfriend
Identity Attack0.01565665
Insult0.024511116
Profanity0.07191269
Threat0.019746035
Severe Toxicity0.007133484
Low Tox 0.11378009 Moderate Con 0.438 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
All of us hard working Canadians should stop paying taxes right away its not fair that we all work and they stay home laughing at Canadians pe make a stand dont pay your 2018 taxes …
All of us hard working Canadians should stop paying taxes right away its not fair that we all work and they stay home laughing at Canadians pe make a stand dont pay your 2018 taxes pass the word
Identity Attack0.042292643
Insult0.03522326
Profanity0.013234417
Threat0.006861079
Severe Toxicity0.002193451
Low Tox 0.104361884 Moderate Con 0.473
Nov 18, 2018 How much do refugees and …
Tyler was trying so hard not to laugh
Tyler was trying so hard not to laugh
Identity Attack0.0046247323
Insult0.02283525
Profanity0.022628209
Threat0.008077981
Severe Toxicity0.0020503998
Low Tox 0.069754265 Moderate Con 0.341
Jan 27, 2026 Inside Canada's Indian Invasion...
The first thumbnail made me laugh hard 😂
The first thumbnail made me laugh hard 😂
Identity Attack0.008139528
Insult0.0154929245
Profanity0.040409464
Threat0.0130621
Severe Toxicity0.0048828125
Low Tox 0.059232414 Moderate Con 0.382 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I have never laughed so hard. Thanks Tyler and Canada. 😂😂
I have never laughed so hard. Thanks Tyler and Canada. 😂😂
Identity Attack0.0051427023
Insult0.011540901
Profanity0.012004685
Threat0.0062267366
Severe Toxicity0.00096321106
Low Tox 0.022021262 Moderate Con 0.464 Solidarity
Jan 27, 2026 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.