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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

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Active: "White brains are just as …" 7 comments
Genuinely who gives a fuck like why do you care how many white people are working at a tim Horton lmao closeted racist. Stop just interviewing the most smallest brain whites you find to regurgitate …
Genuinely who gives a fuck like why do you care how many white people are working at a tim Horton lmao closeted racist. Stop just interviewing the most smallest brain whites you find to regurgitate your shitty rhetoric
Identity Attack0.57957685
Insult0.7418356
Profanity0.86331284
Threat0.042662576
Severe Toxicity0.50703704
Toxic 0.9391453 Low Con 0.298 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada isn't originally a white country this is brain rot bullshit lol
Canada isn't originally a white country this is brain rot bullshit lol
Identity Attack0.55044734
Insult0.62169385
Profanity0.8117245
Threat0.013269233
Severe Toxicity0.35368225
Toxic 0.9029226 Low Con 0.197 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The white man with the bike is a dirty brain dead low iq ignorant not cultivated idiot. He is a burden for any society
The white man with the bike is a dirty brain dead low iq ignorant not cultivated idiot. He is a burden for any society
Identity Attack0.6007182
Insult0.8685752
Profanity0.5013569
Threat0.05721026
Severe Toxicity0.35368225
Toxic 0.89241093 Low Con 0.15 Identity Attack Insult Identity_Assertion
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
This was never a white country. It was brown natives first. Then the jews came and raped and murdered them and brought different cultures here to fight each other so they can keep control. Use …
This was never a white country. It was brown natives first. Then the jews came and raped and murdered them and brought different cultures here to fight each other so they can keep control. Use your brains dumbass goy.
Identity Attack0.6458014
Insult0.66500133
Profanity0.55356324
Threat0.34876925
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.175 Identity Attack Insult Unverified_Claim
Jan 28, 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...
Yes, it’s country of immigrants. Some 200 years ago, many white immigrants came , killed the natives and become the people of the land. Yes then they built the country with their hardworkband brain but …
Yes, it’s country of immigrants. Some 200 years ago, many white immigrants came , killed the natives and become the people of the land. Yes then they built the country with their hardworkband brain but that don’t take away the logic that they were too „not the people of the land“ and to add to it the “hineous” act if indigenous ethnic cleansing. Horrendous 😢
Identity Attack0.5075293
Insult0.40243408
Profanity0.09551262
Threat0.12689553
Severe Toxicity0.023246882
Moderate 0.4574824 Moderate Con 0.486 Identity Attack
Dec 29, 2025 Inside Canada's Indian Metropolis (Brampton)
White brains are just as good as the guy in cycle. Still pushing a cycle. Everyone else is driving
White brains are just as good as the guy in cycle. Still pushing a cycle. Everyone else is driving
Identity Attack0.34000012
Insult0.16337912
Profanity0.07482228
Threat0.008893564
Severe Toxicity0.0125103295
Moderate 0.32557452 Low Con 0.162 Identity_Assertion
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.