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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: "Indians have invaded our whole …" 8 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...
Indians have invaded our whole country. Every Tim Hortons in Canada are full of them. Good or Bad ??? I dont know anymore
Indians have invaded our whole country. Every Tim Hortons in Canada are full of them. Good or Bad ??? I dont know anymore
Identity Attack0.5135796
Insult0.26957804
Profanity0.07191269
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.43965456 Moderate Con 0.431 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Why are people dancing around the issue? So it like it is - indians have invaded Canada. You give them an inch and they take the whole yard. Then they accuse you of being rascist, …
Why are people dancing around the issue? So it like it is - indians have invaded Canada. You give them an inch and they take the whole yard. Then they accuse you of being rascist, the easiest excuse for deflecting responsibility and accountability. They don't have to adapt to your country, you have to adapt to them. If a guest comes into my home and start acting entitled, I would kick them right out.
Identity Attack0.45610145
Insult0.25998658
Profanity0.09744903
Threat0.5195707
Severe Toxicity0.02491361
Moderate 0.4269174 Moderate Con 0.448 Threat Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Go Indians invade Canada and whole uk😂❤we should take back all
Go Indians invade Canada and whole uk😂❤we should take back all
Identity Attack0.50515765
Insult0.22770336
Profanity0.15985115
Threat0.18597278
Severe Toxicity0.040387187
Moderate 0.4269174 Low Con 0.212 Identity Attack Humor_Satire
Feb 12, 2026 2 likes Inside Canada's Indian Invasion...
The whole country is now flooded with India 🇮🇳 yet no one is calling this out. We’ve been invaded by millions of Indians yet no one sees this as a national travesty
The whole country is now flooded with India 🇮🇳 yet no one is calling this out. We’ve been invaded by millions of Indians yet no one sees this as a national travesty
Identity Attack0.44690517
Insult0.21836096
Profanity0.19155724
Threat0.038220957
Severe Toxicity0.02383376
Moderate 0.39231625 Low Con 0.274 Fear_Threat
Sep 29, 2025 2 likes IRCC Names India in Study …
I'm an Indian but I don't support invading a whole country as a swarm and transforming that place like their homeland literally making the actual natives uncomfortable. If you wanna live in that place , …
I'm an Indian but I don't support invading a whole country as a swarm and transforming that place like their homeland literally making the actual natives uncomfortable. If you wanna live in that place , just respect the people's culture , religion and appreciate the rational space they actually provide . And for the countries with illegal immigrant problems , just send them back ??!! The government's corruption is also playing a major role . These goverment officials collect lumpsum amount of money from immigrants as bribe and letting them live there by the fact that it's easier for the government to earn by making the country worse than actually earning by making the country better .
Identity Attack0.23163283
Insult0.11464815
Profanity0.078378424
Threat0.011974656
Severe Toxicity0.009689331
Low Tox 0.25462922 Constructive 0.753 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You guys do not know what’s to come in 20 years in Canada. The whole Canada will be majority of East Indians. Everyone else will be minorities. It’s too late to reverse this. Canada has …
You guys do not know what’s to come in 20 years in Canada. The whole Canada will be majority of East Indians. Everyone else will be minorities. It’s too late to reverse this. Canada has been invaded!
Identity Attack0.22859548
Insult0.07872037
Profanity0.01846078
Threat0.008686432
Severe Toxicity0.0061416626
Low Tox 0.23271075 Low Con 0.245 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian, I admit that we invaded Sikh, Manipur, Kashmir, Ladakh, South Tibet, Northeastern States, Goa... We Indians were colonized by the British Empire for more than 300 years, and we have no territory …
As an Indian, I admit that we invaded Sikh, Manipur, Kashmir, Ladakh, South Tibet, Northeastern States, Goa... We Indians were colonized by the British Empire for more than 300 years, and we have no territory , so Indians regard themselves as the successors of the British Empire, so that we have reason to ask for more territory; our Indians’ greatest contribution to the world Just give birth to children. In order to have a population of 2 billion, we need more territory. Although we Indians have the most beggars in the world and most Indians have no jobs, it doesn’t matter. We will give birth to more children. Son, this way we can occupy Bhutan, Sri Lanka, Nepal, Pakistan,USA, Canada, Australia... until the whole earth
Identity Attack0.19495805
Insult0.061451588
Profanity0.07611542
Threat0.03787563
Severe Toxicity0.013736901
Low Tox 0.19124292 Constructive 0.547
Sep 22, 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.