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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: "Their is 1.5 billion indians …" 11 comments
It's like Ireland Indians are flooding in..1.5 billion Indian population 5.2 million Irelands population with about a million of that foreigners most likely..we are fucked
It's like Ireland Indians are flooding in..1.5 billion Indian population 5.2 million Irelands population with about a million of that foreigners most likely..we are fucked
Identity Attack0.5135796
Insult0.44802538
Profanity0.7246992
Threat0.021472665
Severe Toxicity0.349583
Toxic 0.78207105 Moderate Con 0.349 Identity Attack Fear_Threat
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...
Their is 1.5 billion indians in India and around 500 million poo outside in public, so they all want to run away from india, problem is they immigrate and immigrate with their filthy habits and …
Their is 1.5 billion indians in India and around 500 million poo outside in public, so they all want to run away from india, problem is they immigrate and immigrate with their filthy habits and they take ganesh and hanuman with them. Thats why you see them through their idols in rivers. If india sends 1 million indians to every country in the world, they will still be the most populated country in the world.
Identity Attack0.5124616
Insult0.44126466
Profanity0.29209393
Threat0.05430072
Severe Toxicity0.1597006
Moderate 0.45396814 Moderate Con 0.356 Identity Attack Unverified_Claim
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
They're breeding like flies!! In india the population is 1.5 billion indians and the wild tiger population is near extinct. The smell of B.O. is everywhere here now becsuse of them!
They're breeding like flies!! In india the population is 1.5 billion indians and the wild tiger population is near extinct. The smell of B.O. is everywhere here now becsuse of them!
Identity Attack0.40158966
Insult0.40243408
Profanity0.13344458
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.503 Unverified_Claim
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
These foreign religious buildings are how they organize and centralize their fraud. Once they're established as a religious building they don't have to pay taxes. This becomes ground Central for money laundering and human trafficking. …
These foreign religious buildings are how they organize and centralize their fraud. Once they're established as a religious building they don't have to pay taxes. This becomes ground Central for money laundering and human trafficking. The religious community then pulls its resources and sets up all kinds of fake businesses across the city like daycares and special centers for people with Autism and mental retardation. They also take control of bodegas and gas stations across the city cash business is used to launder the money. Americans need to realize there's 1.5 billion Indians but there's only about 400 million Americans. They have quadruple or population and can easily send hundreds of millions of Indians to our country without losing any population. If they get caught doing crimes they just go to the Sikh temple and get help leaving the country with all their ill got in gains
Identity Attack0.39773783
Insult0.3388922
Profanity0.06495911
Threat0.010576514
Severe Toxicity0.016319158
Moderate 0.37751234 Constructive 0.601 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Call it what it is, it's not immigrants. It's Indian people period. They are everywhere dumping their 1.5 billion people around the world.
Call it what it is, it's not immigrants. It's Indian people period. They are everywhere dumping their 1.5 billion people around the world.
Identity Attack0.458714
Insult0.21135417
Profanity0.07126612
Threat0.014048163
Severe Toxicity0.019095084
Moderate 0.37751234 Low Con 0.246
Sep 21, 2025 24 likes Inside Canada's Indian Metropolis (Brampton)
Just think about it. They have like 1.5 billion people. How glad we are not be born there. Not being a Indian might be a flex at this point
Just think about it. They have like 1.5 billion people. How glad we are not be born there. Not being a Indian might be a flex at this point
Identity Attack0.3895355
Insult0.08558089
Profanity0.07740857
Threat0.021127338
Severe Toxicity0.018191293
Moderate 0.3260917 Moderate Con 0.388
Jan 27, 2026 96 likes Inside Canada's Indian Invasion...
Countries with massive populations should be at the bottom of the list for immigration. It's just common sense, we already have 1.5 BILLION indians, so why would we want them migrating in large numbers to …
Countries with massive populations should be at the bottom of the list for immigration. It's just common sense, we already have 1.5 BILLION indians, so why would we want them migrating in large numbers to other countries too?! The same applies to Africans. From a practical standpoint, White-majority nations should be protected from demographic change. We've benefited enormously from these countries, and any rational person would want them to stay as they are.
Identity Attack0.23163283
Insult0.034011267
Profanity0.024199532
Threat0.008336896
Severe Toxicity0.005531311
Low Tox 0.18554166 Constructive 0.586 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
1.5 Billion Indians want your parking spot.
1.5 Billion Indians want your parking spot.
Identity Attack0.07508347
Insult0.025026767
Profanity0.018734055
Threat0.00823333
Severe Toxicity0.0028419495
Low Tox 0.11057663 Low Con 0.157
Jan 27, 2026 Inside Canada's Indian Invasion...
1.5 billion Indians with annual personal GDP of $2741 ( IMF 2025) 132nd poorest country in the world., will do anything to move into developed countries
1.5 billion Indians with annual personal GDP of $2741 ( IMF 2025) 132nd poorest country in the world., will do anything to move into developed countries
Identity Attack0.05794714
Insult0.023995465
Profanity0.016103793
Threat0.0077284453
Severe Toxicity0.0028419495
Low Tox 0.07687678 Low Con 0.28
Oct 3, 2025 IRCC Names India in Study …

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.