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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

click to expand

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: "I am laughing because hate …" 8 comments
Useless channel, laughing when the guy says he hates African people......shame!
Useless channel, laughing when the guy says he hates African people......shame!
Identity Attack0.55011386
Insult0.5423875
Profanity0.25824076
Threat0.018192071
Severe Toxicity0.14916596
Moderate 0.687436 Low Con 0.18 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian African, allow me to say this to the idiot MF trash that says African are low intelligence. I am a critical nurse. My whole family has higher education, and most African can …
As a Canadian African, allow me to say this to the idiot MF trash that says African are low intelligence. I am a critical nurse. My whole family has higher education, and most African can teach this fat, hateful Mitch a lot of history of Canada . What does he do? As the host of this piece, you have shown what size you're on by not speaking up and laughing. Tell me again that Canadians are not a racist. MITCH BYE
Identity Attack0.50515443
Insult0.71120167
Profanity0.36230123
Threat0.011353259
Severe Toxicity0.15443328
Moderate 0.6852916 Moderate Con 0.48 Identity Attack Insult Personal_Narrative
Jan 28, 2026 2 likes 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...
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I …
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I always find it so fascinating how much "hate" the world has for Africans/blacks. Claiming that they're "sooooo inferior/unintelligent"🙄😒 lol, we all know that IF that were honestly the case then the world wouldn't need to constantly try to put them at a disadvantage. IF you all honestly believed that "blacks are inferior", then you wouldn't constantly be obsessed with black people, you'd simply let them be. We all know it's a projection. People see the greatness and constant resilience of blacks, which pisses you guys off lol. Now argue amongst yourselves under my comment 😌✊🏽✊🏾✊🏿😝
Identity Attack0.5075293
Insult0.49389273
Profanity0.2659699
Threat0.014393489
Severe Toxicity0.02458496
Moderate 0.50759226 Constructive 0.545 Identity Attack Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I am laughing because hate is killing that white guy with a bike probably living the worst time of his life bcoz he is gonna be seeing African for a very long time
I am laughing because hate is killing that white guy with a bike probably living the worst time of his life bcoz he is gonna be seeing African for a very long time
Identity Attack0.5135796
Insult0.2659317
Profanity0.26583168
Threat0.44185185
Severe Toxicity0.14916596
Moderate 0.47900817 Moderate Con 0.385 Identity Attack Humor_Satire
Feb 21, 2026 Inside Canada's Indian Invasion...
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while …
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while they laugh at us good Canadians) - The funny partt is, if we forced them out like UK is planning to do, they would crumble in a second, I grew up with indians who were born here, their families came the right way and assimilated and even THEY hate the over-immigration and pure indians coming influx.
Identity Attack0.4931391
Insult0.37960073
Profanity0.2813443
Threat0.13329996
Severe Toxicity0.048457388
Moderate 0.45090583 Constructive 0.601 Personal_Narrative
Feb 21, 2026 Inside Canada's Indian Invasion...
Canadians that fought against this happening were labeled "racist, criminals and extremists" and, on usual, arrested for speaking out against all of this. While we screamed and cried and protested for our own security and …
Canadians that fought against this happening were labeled "racist, criminals and extremists" and, on usual, arrested for speaking out against all of this. While we screamed and cried and protested for our own security and safety, our system laughed, took our money, religous beliefs, living spaces, and jobs to people to hate us.
Identity Attack0.20680901
Insult0.27146968
Profanity0.021876704
Threat0.0091524795
Severe Toxicity0.007858276
Moderate 0.32182294 Constructive 0.585 Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
I've lived in Surrey BC for most of my life, I'm an avid outdoors enthusiast and like most Canadians respect and admire nature's beauty. Years ago they built a pond on an undeveloped lot next …
I've lived in Surrey BC for most of my life, I'm an avid outdoors enthusiast and like most Canadians respect and admire nature's beauty. Years ago they built a pond on an undeveloped lot next to my neighborhood. It was a beautiful addition to the town as it allowed wildlife a place to find shelter, while giving us a little nature loop within walking distance. On multiple occasions I have caught people dumping literal truckloads of their households' trash into this small forest on a backroad I frequent. When confronted they laugh it off, and generally don't appear to see that what they're doing is wrong. The pond itself is also filled with crap, despite the posted signs informing of the harm this causes the ecosystem. From my (and most people who live here) experience it is overwhelmingly a single demographic that is responsible for the uncleanness in our shared spaces. Any BC resident can tell you about the access to beautiful nature we are privileged to, and I hate more than anything to see it being desecrated in the way I have. Most people will not speak up about this.
Identity Attack0.0056236745
Insult0.034562174
Profanity0.02023706
Threat0.0067251488
Severe Toxicity0.0017261505
Low Tox 0.07450261 Constructive 0.806 Personal_Narrative
Jan 27, 2026 460 likes 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.