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Canadian Immigration Dashboard [ CID ]
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: "This guy is a clown …" 5 comments
Guy on the bike is a fckin clown. he recognizes hes white trash atleast 😂
Guy on the bike is a fckin clown. he recognizes hes white trash atleast 😂
Identity Attack0.6007182
Insult0.72868866
Profanity0.70864636
Threat0.019573374
Severe Toxicity0.35368225
Toxic 0.8460273 Low Con 0.212 Identity Attack Insult Humor_Satire
Jan 29, 2026 1 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...
7:56 This shirtless guy is an absolute clown. He's complaining about immigration yet he himself is an unhappy immigrant. If he's so unhappy, why doesn't he go back to Poland? Also, calling Canada communist is …
7:56 This shirtless guy is an absolute clown. He's complaining about immigration yet he himself is an unhappy immigrant. If he's so unhappy, why doesn't he go back to Poland? Also, calling Canada communist is hilarious considering that it has a free market economy, a multiparty democracy, free elections and protected right to free expression and free assembly.
Identity Attack0.17614605
Insult0.6370372
Profanity0.12903778
Threat0.009281937
Severe Toxicity0.021419114
Moderate 0.584095 Moderate Con 0.443 Insult Meta_Commentary
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the …
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the "bike guy," we're tired of mass immigration of these people who....ALL.....VOTE.....LIBERAL. This is how clowns like Justine Trudeau got into power. Immigrants keep voting for the "open border Liberals. DEPORT THEM ALL.
Identity Attack0.4911651
Insult0.5723624
Profanity0.10240069
Threat0.11922921
Severe Toxicity0.023974609
Moderate 0.5721988 Constructive 0.556 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and then he laughed about it and I got pissed. I said something about it and I told my boss he's not even supposed to be working here and my boss told me to mind my business. That's what's going on in Canada. Also these clowns that say that they are a benefit to Canada obviously aren't having their field of work crushed by too many people so you're easily replaceable. When you are easily replaceable your company no longer values you even if you are amazing at your job. They might be a financial benefit to companies and other Indians but they are not a benefit to Canadians. They only shop at Indian businesses and only deal with Indians in all aspects of their life. They refused to deal with Canadians and Canadian companies. They are cutting us out and being racist and discriminatory towards Canadians in Canada. That's ridiculous and we should stop it
Identity Attack0.1007269
Insult0.48627716
Profanity0.22562476
Threat0.012699619
Severe Toxicity0.014898917
Moderate 0.4269174 Constructive 0.707 Personal_Narrative
Jan 29, 2026 1 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.