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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 #}

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Active: "Unlike the US, Canada is …" 5 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...
instead of blaming INDIA, BLAME UR GOVT. THAT OPENED THE DOOR FOR ALL. and unlike US, Canada is importing the criminal type of Indians that hate india
instead of blaming INDIA, BLAME UR GOVT. THAT OPENED THE DOOR FOR ALL. and unlike US, Canada is importing the criminal type of Indians that hate india
Identity Attack0.5689151
Insult0.4534306
Profanity0.08452088
Threat0.020091362
Severe Toxicity0.023364257
Moderate 0.51980776 Low Con 0.223 Identity Attack Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
On this clip, there is soo much bitterness against the non-white people of Brampton. The white people on this clip accuse the non-white people of coming into Canada illegally and not paying taxes. What do …
On this clip, there is soo much bitterness against the non-white people of Brampton. The white people on this clip accuse the non-white people of coming into Canada illegally and not paying taxes. What do they know about us. 99.99% of the people came legally either as TFW like the rest of Canada or as students or as landed immigrants, all of whom required a lot of money to come. Unlike the European immigrants who came 30-50 years ago who brag about coming with $6 in their pocket, these people are bringing $50K per person so they are actually adding to GDP..
Identity Attack0.38826546
Insult0.17361937
Profanity0.053435806
Threat0.009592636
Severe Toxicity0.0125103295
Moderate 0.32971194 Constructive 0.674 Moral_Argument
Jan 19, 2026 Inside Canada's Indian Metropolis (Brampton)
I'm done being quiet too. Im not racist, I dont hate people because their skin color isnt white like mine, Im happy to have immigrants here if they are willing to integrate like the previous …
I'm done being quiet too. Im not racist, I dont hate people because their skin color isnt white like mine, Im happy to have immigrants here if they are willing to integrate like the previous generations have. We arent having kids because unlike other countries, we want to put kids first, and its irresponsible to have children when our economy is unaffordable to have them. I dont have any of that so called "white privilege" i always hear about. I grew up where I couldnt shower for days at a time, went to bed and school hungry. I'm exhausted from being labeled a terrible person when I condemn racists and the past actions, but its never good enough because im white. We have culture, Canada has culture. You just dont hear us talk about it cuz we get labeled racist for talking about it. We need to stand shoulder to shoulder if we want change in this country. I dont get why here its acceptable to come illegally, leech our resources without contributing to society and disrespect us, yet if we were to do the same its disrespectful. Well it is disrspectful. I wouldnt move to a country without learning the language, at least enough to get by, learning their culture, their values, their way of life, and ASSIMILATE like everyone has done before. NO more being quiet, no more being afraid of standing up for myself. Make Canada Great Again!
Identity Attack0.2854555
Insult0.08508729
Profanity0.11725569
Threat0.010628296
Severe Toxicity0.013349563
Low Tox 0.26859093 Constructive 0.797
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
The truth is, the very characteristic that made Canada so loved internationally is being used against us. A country should under NO CIRCUMSTANCE CHANGE THEIR WAYS/CULTURE TO MAKE ANY IMMIGRANT/MIGRANT/ASYLUM SEEKER MORE "COMFORTABLE". Sad to …
The truth is, the very characteristic that made Canada so loved internationally is being used against us. A country should under NO CIRCUMSTANCE CHANGE THEIR WAYS/CULTURE TO MAKE ANY IMMIGRANT/MIGRANT/ASYLUM SEEKER MORE "COMFORTABLE". Sad to say this but Canada is too "kind" and too liberal for it's own good. They essentially would have a rabid animal gnawing at their leg but would not try to stop it because the animal maybe "scared" or "hungry" or don't want to hurt it's feeling or something. If Canadians do no protect it's values and culture by restricting and massively reducing integration and not hesitating to deport criminal immigrants, the very soul and identity of this beautiful country will be gone FOREVER (some would already say that already happened)!! That's why I respect Poland so much, they said NO to mass migration by way of asylum seekers, regardless of the backlash from the EU, but that's why unlike those other countries that did the mass migration, Poland remains one of if not the safest European country and best of all, KEPT THEIR IDENTITY!!!
Identity Attack0.07508347
Insult0.10148193
Profanity0.028503597
Threat0.012181788
Severe Toxicity0.0063323975
Low Tox 0.19939905 Constructive 0.664 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …

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.