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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

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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Bro this too real can …" 12 comments
u da real racist, just join kkk already bro i actually used to repect you but your just another white supremacist
u da real racist, just join kkk already bro i actually used to repect you but your just another white supremacist
Identity Attack0.57554024
Insult0.5678696
Profanity0.352205
Threat0.13815513
Severe Toxicity0.29050803
Moderate 0.6852916 Low Con 0.293 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his get the ahh whooping he deserves. Bro does 3 videos on real journalism exposes real issues but runs back to his roots. RACISM 😂😂😂😂😂😂. I couldn't imagine flying around the world can't possibly be enjoying yourself cause he is too busy doing rat shit. And bothering people trying to assimilate into the country. But because a few are causing issues we have to make it look 👀👀 like it's bigger so the big guy can do some more of that negotiating he been doing. Everywhere he goes bullshit follows 😡😡😡
Identity Attack0.50515443
Insult0.5130944
Profanity0.46460027
Threat0.3203622
Severe Toxicity0.35368225
Moderate 0.6744087 Moderate Con 0.438 Identity Attack Insult
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...
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a …
It wasn’t that scary bro. They said without any stress go have a pizza outside. So why didn’t you go all the way down. You know very well they treated you with ease. In a normal family house. So actually you failed to show to scary side from them. You expected something like cartel side action. 😂😂😂😂 . Did the food tasted good at least. Indians not Africans which you met in Rome or Paris. Punjabi are human threating religion. You should have know that. Or atleast read about Sikh religion. Maybe then you will realize the real deal!!!
Identity Attack0.44690517
Insult0.32211447
Profanity0.19524631
Threat0.038220957
Severe Toxicity0.023458159
Moderate 0.39021665 Moderate Con 0.381 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
“Let’s play a game called how many white people work at this tim hortons” 😂 I’m dead bro. Couldn’t be more real.
“Let’s play a game called how many white people work at this tim hortons” 😂 I’m dead bro. Couldn’t be more real.
Identity Attack0.37655997
Insult0.08831572
Profanity0.11354194
Threat0.11002964
Severe Toxicity0.020515325
Moderate 0.3389984 Moderate Con 0.382 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler would never lie to us right? 10:03 there is no way ts is real bro 😭
Tyler would never lie to us right? 10:03 there is no way ts is real bro 😭
Identity Attack0.01274247
Insult0.036545437
Profanity0.044668075
Threat0.010265815
Severe Toxicity0.0059890747
Low Tox 0.1641865 Low Con 0.283 Meta_Commentary
Jan 27, 2026 20 likes Inside Canada's Indian Invasion...
Bro, report this to the police if it's real, this is human trafficking
Bro, report this to the police if it's real, this is human trafficking
Identity Attack0.012139536
Insult0.029163294
Profanity0.02795705
Threat0.024753258
Severe Toxicity0.0044059753
Low Tox 0.14950264 Moderate Con 0.408 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Why are you all up in Canadas drawers when you could be in Minneapolis doing some real journalism. Bro this was unwatchable.
Why are you all up in Canadas drawers when you could be in Minneapolis doing some real journalism. Bro this was unwatchable.
Identity Attack0.019274252
Insult0.04207976
Profanity0.013302735
Threat0.006757513
Severe Toxicity0.0019741058
Low Tox 0.10566349 Low Con 0.246 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Bro I'm in Buffalo and some of my Indian classmates are from Brampton Ontario... for reference its less than 2 hours away including border crossing. It's so real
Bro I'm in Buffalo and some of my Indian classmates are from Brampton Ontario... for reference its less than 2 hours away including border crossing. It's so real
Identity Attack0.049761772
Insult0.017420914
Profanity0.019622196
Threat0.0071199946
Severe Toxicity0.002298355
Low Tox 0.059974585 Constructive 0.721
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
Bro this too real can somebody remember the last time a Canadian made your ice cap??
Bro this too real can somebody remember the last time a Canadian made your ice cap??
Identity Attack0.02821777
Insult0.0198058
Profanity0.011765569
Threat0.0070034824
Severe Toxicity0.001964569
Low Tox 0.055521555 Moderate Con 0.335 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks bro for showing the real Canada
Thanks bro for showing the real Canada
Identity Attack0.009619443
Insult0.010286893
Profanity0.011099464
Threat0.0067834044
Severe Toxicity0.0011920929
Low Tox 0.019603057 Moderate Con 0.426 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
real bro, real.
real bro, real.
Identity Attack0.0031633168
Insult0.009260887
Profanity0.014293353
Threat0.007314181
Severe Toxicity0.0011634827
Low Tox 0.016964182 Moderate Con 0.366
Jan 27, 2026 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.