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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: "Bro that guy on the …" 26 comments · Page 1 of 2
11:04 how fucking cold is the guy? Relax the fucking shoiulders, bro 😂
11:04 how fucking cold is the guy? Relax the fucking shoiulders, bro 😂
Identity Attack0.06613251
Insult0.39743927
Profanity0.844891
Threat0.037530303
Severe Toxicity0.35368225
Toxic 0.8696708 Low Con 0.258 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro, that white guy with the helmet is so fucking based
Bro, that white guy with the helmet is so fucking based
Identity Attack0.44690517
Insult0.46923602
Profanity0.78491896
Threat0.013372798
Severe Toxicity0.23223256
Toxic 0.78207105 Moderate Con 0.321 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro that bike guy must be eating poop that's why he is pooping form his mouth 😂😂
Bro that bike guy must be eating poop that's why he is pooping form his mouth 😂😂
Identity Attack0.10221587
Insult0.46923602
Profanity0.4681068
Threat0.063352615
Severe Toxicity0.3498543
Toxic 0.718943 Low Con 0.227 Humor_Satire
Feb 3, 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...
Brooo that guy on the bike man I would love to hang out with him.... In the world of fake shit and feelings bro is a breath of fresh air
Brooo that guy on the bike man I would love to hang out with him.... In the world of fake shit and feelings bro is a breath of fresh air
Identity Attack0.057037655
Insult0.34314156
Profanity0.67055607
Threat0.049451493
Severe Toxicity0.14916596
Moderate 0.6342749 Moderate Con 0.481 Meta_Commentary
Jan 29, 2026 24 likes Inside Canada's Indian Invasion...
Bro found the one autistic racist guy.
Bro found the one autistic racist guy.
Identity Attack0.49584505
Insult0.6051471
Profanity0.2268346
Threat0.0101363575
Severe Toxicity0.043077253
Moderate 0.61223894 Low Con 0.152 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
5:13 “I love dudes honestly”. I’m as racist as the next guy. SAME BRO SAME. IF IT LOOKS LIKE A DUCK AND WALKS LIKE A DUCK… it’s a duck. Don’t wait for it to fing …
5:13 “I love dudes honestly”. I’m as racist as the next guy. SAME BRO SAME. IF IT LOOKS LIKE A DUCK AND WALKS LIKE A DUCK… it’s a duck. Don’t wait for it to fing quack lol
Identity Attack0.3817989
Insult0.4339631
Profanity0.29209393
Threat0.091630474
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.356
Jan 27, 2026 12 likes Inside Canada's Indian Invasion...
4:52 i genuinely thought bro was a cool guy, turns out he's kinda racist
4:52 i genuinely thought bro was a cool guy, turns out he's kinda racist
Identity Attack0.36733335
Insult0.37506318
Profanity0.22552395
Threat0.011120236
Severe Toxicity0.023076924
Moderate 0.47772613 Moderate Con 0.411 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But …
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But definitely they don't speak a good English.
Identity Attack0.36702603
Insult0.3388922
Profanity0.47435758
Threat0.0138755
Severe Toxicity0.024866661
Moderate 0.47323486 Constructive 0.505 Identity_Assertion
Feb 20, 2026 Inside Canada's Indian Invasion...
Bro indians in india can legit buy the fat white guy as a foot rest. I dont think anyone would want to tho. Edit: not his fault tho. Just like how its not my fault …
Bro indians in india can legit buy the fat white guy as a foot rest. I dont think anyone would want to tho. Edit: not his fault tho. Just like how its not my fault for not being able to run as fast as Bolt, its not his fault for being DENSE(not in the physical sense of course, for he is NOT physically dense, for his mass/volume ratio is low-just like his iq)
Identity Attack0.46028158
Insult0.4534306
Profanity0.2659699
Threat0.032005094
Severe Toxicity0.026936848
Moderate 0.47119883 Constructive 0.527 Humor_Satire
Feb 19, 2026 Inside Canada's Indian Invasion...
Bike guy just racist bro
Bike guy just racist bro
Identity Attack0.33675182
Insult0.4125297
Profanity0.22321637
Threat0.011767523
Severe Toxicity0.023076924
Moderate 0.44573322 Low Con 0.267 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
okay the white guy on the bike lost me when he said " google the average iq of africa" bro have you seen the average american iq? it's going higher bcz it's boosted by immigrants …
okay the white guy on the bike lost me when he said " google the average iq of africa" bro have you seen the average american iq? it's going higher bcz it's boosted by immigrants from not america. also africa isn't a country
Identity Attack0.50515604
Insult0.26957804
Profanity0.16636424
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.457 Identity Attack Unverified_Claim
Feb 5, 2026 3 likes Inside Canada's Indian Invasion...
I have to say to bike guy, bro.. you need to relax your racist remarks, if you actually meet africans, they're the opposite of the black americans. They have system just like filipinos.
I have to say to bike guy, bro.. you need to relax your racist remarks, if you actually meet africans, they're the opposite of the black americans. They have system just like filipinos.
Identity Attack0.4774257
Insult0.33154017
Profanity0.11477985
Threat0.008582866
Severe Toxicity0.018836858
Moderate 0.4014846 Constructive 0.556 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Lol. "Im as racist as the next guy" Bro confused Africa with India.
Lol. "Im as racist as the next guy" Bro confused Africa with India.
Identity Attack0.38699543
Insult0.24928534
Profanity0.09324962
Threat0.011922873
Severe Toxicity0.01935331
Moderate 0.37751234 Low Con 0.212 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Identity Attack0.23998553
Insult0.18977246
Profanity0.20916378
Threat0.056563694
Severe Toxicity0.020515325
Moderate 0.33836752 Moderate Con 0.426 Fear_Threat
Feb 14, 2026 Inside Canada's Indian Invasion...
Bro is getting money off rage baiting his racist followers. I used to think the scam pranks were funny then noticed a trend... He went to Minnesota to even try to eat crumbs off of …
Bro is getting money off rage baiting his racist followers. I used to think the scam pranks were funny then noticed a trend... He went to Minnesota to even try to eat crumbs off of nick.. Too late so you hitch a bust north to Canada to figure out the next race bait to rage your audience. I thought this guy was cool but ever since being chased in Italy he hasn't been the same...
Identity Attack0.17070955
Insult0.26957804
Profanity0.041661996
Threat0.020782012
Severe Toxicity0.010299683
Moderate 0.32128486 Moderate Con 0.485 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro that guy on the bike was nuclear 😂😂
Bro that guy on the bike was nuclear 😂😂
Identity Attack0.018872296
Insult0.047349896
Profanity0.08096472
Threat0.13815513
Severe Toxicity0.016319158
Low Tox 0.25462922 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build …
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build and honour housing or infrastructure for the last 30 years. Of course there needs to be reforms on immigration but for the everyday person It’s way easier to blame a random brown guy for high rent than to admit the system is, and has been, broken by design. People have been moving, trading, and mixing for thousands of years.
Identity Attack0.21668483
Insult0.076819435
Profanity0.036401358
Threat0.009074804
Severe Toxicity0.005569458
Low Tox 0.2028889 Constructive 0.804
Jan 27, 2026 Inside Canada's Indian Invasion...
Respect to the old Indian guy who was wearing the blue jacket Bro spoke facts
Respect to the old Indian guy who was wearing the blue jacket Bro spoke facts
Identity Attack0.055673428
Insult0.03522326
Profanity0.026454043
Threat0.008453408
Severe Toxicity0.0037193298
Low Tox 0.11161 Moderate Con 0.484 Solidarity
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
I got arrested for watching the bike guy bro be careful
I got arrested for watching the bike guy bro be careful
Identity Attack0.008768492
Insult0.020772645
Profanity0.025497584
Threat0.025443908
Severe Toxicity0.0032234192
Low Tox 0.11067997 Moderate Con 0.422 Humor_Satire
Feb 9, 2026 Inside Canada's Indian Invasion...
Everyone talking about the guy on the bike. Bro trafficked himself!!
Everyone talking about the guy on the bike. Bro trafficked himself!!
Identity Attack0.003144818
Insult0.025542418
Profanity0.017094411
Threat0.012958534
Severe Toxicity0.002670288
Low Tox 0.08716487 Low Con 0.299 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
what are you guys doing in lachine montreal bro 18:15
what are you guys doing in lachine montreal bro 18:15
Identity Attack0.011691323
Insult0.022061773
Profanity0.03189224
Threat0.011042561
Severe Toxicity0.0038146973
Low Tox 0.07608539 Moderate Con 0.344 Question
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
10:47 “depends on every person bro” … this guy gets it
10:47 “depends on every person bro” … this guy gets it
Identity Attack0.0073255757
Insult0.017485369
Profanity0.02303812
Threat0.011612174
Severe Toxicity0.0029945374
Low Tox 0.06579731 Moderate Con 0.357 Meta_Commentary
Jan 27, 2026 12 likes Inside Canada's Indian Invasion...
As a Canadian, I like that you came and it seemed like you were actually investigating Canada and the thing you said in the title, but half way in it turns into ‘BUT WHAT ABOUT …
As a Canadian, I like that you came and it seemed like you were actually investigating Canada and the thing you said in the title, but half way in it turns into ‘BUT WHAT ABOUT U.S.A?! HOW DOES IT AFFECT US!?’ Because everything is about you guys. Bro gave us 12 minutes before it turned into ‘BUT AMERICA!’
Identity Attack0.010803374
Insult0.016556932
Profanity0.014874061
Threat0.0065115434
Severe Toxicity0.001411438
Low Tox 0.038519915 Moderate Con 0.461 Meta_Commentary
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.