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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: "Dude, whites are not from …" 69 comments · Page 1 of 3
Why would u laugh at the racist white dudes racist/bigoted remarks about minorities like Muslims/Indians or Africans??? Ur channel sucks man.
Why would u laugh at the racist white dudes racist/bigoted remarks about minorities like Muslims/Indians or Africans??? Ur channel sucks man.
Identity Attack0.6682205
Insult0.6991143
Profanity0.5722072
Threat0.0287245
Severe Toxicity0.4379392
Toxic 0.8778702 Low Con 0.241 Identity Attack Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
This f****ing white dude he's just saying Africans have low intelligence 😮 l can not believe this .
This f****ing white dude he's just saying Africans have low intelligence 😮 l can not believe this .
Identity Attack0.71678543
Insult0.6308392
Profanity0.70864636
Threat0.04718852
Severe Toxicity0.45895407
Toxic 0.85850734 Low Con 0.235 Identity Attack Insult Moral_Argument
Feb 15, 2026 Inside Canada's Indian Invasion...
That white dude is ignorant bustard who knowledge of Africans is despicable. That man is not the brightest light in the room according to his own admission for being stuck in Brampton. What a nitwit …
That white dude is ignorant bustard who knowledge of Africans is despicable. That man is not the brightest light in the room according to his own admission for being stuck in Brampton. What a nitwit douchbag he is!
Identity Attack0.5948528
Insult0.83943826
Profanity0.5365423
Threat0.027861187
Severe Toxicity0.41034412
Toxic 0.85333383 Low Con 0.183 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Guys like you try and spin, Indian immigration into this glorious thing shame on you it’s not glorious. You put in a few token white people to make your video relevant go down into Vancouver …
Guys like you try and spin, Indian immigration into this glorious thing shame on you it’s not glorious. You put in a few token white people to make your video relevant go down into Vancouver look at the gang activity from immigrants that have taken over entire cities. You’re an idiot dude
Identity Attack0.48915586
Insult0.7804726
Profanity0.43744424
Threat0.025789235
Severe Toxicity0.1762085
Toxic 0.8115627 Low Con 0.281 Insult Fear_Threat
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Mmh white dude on the bike said he hates all African. 😂ain’t non like the typical old white racist trash.
Mmh white dude on the bike said he hates all African. 😂ain’t non like the typical old white racist trash.
Identity Attack0.76079035
Insult0.6677319
Profanity0.39498812
Threat0.019573374
Severe Toxicity0.33047765
Toxic 0.7856813 Low Con 0.277 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
So the worst thing Indians did was come to Brampton and drive bad? 😂 Poor white trash dude needs a cultural education about people from other county. Doesn't know shit about Indians or Africans. Does …
So the worst thing Indians did was come to Brampton and drive bad? 😂 Poor white trash dude needs a cultural education about people from other county. Doesn't know shit about Indians or Africans. Does he not know that people can be Indian and Muslim as well?
Identity Attack0.6853638
Insult0.6308392
Profanity0.59166485
Threat0.05688698
Severe Toxicity0.35368225
Toxic 0.7570315 Moderate Con 0.393 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike dude self identified as white trash. Oh the irony to call people different from you “low IQ” and dirty. Dude needs to look in the mirror and realize he is just projecting his …
The bike dude self identified as white trash. Oh the irony to call people different from you “low IQ” and dirty. Dude needs to look in the mirror and realize he is just projecting his insecurities on others like a real dumbass.
Identity Attack0.48915586
Insult0.755201
Profanity0.4798129
Threat0.010938995
Severe Toxicity0.17315048
Toxic 0.7570315 Low Con 0.258 Insult Meta_Commentary
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
White trash dude knows what’s going on
White trash dude knows what’s going on
Identity Attack0.6458014
Insult0.6500014
Profanity0.42102736
Threat0.027170537
Severe Toxicity0.23226003
Toxic 0.743089 Low Con 0.198 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
damn bro, this white dude with the vest is going crazy against africans 😂😂
damn bro, this white dude with the vest is going crazy against africans 😂😂
Identity Attack0.5913144
Insult0.47787863
Profanity0.5722072
Threat0.08396416
Severe Toxicity0.26766825
Toxic 0.7252971 Low Con 0.231 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
5:18 can someone tell the self proclaimed white trash dude India has the highest percentage of r.apist in the world.
5:18 can someone tell the self proclaimed white trash dude India has the highest percentage of r.apist in the world.
Identity Attack0.6007182
Insult0.5497792
Profanity0.4177144
Threat0.1575099
Severe Toxicity0.34977677
Toxic 0.718943 Low Con 0.188 Identity Attack Insult Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
BRO! Thanks for covering this f’n abomination! I live a few hours from there and my city’s jobs have been invaded by imported thrd wrld dirty, lazy Ind*@ns! They sh*t and piss in public in …
BRO! Thanks for covering this f’n abomination! I live a few hours from there and my city’s jobs have been invaded by imported thrd wrld dirty, lazy Ind*@ns! They sh*t and piss in public in front of families, on the beaches, on toilet seats, don’t flush or wash their hands or themselves, they stank up any place they’re in, they’re starting to form clans and sh**ting up neighbourhoods, these are just facts! We are sick and tired of imported low wage labourers taking f’n jobs so that corps can maximize profit! NEVER believe them when they lie and tell you “it’s because the citizens don’t want the jobs”, that’s a load a BS!! White dude on the bike is based af and spitting facts! Deport 70% of them and put a moratorium on immigration NOW!
Identity Attack0.57150364
Insult0.6120431
Profanity0.6242122
Threat0.09623027
Severe Toxicity0.38274905
Toxic 0.71760553 Constructive 0.615 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
5:43 I’m sorry the poor white trash dude is a joke. Scientific racism at its finest… but tbf it’s always the ones that have little value that look to blame someone for their own life.
Identity Attack0.56445944
Insult0.5739874
Profanity0.39409557
Threat0.023544617
Severe Toxicity0.16960317
Moderate 0.6491204 Moderate Con 0.313 Identity Attack Insult Moral_Argument
Jan 28, 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...
Tyler only interviewing white racist trash people about indians, and not taking in consideration other white ppls opinions... man that is just dissapointing ngl. A year ago this dude seemed interesting to subscribe to, but …
Tyler only interviewing white racist trash people about indians, and not taking in consideration other white ppls opinions... man that is just dissapointing ngl. A year ago this dude seemed interesting to subscribe to, but not.... I realize he is just a trumpified trumpet that wants to milk social problems and racism just for clicks, for money esentially. Very sad.
Identity Attack0.58354634
Insult0.6308392
Profanity0.27882218
Threat0.01086132
Severe Toxicity0.12809667
Moderate 0.63782936 Moderate Con 0.471 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
that white dude hella racist lmao
that white dude hella racist lmao
Identity Attack0.57957685
Insult0.49389273
Profanity0.33453682
Threat0.019228047
Severe Toxicity0.16960317
Moderate 0.6342749 Moderate Con 0.309 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Yhh that bike guy are the types of white dude who get their teeth knocked out..i really hope he can fight or he stays in his white trash town 😅
Identity Attack0.5913144
Insult0.5270482
Profanity0.34391102
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.367 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Dude said all the good white people moved out,, just us poor white trash people, that explains it🤣😂🤣😂
Dude said all the good white people moved out,, just us poor white trash people, that explains it🤣😂🤣😂
Identity Attack0.6007182
Insult0.5130944
Profanity0.36752504
Threat0.020264024
Severe Toxicity0.16960317
Moderate 0.6027529 Moderate Con 0.31 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
The dude on the bike said the quiet part out loud “poor white trash like me”. 🙄😜
The dude on the bike said the quiet part out loud “poor white trash like me”. 🙄😜
Identity Attack0.53446084
Insult0.5497792
Profanity0.2963245
Threat0.009696201
Severe Toxicity0.02420936
Moderate 0.5716857 Moderate Con 0.322 Identity Attack Insult Humor_Satire
Mar 3, 2026 Inside Canada's Indian Invasion...
That bike guy is just an honest dude. He’s not even bashing, proof: “All the good white people have moved out, we only have us poor white trash left over.”
That bike guy is just an honest dude. He’s not even bashing, proof: “All the good white people have moved out, we only have us poor white trash left over.”
Identity Attack0.57554024
Insult0.5130944
Profanity0.26607355
Threat0.0130621
Severe Toxicity0.02449106
Moderate 0.568186 Moderate Con 0.471 Identity Attack Insult Personal_Narrative
Feb 27, 2026 Inside Canada's Indian Invasion...
The racist white dude got to much screen time
The racist white dude got to much screen time
Identity Attack0.55044734
Insult0.48399165
Profanity0.24818924
Threat0.015429466
Severe Toxicity0.03321367
Moderate 0.55739564 Low Con 0.25 Identity Attack Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
Dude you should blur these peoples faces. I'm Canadian and I wouldn't be surprised if the white people making negative comments got in trouble for this, our government is a sick mix of liberal-fascist-communist. They …
Dude you should blur these peoples faces. I'm Canadian and I wouldn't be surprised if the white people making negative comments got in trouble for this, our government is a sick mix of liberal-fascist-communist. They are correct, though, of course.
Identity Attack0.5108175
Insult0.5208188
Profanity0.12551236
Threat0.043955702
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.556 Identity Attack Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The white dude with a bike was hilarioussss 🤣🤣 The man said “atleast Indians are better than the Muslims and Africans” 😭😭😭
The white dude with a bike was hilarioussss 🤣🤣 The man said “atleast Indians are better than the Muslims and Africans” 😭😭😭
Identity Attack0.5689151
Insult0.29383746
Profanity0.20139475
Threat0.027170537
Severe Toxicity0.0475607
Moderate 0.50789946 Moderate Con 0.348 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see …
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see any homeless indian person but almost all homless people in a brown town like brampton are whites That old ugly guy was saying that they(browms) don't work and these(white) people also say that indians have taken over the jobs 😂 Dude we are not going anywhere , i live in Brampton ❤
Identity Attack0.53446084
Insult0.4339631
Profanity0.15724123
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.47772613 Constructive 0.569 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
That white dude just called us black people low IQ humans, none of us there though, we good in Africa 😂
That white dude just called us black people low IQ humans, none of us there though, we good in Africa 😂
Identity Attack0.5135796
Insult0.36021477
Profanity0.2424468
Threat0.013424582
Severe Toxicity0.023645958
Moderate 0.47119883 Moderate Con 0.31 Identity Attack Humor_Satire
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.