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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 my country has more …" 26 comments · Page 1 of 2
Now they infesting our fucking country like bro fuck if you dirty cun
Now they infesting our fucking country like bro fuck if you dirty cun
Identity Attack0.38445538
Insult0.7298119
Profanity0.91513264
Threat0.04880493
Severe Toxicity0.5188304
Toxic 0.95048624 Low Con 0.233 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro why countries let pieces of shit third worlders invade their countries
Bro why countries let pieces of shit third worlders invade their countries
Identity Attack0.57554024
Insult0.6308392
Profanity0.7246992
Threat0.043309137
Severe Toxicity0.35368225
Toxic 0.8403191 Low Con 0.18 Identity Attack Insult
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the …
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the amount of people I deal with daily in sales that can’t speak a single word of English yet drive off in brand new car, live in a nicer house….. bro? What’s happening?! How do I get that shit working 80 hours?!
Identity Attack0.3817989
Insult0.5678696
Profanity0.8089582
Threat0.01750142
Severe Toxicity0.35368225
Toxic 0.8403191 Constructive 0.514 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to …
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to another country respect THEIR values, THEIR culture and THEIR laws. There's a reason u left your country, think abt that shit bro. I'm Indian I was brought up in Ontario and Alberta and holy shit Im embarrassed of what Indians have become.
Identity Attack0.6487889
Insult0.5723624
Profanity0.70864636
Threat0.02250864
Severe Toxicity0.35040274
Toxic 0.7761081 Constructive 0.65 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 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...
Racist stereotypes enforcing,back to back clips of durty indian looking people india is cery diverse country it has all skin tones bro sone people look chinese,brown,people have dark dkin sone have white bro just stop …
Racist stereotypes enforcing,back to back clips of durty indian looking people india is cery diverse country it has all skin tones bro sone people look chinese,brown,people have dark dkin sone have white bro just stop this nonsense mf you will be eliminated racist whity 🤡🤡
Identity Attack0.5203519
Insult0.5130944
Profanity0.36230123
Threat0.34804323
Severe Toxicity0.3536391
Moderate 0.62136006 Low Con 0.289 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I use to love your content … but like bro are you racist ? & if African people so dumb ? Then why does South Africa populate over 50 percent white people ?? Why does …
I use to love your content … but like bro are you racist ? & if African people so dumb ? Then why does South Africa populate over 50 percent white people ?? Why does your “greatest country” steal every other country resource ???
Identity Attack0.5698139
Insult0.57566804
Profanity0.27207452
Threat0.00951496
Severe Toxicity0.02458496
Moderate 0.61223894 Moderate Con 0.331 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro go to islamic country not here in Canada… You came here in Canada just follow the rule of law here not canada follow you .. what heck
Bro go to islamic country not here in Canada… You came here in Canada just follow the rule of law here not canada follow you .. what heck
Identity Attack0.5051609
Insult0.4339631
Profanity0.37854016
Threat0.010783645
Severe Toxicity0.056527592
Moderate 0.5532103 Low Con 0.199 Identity Attack Identity_Assertion
Sep 3, 2025 Why Canadians Are Turning Against …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard Lynn of deliberate bias and systematic misrepresentation to fit a specific ideological agenda. Independent researchers have found that he consistently selected data that favored his preconceived conclusions while ignoring contradictory evidence. Evidence of Systematic Bias Peer-reviewed analyses by researchers such as Jelte Wicherts identified several patterns suggesting intentional distortion in Lynn's work: Cherry-picking Low Scores: Lynn was found to have systematically excluded studies that showed higher IQ averages in African countries. He reportedly ignored every available study reporting an average IQ above 85 for African samples. Misrepresentation of Samples: In one "egregious" example for Equatorial Guinea, Lynn assigned a national IQ of 59 based on a single study of children who were in a home for the developmentally disabled in Spain, not a representative group from the country itself. Inconsistent Selection Criteria: Critics noted that Lynn's only consistent rule for including a study appeared to be the final score; lower scores were more likely to be included regardless of the sample's health or representativeness. Ideological Motivation Experts and organizations like the Southern Poverty Law Center (SPLC) argue that Lynn's work was not impartial science but was motivated by white nationalist and eugenicist ideologies: "Race Realism": Lynn was a long-time advocate of "race science," a fringe field that attempts to use biological data to justify racial hierarchies. Political Agenda: He openly argued that nations with high IQs must "subjugate or eliminate" lower-IQ groups to maintain dominance. He also advocated for the breakup of the U.S. into racial ethno-states and promoted anti-immigration and eugenics policies. Funding Ties: Much of his work was supported by the Pioneer Fund, an organization founded by Nazi sympathizers to promote "race betterment" and white supremacy. Scientific Consequences As a result of these documented flaws, the academic community has largely rejected his datasets: Revoked Status: In 2018, Ulster University revoked Lynn's emeritus status due to the "racist and sexist" nature of his work. Formal Rejection: The European Human Behavior and Evolution Association issued a formal statement in 2020 advising all researchers to stop using Lynn’s data, labeling it "unsound" and "scientifically unreliable". Publisher Reviews: As of late 2024 and 2025, major academic publishers like Elsevier have initiated comprehensive reviews of his published research due to mounting evidence of its "fundamentally flawed" and "misleading" nature. "
Identity Attack0.44690517
Insult0.5497792
Profanity0.36230123
Threat0.045895394
Severe Toxicity0.067522444
Moderate 0.51869136 Constructive 0.52 Insult Unverified_Claim
Jan 28, 2026 3 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...
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, generalizing an entire country based on hateful reels that I know you make as well. This adds fuel to the fire. By your logic, you probably live in a crack den, surviving on canned beans and food I wouldn’t even feed my farm animals, doped up on speed, living the American dream? I should make a video showing Tyler Oliveira’s homeland and cut to montages of Kensington, Philadelphia, Skidrow, and all those poor homeless communities you visit and antagonize for views and money. I should show all the weirdos that you know wander the streets of the country you call home, hurting and killing people in the name of beef or some ridiculously moronic bullshit. At least I don’t have to worry about getting shot or kidnapped by masked men in my country, but go on, bro, focus on the poop slingers and beggars. I’m absolutely not against you making videos on such topics, highlighting the abuse of the immigration system in both countries is important and above that, is your right to express yourself or report on. However, adding these unwanted tangents for clout and view baiting is not the definition of “independent journalism” that you claim to do. I was a huge fan of yours, but ever since you started making content about immigrants in New York City, you’ve gone down a very dark path. I hope you reflect on your actions and reconsider your outlook on the world.
Identity Attack0.12556632
Insult0.44126466
Profanity0.1308005
Threat0.02613456
Severe Toxicity0.023076924
Moderate 0.42349213 Constructive 0.686 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
And the talk we do...Indians shouldn't occupy Canada..This shouldn't be here, OUR tradition, values bla bla.. Values? Of making it HELL for other people in their countries while making them suffer,steal their land and enslaved …
And the talk we do...Indians shouldn't occupy Canada..This shouldn't be here, OUR tradition, values bla bla.. Values? Of making it HELL for other people in their countries while making them suffer,steal their land and enslaved them?!?!? And when they come for work etc. You are OFFENDED?! Pay for your previous sins bro!
Identity Attack0.38826546
Insult0.3388922
Profanity0.14666493
Threat0.04029291
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.478 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro just throw them out it's your country
Bro just throw them out it's your country
Identity Attack0.38200524
Insult0.1669316
Profanity0.092279755
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.174 Call_To_Action
Feb 13, 2026 Inside Canada's Indian Invasion...
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
A country that is slave to American talking about invasion bro your country's people exterminated the native people and built a nation on blood and theft. Before commenting on other communities , reflect on that …
A country that is slave to American talking about invasion bro your country's people exterminated the native people and built a nation on blood and theft. Before commenting on other communities , reflect on that genocide, you people did .
Identity Attack0.32768643
Insult0.21135417
Profanity0.058946952
Threat0.1115629
Severe Toxicity0.021548226
Moderate 0.36095104 Low Con 0.281 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
First the english, americaans,canadians, european invaded african,asian countries and when now tables turn and Asians got after hard working,, why european crying like a child 🤣😂 bro u ruled us and now ts time for …
First the english, americaans,canadians, european invaded african,asian countries and when now tables turn and Asians got after hard working,, why european crying like a child 🤣😂 bro u ruled us and now ts time for us to rule your countries in peace way 🤣
Identity Attack0.37953663
Insult0.18852992
Profanity0.06295506
Threat0.016638106
Severe Toxicity0.019611536
Moderate 0.3561489 Low Con 0.247 Comparative_Framing
Feb 12, 2026 4 likes Inside Canada's Indian Invasion...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Yeah they talk about Pakistan And Bangladesh like their country is cleaner than Switzerland,like bro when you are proud of your country that much so why you go abroad to get better life,stay in your …
Yeah they talk about Pakistan And Bangladesh like their country is cleaner than Switzerland,like bro when you are proud of your country that much so why you go abroad to get better life,stay in your country
Identity Attack0.2816105
Insult0.15485314
Profanity0.078378424
Threat0.015774792
Severe Toxicity0.017739398
Moderate 0.3048984 Moderate Con 0.353 Identity_Assertion
Feb 27, 2026 4 likes Inside Canada's Indian Invasion...
Bro...we need to stop letting people into this beautiful country.
Bro...we need to stop letting people into this beautiful country.
Identity Attack0.27340925
Insult0.071116626
Profanity0.021330157
Threat0.010265815
Severe Toxicity0.008850098
Low Tox 0.27412915 Low Con 0.275 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
calling America the greatest country in the world is insanee. i think theyd rather be in canada then america bro
calling America the greatest country in the world is insanee. i think theyd rather be in canada then america bro
Identity Attack0.15303208
Insult0.1823172
Profanity0.049177196
Threat0.0071588317
Severe Toxicity0.004673004
Low Tox 0.27236435 Low Con 0.267 Comparative_Framing
Feb 4, 2026 4 likes Inside Canada's Indian Invasion...
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is …
Bro I don't get the point. Doesn't Canada allow all religions. This is place is like a gold mine for Indians, but what's the problem with that. It's a free country where every religion is accepted, and Brampton became a hot-spots for Indians. And Brampton has a massive population, of course there are going to be some "bad actors". In places like Caledon and Montreal which have lower indian populations have the same issues. Just because one race has a few bad people doesn't mean all indians are terrible. If the race problem is that big of a issue, move to a different part of Brampton, it's not a small place.
Identity Attack0.28034934
Insult0.08434689
Profanity0.050930742
Threat0.009204263
Severe Toxicity0.007247925
Low Tox 0.24763705 Constructive 0.71 Moral_Argument
Feb 5, 2026 Inside Canada's Indian Invasion...
Bro my country has more Indians than locals ( UAE 🇦🇪)
Bro my country has more Indians than locals ( UAE 🇦🇪)
Identity Attack0.2028587
Insult0.04207976
Profanity0.049427703
Threat0.009230154
Severe Toxicity0.0076293945
Low Tox 0.18554166 Low Con 0.29 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro stays stirring up the pot from place to place for his own financial gain. Did anyone ask you to investigate Indians in a whole different country?
Bro stays stirring up the pot from place to place for his own financial gain. Did anyone ask you to investigate Indians in a whole different country?
Identity Attack0.09659086
Insult0.0638991
Profanity0.022628209
Threat0.0066733654
Severe Toxicity0.0030708313
Low Tox 0.15545623 Low Con 0.263
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro you got no idea being from BC to moving across the country to New Brunswick you see how much this video is true!!!! But it goes so much deeper!!!!!!
Bro you got no idea being from BC to moving across the country to New Brunswick you see how much this video is true!!!! But it goes so much deeper!!!!!!
Identity Attack0.008953481
Insult0.03665562
Profanity0.022013342
Threat0.007534259
Severe Toxicity0.0037574768
Low Tox 0.11652588 Constructive 0.583 Personal_Narrative
Feb 6, 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.