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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: "Up Canada ❤❤❤❤❤" 6,088 comments · Page 19 of 244
White man: rape is part of their culture...um 74 percent of white men are pedos...mayeb its different i. Canada with Canadian white men but ...probably not
White man: rape is part of their culture...um 74 percent of white men are pedos...mayeb its different i. Canada with Canadian white men but ...probably not
Identity Attack0.6487889
Insult0.49151286
Profanity0.37503055
Threat0.2836219
Severe Toxicity0.31905776
Moderate 0.64447093 Low Con 0.24 Identity Attack Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
YES THANKYOU FOR DOING THIS VIDEO CANADA IS FULL OF EM I HATE IT
YES THANKYOU FOR DOING THIS VIDEO CANADA IS FULL OF EM I HATE IT
Identity Attack0.54151535
Insult0.41767508
Profanity0.27207452
Threat0.03718498
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.376 Identity Attack Fear_Threat
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: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have …
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have of the best graduate students in Canada right now are from Africa. Same in the US and Europe. Africa have some of the best economic, medical and law students.
Identity Attack0.06476828
Insult0.7090544
Profanity0.17520344
Threat0.00933372
Severe Toxicity0.023076924
Moderate 0.6426206 Constructive 0.515 Insult Moral_Argument
Feb 14, 2026 Inside Canada's Indian Invasion...
Canada wake up stop. Group 5 too shop all this shit my god. Canada needs to focus inside.
Canada wake up stop. Group 5 too shop all this shit my god. Canada needs to focus inside.
Identity Attack0.14233272
Insult0.46327567
Profanity0.65961236
Threat0.011068452
Severe Toxicity0.06488878
Moderate 0.6426206 Low Con 0.221
Oct 1, 2025 IRCC Names India in Study …
Not near enough tax relief, not near enough cuts to immigration. The liberals are out of touch, proven time and again. 2026 will be worse.....Canada sucks
Not near enough tax relief, not near enough cuts to immigration. The liberals are out of touch, proven time and again. 2026 will be worse.....Canada sucks
Identity Attack0.38445538
Insult0.6109131
Profanity0.40185395
Threat0.010110466
Severe Toxicity0.026936848
Moderate 0.6426206 Low Con 0.292 Insult
Jan 3, 2026 7 likes New rules, regulations take effect …
Criminals on student Visa hasn’t been charged because the Judge thinks that will affect them to obtain the Residency in Canada, that’s how stupid Justice system is right now.
Criminals on student Visa hasn’t been charged because the Judge thinks that will affect them to obtain the Residency in Canada, that’s how stupid Justice system is right now.
Identity Attack0.052490227
Insult0.6798578
Profanity0.2347036
Threat0.0089712385
Severe Toxicity0.01896597
Moderate 0.6426206 Low Con 0.286 Insult Unverified_Claim
Sep 29, 2025 1 likes IRCC Names India in Study …
turning canada into poop eating country
turning canada into poop eating country
Identity Attack0.50515443
Insult0.5678696
Profanity0.40783462
Threat0.014393489
Severe Toxicity0.16960317
Moderate 0.6426206 Low Con 0.172 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act …
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act entitled. You want Canadians to keep jobs in Canada, simply work harder stop crying like a little bitch about everything and be a good employee. Or get of your arse and start a business. You are not unemployed because you are being discriminated against, you are simply being outcompeted by people willing to work harder. The harsh truth of life.
Identity Attack0.46028158
Insult0.62169385
Profanity0.5188411
Threat0.021472665
Severe Toxicity0.20984669
Moderate 0.6426206 Moderate Con 0.339 Insult Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Canada america this countries invaded by whites and now tgey realising i.dian has surpass them in every section 😂so they feeling insecure about thier identify 😂bloody europians😂
Canada america this countries invaded by whites and now tgey realising i.dian has surpass them in every section 😂so they feeling insecure about thier identify 😂bloody europians😂
Identity Attack0.65625757
Insult0.5332045
Profanity0.36230123
Threat0.057856824
Severe Toxicity0.2733782
Moderate 0.6426206 Low Con 0.228 Identity Attack Insult Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people …
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people liked it and accepted it. 2- Who the hell is talking that Islam is spreading and worried about his kids an indian man well well🤣, you guys literally fked up the country with your stink, rudeness, scammers, fake certificates, fake visas, and poisoned food.
Identity Attack0.5504064
Insult0.5739874
Profanity0.44133487
Threat0.24878941
Severe Toxicity0.23225316
Moderate 0.6426206 Constructive 0.559 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Everyone in canada that isn't indian is sick of indians.
Everyone in canada that isn't indian is sick of indians.
Identity Attack0.70098627
Insult0.5130944
Profanity0.18663849
Threat0.010783645
Severe Toxicity0.08859174
Moderate 0.6407703 Low Con 0.28 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Ya I believe the bad drivers here in Canada. In Saskatoon a stoopid immigrant tboned my brothers truck cuz he was distracted by his phone
Ya I believe the bad drivers here in Canada. In Saskatoon a stoopid immigrant tboned my brothers truck cuz he was distracted by his phone
Identity Attack0.46028158
Insult0.65865606
Profanity0.3366329
Threat0.011612174
Severe Toxicity0.02444411
Moderate 0.6407703 Moderate Con 0.46 Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
It’s so upsetting they have destroyed Canada in uk you can’t move to house where the Indians lived the properties smell of strong herbs cooking oil and some strong shit that they burn
It’s so upsetting they have destroyed Canada in uk you can’t move to house where the Indians lived the properties smell of strong herbs cooking oil and some strong shit that they burn
Identity Attack0.46028158
Insult0.48228607
Profanity0.54024357
Threat0.094697006
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.471 Fear_Threat
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
Identity Attack0.044612918
Insult0.7065844
Profanity0.09518933
Threat0.011715741
Severe Toxicity0.021935565
Moderate 0.6407703 Low Con 0.201 Insult Policy_Critique
Feb 24, 2026 10 likes 'We do know that there's …
THE GOV LET THE SCUM OF THE EARTH INTO CANADA. FROM NOVA SCOTIA, I BELIEVE HELL IS COMING AND SOME ONE IS GOING AWAY.
THE GOV LET THE SCUM OF THE EARTH INTO CANADA. FROM NOVA SCOTIA, I BELIEVE HELL IS COMING AND SOME ONE IS GOING AWAY.
Identity Attack0.32768643
Insult0.6370372
Profanity0.35346076
Threat0.05721026
Severe Toxicity0.05473421
Moderate 0.6407703 Low Con 0.247 Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving …
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving one house to 10 students making small compartments making more money, thus high rents. No jobs for born Canadians because of them. Govt pays employer who hire students. Many came through fake marriages, fake documentation etc. Govt distributing PRs to them like hot cakes. Govt looking at short term money as investment but the outcome is catastrophic. Govt should look into the fake colleges that are registered in Canada which invites them.This is absolutely unjust to Canadians.
Identity Attack0.5203519
Insult0.5678696
Profanity0.570067
Threat0.01698343
Severe Toxicity0.20678867
Moderate 0.6407703 Moderate Con 0.486 Identity Attack Insult Economic_Argument
Sep 30, 2025 IRCC Names India in Study …
I'm fifth generation born Canadian and this is not Canada anymore. It's a disgrace, disgusting, despicable and 100% CRIMINAL and pathetic that we have no rights or freedoms in our own country but illegal immigrants …
I'm fifth generation born Canadian and this is not Canada anymore. It's a disgrace, disgusting, despicable and 100% CRIMINAL and pathetic that we have no rights or freedoms in our own country but illegal immigrants do! I can't even afford my life saving medication for diabetes and I get turned down for any and all government assistance, please explain how the hell that happens? They are literally killing us off one by one!
Identity Attack0.48915586
Insult0.62169385
Profanity0.36230123
Threat0.13127698
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.58 Insult
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself …
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself indian.
Identity Attack0.6007182
Insult0.5423875
Profanity0.5318404
Threat0.02682521
Severe Toxicity0.19149859
Moderate 0.6407703 Moderate Con 0.302 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Yup go in tim Hortons and they all speak punjab .where the fuck are we......qute appalling..same at walmarts..shame on the government. Thanx for ruining canada
Yup go in tim Hortons and they all speak punjab .where the fuck are we......qute appalling..same at walmarts..shame on the government. Thanx for ruining canada
Identity Attack0.32768643
Insult0.5015486
Profanity0.541926
Threat0.032695748
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.468 Insult
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg …
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg anyway thanks government fail.
Identity Attack0.33060804
Insult0.5072643
Profanity0.541926
Threat0.012440704
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.305 Insult Economic_Argument
Nov 21, 2025 Thousands of refugees allowed into …
If I hear the two words, “Canada’s Generosity” one more time, I will puke. This is really about “Canada’s Stupidity”, if you ask any tax payer, or anyone else with a brain. Giving benefits to …
If I hear the two words, “Canada’s Generosity” one more time, I will puke. This is really about “Canada’s Stupidity”, if you ask any tax payer, or anyone else with a brain. Giving benefits to fraudsters, and cheats, that tax paying Canadians don’t even receive or cannot afford is pure criminal behaviour.
Identity Attack0.36873037
Insult0.6675394
Profanity0.19893537
Threat0.010291707
Severe Toxicity0.023082556
Moderate 0.6407703 Moderate Con 0.32 Insult Policy_Critique
Feb 19, 2026 3 likes LILLEY UNLEASHED: The fall of …
So what if lots of Indians are moving to Canada?!? Have you ever tried Indian Food? It's FUCKING AMAZING. I say MORE POWER TO THEM! Bring on the Indians to North America!!!!
So what if lots of Indians are moving to Canada?!? Have you ever tried Indian Food? It's FUCKING AMAZING. I say MORE POWER TO THEM! Bring on the Indians to North America!!!!
Identity Attack0.58743036
Insult0.45135358
Profanity0.5711371
Threat0.094697006
Severe Toxicity0.3247677
Moderate 0.6407703 Constructive 0.565 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is dead. Full of racist fraudulent immigrants who have brutal contempt for Canada and western culture. They came here to use our freedom to destroy our culture. Open your eyes!
Canada is dead. Full of racist fraudulent immigrants who have brutal contempt for Canada and western culture. They came here to use our freedom to destroy our culture. Open your eyes!
Identity Attack0.6007182
Insult0.56997263
Profanity0.11601777
Threat0.067232
Severe Toxicity0.16960317
Moderate 0.63782936 Low Con 0.239 Identity Attack Insult Fear_Threat
Oct 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.