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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: "THE WHITE GUY SHOULD NOT …" 240 comments · Page 2 of 10
Dumb bicycle guy “All the Good white peoples are gone and All trash left” So what’s he doing there?? Go to Unites State and tell the good white people to feed him and his family. …
Dumb bicycle guy “All the Good white peoples are gone and All trash left” So what’s he doing there?? Go to Unites State and tell the good white people to feed him and his family. Ohh That idiot can’t afford to live with same “Good white people” because it’s expensive and they throw away trash like him out on streets.
Identity Attack0.5124616
Insult0.7775208
Profanity0.36302176
Threat0.034422375
Severe Toxicity0.16960317
Toxic 0.76523775 Low Con 0.217 Identity Attack Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
I like that the racist white guy acknowledges that he’s white trash and not one of the good ones.
I like that the racist white guy acknowledges that he’s white trash and not one of the good ones.
Identity Attack0.7028837
Insult0.6831271
Profanity0.39409557
Threat0.013113883
Severe Toxicity0.20678867
Toxic 0.76523775 Moderate Con 0.352 Identity Attack Insult Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
At least the bike guy KNOWS he’s white trash
At least the bike guy KNOWS he’s white trash
Identity Attack0.6649212
Insult0.6798578
Profanity0.3866461
Threat0.010162249
Severe Toxicity0.17315048
Toxic 0.7570315 Low Con 0.192 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I think The bike guy daughter was smash by a indian soo The white monkey acting like that first learn to wipe your a**😂
I think The bike guy daughter was smash by a indian soo The white monkey acting like that first learn to wipe your a**😂
Identity Attack0.5707127
Insult0.62169385
Profanity0.541926
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.75208336 Low Con 0.228 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Lol @5:10 😂 that guy on the bike is definitely a self described white trash.
Lol @5:10 😂 that guy on the bike is definitely a self described white trash.
Identity Attack0.6106996
Insult0.7065844
Profanity0.3290656
Threat0.008893564
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.18 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
the dumb low I Q white guy is why white peoples are getting replaced. he probably gets welfare all of his life.
the dumb low I Q white guy is why white peoples are getting replaced. he probably gets welfare all of his life.
Identity Attack0.6458014
Insult0.7090544
Profanity0.36230123
Threat0.022853967
Severe Toxicity0.16960317
Toxic 0.7510937 Low Con 0.261 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
If the racist white guy on his bike wasn't a bum and living in a homeless shelter indians wouldnt need to come here and pay a shit ton of taxes to feed these white people …
If the racist white guy on his bike wasn't a bum and living in a homeless shelter indians wouldnt need to come here and pay a shit ton of taxes to feed these white people living on generational welfare
Identity Attack0.6637263
Insult0.6261769
Profanity0.6001929
Threat0.042662576
Severe Toxicity0.35368225
Toxic 0.74954444 Low Con 0.254 Identity Attack Insult Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so …
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so that they can keep their visas. duh. And re: the number of Tims employees who are white: how many white Gen-Z Canadians do you see hoping to get a job at Tims vs. the number you can see who spend their entire day on their phones in their parents' basement?
Identity Attack0.6007182
Insult0.6149945
Profanity0.6001929
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.743089 Moderate Con 0.476 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The white guy on the bike is a as ignorant as the next guy. Africa is a whole ass continent with 54 countries. Canada is one country. Rape is NOT part of African Culture intact …
The white guy on the bike is a as ignorant as the next guy. Africa is a whole ass continent with 54 countries. Canada is one country. Rape is NOT part of African Culture intact over 50% of rapes are white male aggressors
Identity Attack0.6413409
Insult0.6308392
Profanity0.4840093
Threat0.15276608
Severe Toxicity0.34950548
Toxic 0.7252971 Moderate Con 0.398 Identity Attack Insult Moral_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably …
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably any other province or city you got homeless white canadian's smoking phentanyl. I hope that's not canadian culture. Blame your system and not only immigrants. A lot of people from outside are the reasons you guys are surviving today, infact 90% of your country's economy based on immigration. Canada only has false hopes, joblessness and homelessness for everybody because the government has completely failed and is only running sham schemes to fill their pockets.
Identity Attack0.55011386
Insult0.6051471
Profanity0.64657205
Threat0.045572113
Severe Toxicity0.3532795
Toxic 0.7252971 Constructive 0.524 Identity Attack Insult Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
5:18 yeah that guy is white trash alright, just as he described himself. He thinks rape is not ok to indians? Or that they're not even lower intelligence?
5:18 yeah that guy is white trash alright, just as he described himself. He thinks rape is not ok to indians? Or that they're not even lower intelligence?
Identity Attack0.61901736
Insult0.6099415
Profanity0.473824
Threat0.29834318
Severe Toxicity0.35368225
Toxic 0.72028047 Low Con 0.238 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
We white Canadians don’t hate them enough. The guy on the bike is right about africans though, I worked with lots and they are dumb as rocks.
We white Canadians don’t hate them enough. The guy on the bike is right about africans though, I worked with lots and they are dumb as rocks.
Identity Attack0.60238177
Insult0.68668073
Profanity0.33376193
Threat0.011974656
Severe Toxicity0.05742428
Toxic 0.71760553 Moderate Con 0.428 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
4:56 what an smart this guy is. first a generalization that all hindus eat poop is racist and low iq (if he wants to bring up iq) and what about indian muslims/christians? they are more …
4:56 what an smart this guy is. first a generalization that all hindus eat poop is racist and low iq (if he wants to bring up iq) and what about indian muslims/christians? they are more hygenic and does this guy just reject thim cause of their color? muslims and arabs literally are cleaner than most whites. we dont walk with crusty bits of poop in our butt we clean it with a bidet
Identity Attack0.5707127
Insult0.5130944
Profanity0.541926
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.71760553 Moderate Con 0.391 Identity Attack Insult Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Who's gonna tell these white w h o r e s that it's not u but it's the dollar hagemony u guys are just dumb people just check a 1000 year history it was always …
Who's gonna tell these white w h o r e s that it's not u but it's the dollar hagemony u guys are just dumb people just check a 1000 year history it was always india and China that ruled economic might
Identity Attack0.5707127
Insult0.6675394
Profanity0.5013569
Threat0.061089642
Severe Toxicity0.34969926
Moderate 0.687436 Low Con 0.158 Identity Attack Insult Unverified_Claim
Feb 26, 2026 Inside Canada's Indian Invasion...
eating poo😂😂 Indians from South Africa are clean to be honest wow that guy just said African grape is their culture how many white grape black people during slavery ?😂
eating poo😂😂 Indians from South Africa are clean to be honest wow that guy just said African grape is their culture how many white grape black people during slavery ?😂
Identity Attack0.55044734
Insult0.46625584
Profanity0.4177144
Threat0.054624002
Severe Toxicity0.35058254
Moderate 0.6863638 Low Con 0.215 Identity Attack Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
The "white guy" on the bike is extremely racist 😡 He's VERY ignorant and cannot tell the difference between culture or religion.
The "white guy" on the bike is extremely racist 😡 He's VERY ignorant and cannot tell the difference between culture or religion.
Identity Attack0.55044734
Insult0.66500133
Profanity0.17926037
Threat0.0116639575
Severe Toxicity0.04397394
Moderate 0.6863638 Moderate Con 0.382 Identity Attack Insult Moral_Argument
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Can take the guy on the bike too seriously... He's obviously very ignorant and also addressed himself as white trash which he sure isAt least he knows he's place.
Can take the guy on the bike too seriously... He's obviously very ignorant and also addressed himself as white trash which he sure isAt least he knows he's place.
Identity Attack0.5203519
Insult0.7065844
Profanity0.29984993
Threat0.01119791
Severe Toxicity0.0475607
Moderate 0.6852916 Moderate Con 0.432 Identity Attack Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Thats fucking sad to see, I'm french, when I was a kid and used to picture Canada, I used to think about white guy speaking french with a weird quebec accent, great and spotless cities, …
Thats fucking sad to see, I'm french, when I was a kid and used to picture Canada, I used to think about white guy speaking french with a weird quebec accent, great and spotless cities, Top 1 HDI, the good version of America. Sad to see how it turned out, same shit for Australia, glad we don't have this in france yet
Identity Attack0.46028158
Insult0.4339631
Profanity0.78491896
Threat0.011430934
Severe Toxicity0.24482845
Moderate 0.68408644 Constructive 0.624 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
That one white guy just did not give a damn 😂 YOU LOVE TO SEE IT
That one white guy just did not give a damn 😂 YOU LOVE TO SEE IT
Identity Attack0.5135796
Insult0.40243408
Profanity0.542788
Threat0.0475118
Severe Toxicity0.23226175
Moderate 0.68408644 Low Con 0.223 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
The white guy is so racist, he just hated africans
The white guy is so racist, he just hated africans
Identity Attack0.6649212
Insult0.48569724
Profanity0.32965264
Threat0.026652548
Severe Toxicity0.16960317
Moderate 0.6667219 Low Con 0.179 Identity Attack Identity_Assertion
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
This racist white guy on IQ on african there are more nigerian doctors and they higher on sat test than whites
This racist white guy on IQ on african there are more nigerian doctors and they higher on sat test than whites
Identity Attack0.6458014
Insult0.5130944
Profanity0.33453682
Threat0.02613456
Severe Toxicity0.23125283
Moderate 0.6611249 Low Con 0.201 Identity Attack Insult Moral_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
Identity Attack0.6682205
Insult0.6051471
Profanity0.33141375
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.65996873 Low Con 0.26 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
5:30 said by a fat white guy who's only way of transport is a bicycle😂😂😂
5:30 said by a fat white guy who's only way of transport is a bicycle😂😂😂
Identity Attack0.5680164
Insult0.5130944
Profanity0.26802593
Threat0.018192071
Severe Toxicity0.15706694
Moderate 0.6588125 Low Con 0.265 Identity Attack Insult Humor_Satire
Mar 1, 2026 2 likes 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...
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
Identity Attack0.6220118
Insult0.6308392
Profanity0.27477357
Threat0.010369381
Severe Toxicity0.12809667
Moderate 0.64447093 Low Con 0.29 Identity Attack Insult Moral_Argument
Mar 2, 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.