Skip to content
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

click to expand

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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "This guy is racist" 207 comments · Page 2 of 9
No, bike-guy isn't "racist as the next guy," He's _way_ more racist than the rest of us goras in Brampton. That's some Archie Bunker shit.
No, bike-guy isn't "racist as the next guy," He's _way_ more racist than the rest of us goras in Brampton. That's some Archie Bunker shit.
Identity Attack0.33675182
Insult0.6099415
Profanity0.77181685
Threat0.011405042
Severe Toxicity0.16960317
Toxic 0.78207105 Moderate Con 0.371 Insult Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Identity Attack0.39461556
Insult0.563347
Profanity0.70864636
Threat0.028379176
Severe Toxicity0.23225145
Toxic 0.7701451 Low Con 0.29 Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
That guy with the bike is sooo hurt 😂😂😂😂😂😂 racist fk
That guy with the bike is sooo hurt 😂😂😂😂😂😂 racist fk
Identity Attack0.37361985
Insult0.5332045
Profanity0.5188411
Threat0.06939816
Severe Toxicity0.3525603
Toxic 0.7675452 Low Con 0.198 Insult Humor_Satire
Feb 27, 2026 1 likes Inside Canada's Indian Invasion...
The guy on the bike is a bigot, racist, insecure, and small-minded man! Talk about low IQ, he's the epitome! He clearly expresses how much he hates all Sub-Saharan Africans, but he does not know …
The guy on the bike is a bigot, racist, insecure, and small-minded man! Talk about low IQ, he's the epitome! He clearly expresses how much he hates all Sub-Saharan Africans, but he does not know them all, yet lumps an entire continent of people in the same category. His stupidity, envy, and jealously will rot his bones
Identity Attack0.35299334
Insult0.7827088
Profanity0.32299677
Threat0.114629425
Severe Toxicity0.16233426
Toxic 0.7675452 Moderate Con 0.328 Insult Moral_Argument
Mar 2, 2026 4 likes Inside Canada's Indian Invasion...
Brooo that white trash racist guy 😂😂😂😂 (just FYI that's not an accurate representation of the average Canadian smh pretty much NO ONE in Brampton is)😂
Brooo that white trash racist guy 😂😂😂😂 (just FYI that's not an accurate representation of the average Canadian smh pretty much NO ONE in Brampton is)😂
Identity Attack0.6649212
Insult0.69164425
Profanity0.33808854
Threat0.011275585
Severe Toxicity0.2322463
Toxic 0.76523775 Moderate Con 0.34 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes 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...
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Identity Attack0.38200524
Insult0.5739874
Profanity0.70864636
Threat0.013372798
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.208 Insult Moral_Argument
Feb 4, 2026 5 likes Inside Canada's Indian Invasion...
That guy with the bike saying african cultures is not against r**pe and that african IQ is below people with down syndrome is a FULL BLOWN RACIST.
That guy with the bike saying african cultures is not against r**pe and that african IQ is below people with down syndrome is a FULL BLOWN RACIST.
Identity Attack0.57150364
Insult0.67254376
Profanity0.48510036
Threat0.030969119
Severe Toxicity0.35368225
Toxic 0.74954444 Low Con 0.19 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes 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...
As a ‘Indian’ born in Canada I agree something needs to be done. The government is to be blamed for giving them false hope and not enforcing visa rules.. The guy on the bike however …
As a ‘Indian’ born in Canada I agree something needs to be done. The government is to be blamed for giving them false hope and not enforcing visa rules.. The guy on the bike however is insanely racist can we stop hyping up? He literally said we’re ‘lucky’ it’s Indians and not Africans or Muslims. Be so deadass what the fuck?
Identity Attack0.57957685
Insult0.62169385
Profanity0.6983885
Threat0.13815513
Severe Toxicity0.34993178
Toxic 0.743089 Constructive 0.567 Identity Attack Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans …
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans because he believes that rape is normal in their African culture!!! What?? He has no idea that India has highest rape rate in a year and brutality including regular lynching... my goodness... this guy will not open his eyes yet. And why he hates muslims? He is ignorant. What a crazy racist is that guy. Hate and racism is going to burn our lovely beloved safest country Canada. This is not right. Alarm. Whoever we are, we all must live together in peace and unity. Multiculturalism is not bad but Candian common culture must be adopted, respected and lived.
Identity Attack0.55044734
Insult0.69164425
Profanity0.37993968
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.7252971 Constructive 0.556 Identity Attack Insult Moral_Argument
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
8:28 they are terrorist,indian government already warned canada buy your justin trudo only care about his votes so it's your government failure that they allow criminals to settle down,these(the guys in photo)motherfucker sell drug they …
8:28 they are terrorist,indian government already warned canada buy your justin trudo only care about his votes so it's your government failure that they allow criminals to settle down,these(the guys in photo)motherfucker sell drug they supply to the punjab through pakistan border all the Punjabi singer who live in canada are also part of it,so being racists towards indian will not help you ask your government to take action on them and return them to indian government
Identity Attack0.5135796
Insult0.5678696
Profanity0.50818664
Threat0.10542984
Severe Toxicity0.35368225
Toxic 0.72028047 Moderate Con 0.35 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
guy on the bike has no goddamn clue what he’s talking about just like every racist
guy on the bike has no goddamn clue what he’s talking about just like every racist
Identity Attack0.3817989
Insult0.5497792
Profanity0.6321197
Threat0.013631714
Severe Toxicity0.16960317
Toxic 0.718943 Low Con 0.167 Insult Meta_Commentary
Feb 9, 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...
5:31 this guy is the type of person who is a loser and only blames others, typical discord mod build racist too. 😂
5:31 this guy is the type of person who is a loser and only blames others, typical discord mod build racist too. 😂
Identity Attack0.28034934
Insult0.6149945
Profanity0.32658687
Threat0.018364733
Severe Toxicity0.16960317
Moderate 0.687436 Low Con 0.197 Insult Meta_Commentary
Jan 27, 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...
Why is there garbage in thumbnail, it shows you're clearly racist , like in this video there is literally no place where there is garbage , and i don't live in Canada, so I don't …
Why is there garbage in thumbnail, it shows you're clearly racist , like in this video there is literally no place where there is garbage , and i don't live in Canada, so I don't know anything but as what I have seen video , you're just a racist guy
Identity Attack0.34324843
Insult0.6149945
Profanity0.26937544
Threat0.009981008
Severe Toxicity0.14126498
Moderate 0.6852916 Moderate Con 0.36 Insult Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
You come to arguably the most diverse country on the planet to criticize... it's diversity? Why we're you interviewing that one guy in the middle of the road and ignoring the cars honking at you? …
You come to arguably the most diverse country on the planet to criticize... it's diversity? Why we're you interviewing that one guy in the middle of the road and ignoring the cars honking at you? Stay in your racist braindead fascist country where you belong.
Identity Attack0.5612457
Insult0.6336687
Profanity0.19524631
Threat0.018882722
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.388 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes 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...
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends …
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends expect everything gets to their table. Though India is a Hindu majority country, we have more churches and mosques than temples. That’s the wide arms we show to others beliefs. Buts what’s wrong with the bible/quran followers ? Canadians are so immature, racists and hypocrites than ever
Identity Attack0.5913144
Insult0.6500014
Profanity0.117874645
Threat0.0101363575
Severe Toxicity0.02458496
Moderate 0.65996873 Constructive 0.545 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
The bike guy is a hero for every racist retard on the comments
The bike guy is a hero for every racist retard on the comments
Identity Attack0.46050715
Insult0.6308392
Profanity0.40878695
Threat0.01750142
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.26 Insult Meta_Commentary
Jan 28, 2026 2 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...
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...
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Identity Attack0.40447855
Insult0.5588244
Profanity0.44366163
Threat0.061736204
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.25 Insult Identity_Assertion
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.