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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

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

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Active: "Dude , you have no …" 384 comments · Page 2 of 16
That dude with the bike and reflector jacket is just the most stupid person crawling around in Canada 🚮 he's is is below room temp
That dude with the bike and reflector jacket is just the most stupid person crawling around in Canada 🚮 he's is is below room temp
Identity Attack0.13805299
Insult0.7827088
Profanity0.29209393
Threat0.010110466
Severe Toxicity0.023927659
Toxic 0.76197964 Low Con 0.226 Insult Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
dude on the bike is a dumbass if he actually believes that 80iq african statement
dude on the bike is a dumbass if he actually believes that 80iq african statement
Identity Attack0.48915586
Insult0.6798578
Profanity0.5865656
Threat0.027343199
Severe Toxicity0.29621798
Toxic 0.7570315 Low Con 0.143 Insult Meta_Commentary
Jan 29, 2026 1 likes 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...
Did Florida Mall get him the f*** out of here dude now take the Punjab Express rate f****** back where you came from b****
Did Florida Mall get him the f*** out of here dude now take the Punjab Express rate f****** back where you came from b****
Identity Attack0.2816105
Insult0.6149945
Profanity0.70864636
Threat0.047835086
Severe Toxicity0.44969136
Toxic 0.7570315 Low Con 0.25 Insult Identity_Assertion
Feb 28, 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...
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
Identity Attack0.04925346
Insult0.40243408
Profanity0.70864636
Threat0.044925548
Severe Toxicity0.2322463
Toxic 0.75208336 Constructive 0.568 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
4:15 Dude speaking nothing but truth Indians eat poo
4:15 Dude speaking nothing but truth Indians eat poo
Identity Attack0.6007182
Insult0.5130944
Profanity0.4381921
Threat0.045895394
Severe Toxicity0.34954423
Toxic 0.75208336 Low Con 0.273 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
that bike dude is a brainwashed pig
that bike dude is a brainwashed pig
Identity Attack0.15303208
Insult0.755201
Profanity0.39409557
Threat0.010887212
Severe Toxicity0.11756202
Toxic 0.7510937 Low Con 0.217 Insult Identity_Assertion
Feb 7, 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...
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve …
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve to call us down for not accepting ur religion.... Piss off.. this government is a joke. How about Quebec take the over 1 million immigrants they took in this year alone, and we'll break off into our own country and make sure they can't BIDEN-IZE Canada. Don't stay quiet.. we need to be heard this is crazy.
Identity Attack0.3817989
Insult0.72868866
Profanity0.34099978
Threat0.013372798
Severe Toxicity0.16960317
Toxic 0.73663366 Moderate Con 0.432 Insult Identity_Assertion
Sep 7, 2025 Why Canadians Are Turning Against …
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...
Damnit dude I wish I ran into you
Damnit dude I wish I ran into you
Identity Attack0.053854458
Insult0.4339631
Profanity0.68353343
Threat0.5195707
Severe Toxicity0.2733782
Toxic 0.72028047 Moderate Con 0.405 Threat Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
dude majority of these indians can barely speak english and they stink so bad bro
dude majority of these indians can barely speak english and they stink so bad bro
Identity Attack0.6637263
Insult0.5739874
Profanity0.38343847
Threat0.035458352
Severe Toxicity0.26195827
Toxic 0.72028047 Low Con 0.175 Identity Attack Insult Identity_Assertion
Feb 5, 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...
Too conservative?! Too liberal dude, it's the left doing this shit not the Conservatives.
Too conservative?! Too liberal dude, it's the left doing this shit not the Conservatives.
Identity Attack0.24150419
Insult0.5130944
Profanity0.7092837
Threat0.010654188
Severe Toxicity0.045767322
Toxic 0.718943 Low Con 0.179 Insult
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
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...
Nah the dude on the bike mad Racist Talking about it’s Not Against Culture to rapee that makes no Sense but just racist ass statement 😂😂
Nah the dude on the bike mad Racist Talking about it’s Not Against Culture to rapee that makes no Sense but just racist ass statement 😂😂
Identity Attack0.3819294
Insult0.49151286
Profanity0.4862434
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.6852916 Low Con 0.195
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
"Indians are generally dirty people"!? Dude wtf.. You should try to use a bidet instead of toilet paper bruh
"Indians are generally dirty people"!? Dude wtf.. You should try to use a bidet instead of toilet paper bruh
Identity Attack0.55044734
Insult0.58196646
Profanity0.49259362
Threat0.013165667
Severe Toxicity0.19149859
Moderate 0.6827122 Moderate Con 0.301 Identity Attack Insult Humor_Satire
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
Look at that guy who’s calling another country a shit hole. Dude must really not have self awareness.
Look at that guy who’s calling another country a shit hole. Dude must really not have self awareness.
Identity Attack0.1808059
Insult0.5739874
Profanity0.70864636
Threat0.009903334
Severe Toxicity0.0912254
Moderate 0.681338 Low Con 0.188 Insult Meta_Commentary
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
nah bruh. The video aside. Why the fuck is Tyler of all people playing games for cash? This dude aint broke. He's lying about making $100 on that app. Love the content tho.
nah bruh. The video aside. Why the fuck is Tyler of all people playing games for cash? This dude aint broke. He's lying about making $100 on that app. Love the content tho.
Identity Attack0.051126
Insult0.38406035
Profanity0.6643082
Threat0.012130005
Severe Toxicity0.22207877
Moderate 0.6744087 Moderate Con 0.386 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Identity Attack0.55044734
Insult0.66500133
Profanity0.21997347
Threat0.013631714
Severe Toxicity0.038593806
Moderate 0.6611249 Low Con 0.291 Identity Attack Insult Unverified_Claim
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...
This smuggler isn’t even speaking Punjabi, it’s all Hindi pretending to be a punjabi person lol. Even got you to meet up at a gurdwara so he has cover. Anyone that’s originally from Punjab wouldn’t …
This smuggler isn’t even speaking Punjabi, it’s all Hindi pretending to be a punjabi person lol. Even got you to meet up at a gurdwara so he has cover. Anyone that’s originally from Punjab wouldn’t be speaking Hindi when trying to translate it, dudes a scumbag
Identity Attack0.36942887
Insult0.6677319
Profanity0.4170448
Threat0.033386398
Severe Toxicity0.20067264
Moderate 0.6426206 Moderate Con 0.336 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude, you're crazy! Those people don't care about your life.
Dude, you're crazy! Those people don't care about your life.
Identity Attack0.029144434
Insult0.65129566
Profanity0.29209393
Threat0.011430934
Severe Toxicity0.023076924
Moderate 0.63782936 Low Con 0.296 Insult Fear_Threat
Jan 29, 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.