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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 all of them are …" 392 comments · Page 3 of 16
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for …
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for a long time until the new ppl started showing up. Aside from that these videos make ppl who lived here for generations also look bad. A sikh solider on 1 stamp and everyone started freaking out without knowing context. Everyday i see ppl blaming the action of 1 person on everyone, culture, and etc. I see ppl actively lying and many ppl actaully believing in jt. These ppl highlight only the bad as the biggest picture leaving out the actual story.
Identity Attack0.40713623
Insult0.5270482
Profanity0.55356324
Threat0.045895394
Severe Toxicity0.35058254
Moderate 0.6544696 Constructive 0.59 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
peak shit bro
peak shit bro
Identity Attack0.017063495
Insult0.34392178
Profanity0.86331284
Threat0.008841781
Severe Toxicity0.1762085
Moderate 0.6544696 Moderate Con 0.397 Humor_Satire
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Bro, your mother is dirty. Disagree without dehumanizing. Criticize ideas, not entire races or nations. Verify before sharing. Refuse to amplify content that thrives on outrage, fear, or humiliation of others.
Bro, your mother is dirty. Disagree without dehumanizing. Criticize ideas, not entire races or nations. Verify before sharing. Refuse to amplify content that thrives on outrage, fear, or humiliation of others.
Identity Attack0.14875233
Insult0.6677319
Profanity0.30690086
Threat0.0138755
Severe Toxicity0.070156105
Moderate 0.6491204 Moderate Con 0.395 Insult
Jan 27, 2026 1 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...
This is how it works: They don't smuggle you bro❗️ Routine is to bring a female inside in a few hours to wait along with you for crossing. Then their female thieving friend would shout …
This is how it works: They don't smuggle you bro❗️ Routine is to bring a female inside in a few hours to wait along with you for crossing. Then their female thieving friend would shout and scream accusing you of stealing her moneyor touching her inappropriately. In response to which you will get beaten up and they steal all your money and documents They will throw you out knowing that you are scared of them and the cops. They usually pull this shit on Africans.
Identity Attack0.54996765
Insult0.489133
Profanity0.61633086
Threat0.3077799
Severe Toxicity0.20067264
Moderate 0.6426206 Moderate Con 0.45 Identity Attack Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Identity Attack0.10221587
Insult0.6831271
Profanity0.34536663
Threat0.049774777
Severe Toxicity0.023880709
Moderate 0.6407703 Moderate Con 0.339 Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
lol bro didnt get enough hate from indians from the poop festival video
lol bro didnt get enough hate from indians from the poop festival video
Identity Attack0.55044734
Insult0.4555076
Profanity0.39670458
Threat0.040638234
Severe Toxicity0.1762085
Moderate 0.63782936 Low Con 0.169 Identity Attack Humor_Satire
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Bro, that accent and gentle voice when you were being smuggled, damn! XD
Bro, that accent and gentle voice when you were being smuggled, damn! XD
Identity Attack0.027614836
Insult0.34782293
Profanity0.64657205
Threat0.025443908
Severe Toxicity0.10702737
Moderate 0.6342749 Moderate Con 0.456 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
SEEN YOUR vid from @theplebreporter. YOUR SO CRAZY BRO!!! THANK YOU FOR EXPODING CSNSDIAN CRIME!!!!
SEEN YOUR vid from @theplebreporter. YOUR SO CRAZY BRO!!! THANK YOU FOR EXPODING CSNSDIAN CRIME!!!!
Identity Attack0.09245483
Insult0.5101222
Profanity0.2801717
Threat0.05171447
Severe Toxicity0.16960317
Moderate 0.6342749 Moderate Con 0.378 Insult Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Brooo that guy on the bike man I would love to hang out with him.... In the world of fake shit and feelings bro is a breath of fresh air
Brooo that guy on the bike man I would love to hang out with him.... In the world of fake shit and feelings bro is a breath of fresh air
Identity Attack0.057037655
Insult0.34314156
Profanity0.67055607
Threat0.049451493
Severe Toxicity0.14916596
Moderate 0.6342749 Moderate Con 0.481 Meta_Commentary
Jan 29, 2026 24 likes Inside Canada's Indian Invasion...
U know Cannada how cannada always supported Kh@l!stan radicals even when india warned now suffer lil bro 🥀 get ur ass on. This "Indian" invasion cuz they'll create c@nnada into K@hal!stan
U know Cannada how cannada always supported Kh@l!stan radicals even when india warned now suffer lil bro 🥀 get ur ass on. This "Indian" invasion cuz they'll create c@nnada into K@hal!stan
Identity Attack0.5135796
Insult0.5130944
Profanity0.5150164
Threat0.16383497
Severe Toxicity0.34935045
Moderate 0.6308517 Low Con 0.152 Identity Attack Insult Unverified_Claim
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
bro knows nothing bro just knows the surface of the ocean not the depth of it just dumb people honestly
bro knows nothing bro just knows the surface of the ocean not the depth of it just dumb people honestly
Identity Attack0.052490227
Insult0.6149945
Profanity0.3866461
Threat0.010239923
Severe Toxicity0.023076924
Moderate 0.6289369 Low Con 0.195 Insult Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Thank you for making this video bro this crap has come too far
Thank you for making this video bro this crap has come too far
Identity Attack0.059311368
Insult0.42567953
Profanity0.54024357
Threat0.01187109
Severe Toxicity0.029626917
Moderate 0.62702215 Moderate Con 0.392 Call_To_Action
Jan 29, 2026 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...
Bro, no one likes indians, why tf do they keep migrating and taking over
Bro, no one likes indians, why tf do they keep migrating and taking over
Identity Attack0.60238177
Insult0.4339631
Profanity0.4596479
Threat0.035113025
Severe Toxicity0.20984669
Moderate 0.61223894 Low Con 0.265 Identity Attack Fear_Threat
Jan 27, 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 found the one autistic racist guy.
Bro found the one autistic racist guy.
Identity Attack0.49584505
Insult0.6051471
Profanity0.2268346
Threat0.0101363575
Severe Toxicity0.043077253
Moderate 0.61223894 Low Con 0.152 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
8:32 polish man, bro you are standing naked, and giving interview and calling other people dirty... bro's claim "they don't work" your uber driver was working lol. and wtf with the line "they all look …
8:32 polish man, bro you are standing naked, and giving interview and calling other people dirty... bro's claim "they don't work" your uber driver was working lol. and wtf with the line "they all look alike" lol, that's racism you can get sued on this btw.
Identity Attack0.29188538
Insult0.4534306
Profanity0.41194582
Threat0.05268431
Severe Toxicity0.16960317
Moderate 0.61223894 Constructive 0.526 Moral_Argument
Feb 28, 2026 Inside Canada's Indian Metropolis (Brampton)
8:07 bro that chicks jacket is fkn sick! 🔥
8:07 bro that chicks jacket is fkn sick! 🔥
Identity Attack0.10221587
Insult0.40698266
Profanity0.47435758
Threat0.018019408
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.423 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Dayum tyler went and was going to go and do the deal, that was wild man.You've got big balls bro
Dayum tyler went and was going to go and do the deal, that was wild man.You've got big balls bro
Identity Attack0.031980325
Insult0.26957804
Profanity0.47435758
Threat0.01698343
Severe Toxicity0.02604016
Moderate 0.6027529 Moderate Con 0.439 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
bro said all africas are bad people like what did i do😮‍💨
bro said all africas are bad people like what did i do😮‍💨
Identity Attack0.6649212
Insult0.42567953
Profanity0.25093055
Threat0.045895394
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.281 Identity Attack Moral_Argument
Mar 1, 2026 Inside Canada's Indian Invasion...
3:46 bro im crying 😭 funniest shit ive seen today
3:46 bro im crying 😭 funniest shit ive seen today
Identity Attack0.024600167
Insult0.1823172
Profanity0.64080805
Threat0.013165667
Severe Toxicity0.16960317
Moderate 0.6027529 Moderate Con 0.373 Humor_Satire
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
Bro, You are crazy.
Bro, You are crazy.
Identity Attack0.018972786
Insult0.6407567
Profanity0.2666764
Threat0.008375733
Severe Toxicity0.01896597
Moderate 0.60152835 Moderate Con 0.314 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
they scam us and eat poo, that's wild bro
they scam us and eat poo, that's wild bro
Identity Attack0.047706615
Insult0.39297962
Profanity0.4401715
Threat0.038220957
Severe Toxicity0.12809667
Moderate 0.60152835 Low Con 0.26 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
5:13 “I love dudes honestly”. I’m as racist as the next guy. SAME BRO SAME. IF IT LOOKS LIKE A DUCK AND WALKS LIKE A DUCK… it’s a duck. Don’t wait for it to fing …
5:13 “I love dudes honestly”. I’m as racist as the next guy. SAME BRO SAME. IF IT LOOKS LIKE A DUCK AND WALKS LIKE A DUCK… it’s a duck. Don’t wait for it to fing quack lol
Identity Attack0.3817989
Insult0.4339631
Profanity0.29209393
Threat0.091630474
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.356
Jan 27, 2026 12 likes 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.