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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: "This guy is a joke …" 9 comments
GOING SET THE PHONE CALLS EACH PLANET ROCK EACH WORLD ONLY NEED CLEAN AND CLEAR GET THE HUMANOIDS AND THEE UP DATED ON THE PHONE TODAY BEEN WORKING ON THIS THY SOURCE ONE SOURCE/ ANY …
GOING SET THE PHONE CALLS EACH PLANET ROCK EACH WORLD ONLY NEED CLEAN AND CLEAR GET THE HUMANOIDS AND THEE UP DATED ON THE PHONE TODAY BEEN WORKING ON THIS THY SOURCE ONE SOURCE/ ANY IN CANADA MAKE THEM CANADIAN AS YOU WAS TOLD TWO US THE PRESTON MANNING PLAN MAKE SURE THE JOB WAITING YOU ARE SKILLED WORKERS AS THE WHITE AND DARK SIN ARE LAZY WANT BIG JOB WITH THEY KNOW HURK AND THE HOE CREW ON TAXES. THIS WAS MOVED AS THE WORKERS START AT THE BOTTOM LEARN THE JOB WORK KNOWING IF THEY IN THE NATION HIS GIVES ALL THE TIME MOVE FORWARD .. THEY KNOW ABOUT MY CLASS EACH WORLD THE CANADIAN EXPERIENCE . IF ANY SAYING THY ALLAH SOURCE TIMOTHY CAMERON DREW DOES KNOW .. YOUR IGNORANCE AS FRAMED THEM SELFS AS ANY WITH MIND FUNCTION THINKING THEY STEALING AS IT ONLY ONE GUY . BUY BY STOOGES ....THIS WHY YOU CANT' READ SAME AS THY CANT WRITE THAT THE PUNK's JOKE ABOUT THY SPELLING WHY PAY ANY THEM HUMP's WRITE SPELL READ THE MINDS OF THEM ARE RUDE STOOGE WITH NOT ANY COMPREHENSION AS LOOK AT ART OF CHINA WRITING LOOK AT MY SPEAKING WAYS WANTS ARABIC AS WORDS NOT IN THE ENG LISH THE REAL TERRORIST THAT THINK THEY BETTER STEALING FROM MY LIFE THY COMPANYS THEN CLAIMS THAT DUMBEST HOE HANDLE HURK's ANY EVER SEEN . THINK TIMOTHY ONLY READ GRADE 5 WHY EVERY NEW PAPER EVER MADE ANY NATION GRADE 5 HURK's OF STEALING PISS ANT's .!!!! SPELLING READING COVERED VIDEO EASY SPEAKING COMPTERS GOT THAT WHY ANY NEED SPIRIT FAT CAT CRIME FAMILY WITH THE R THY TIMOTHY MOUTH THEY HAVE ACTORS AND HOE's WITH MALL COP SUCKER's PROTECTING FOOL's >>>> MOVING FORWARD WITH OUT THE PASSED AS THE JEWISH SAY PASSED OVER ARMY OF REMOVE THIS ISREAL ZOINIST DEVIL FAMILY FRAME BLAME GAME LOOK AT THE USELESS IDIOTs . STARTING FIGHTS WHY THE FAT CAT THINK NO OTHERS COULD WATCH THEM STEALING FROM WHO THE OE FRAMED THE FOOL'S ... THINK YOUR TRAPPED FROM WHAAT YOU DID AND SAID ... WHO CARES ABOUT WHO SAID THAT HUSTLERS THAT TRAPPED YOU FOOL's THAT WHO THEY ARE. YOU LEARN YOU JUST BECOME DUST STONE THAT EASY .... THINK ABOUT THE NATION THAT YOU ARMY KILLED ???? TAX STEALING PAY YOUR ROYAL FOIL DEVIL FAMILY's WHO FAT CATS GOVERNMENTS EXP AND WAGES EARNING RETIREMENT FUND'S ... THE CREW OF CONVICT DEMON SALES ON STOOGE'S YOU LEARN DID THIS ON EVERY FORM YOUR JUST MIND ARE AND OR HAS BEEN LOST IN THEM SELF'S . HAVE JOB GOING FOR THE FUTURE AS AND AS CLEAN AND CLEAR !!!! GET THIS EARTH GARDEN AS HUB HEAR IN CALL ANY HUMAN AND OTHERS FORMS PLANETS ROCK's EACH WORLD . THEY WATCH CALL THE PLANET WITH NEWS OUT LET THEY COULD NOT CALL MESSAGE THEY WANT TALK WRONG PLANET
Identity Attack0.14007242
Insult0.93425286
Profanity0.018247532
Threat0.0069734706
Severe Toxicity0.0021460403
Toxic 0.93778807 Insult Meta_Commentary
Apr 16, 2025
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...
9:07 how the F is this guy a rn he can’t even speak English clearly what a scam and joke. His wife too.🤡🤡🤡🤡
9:07 how the F is this guy a rn he can’t even speak English clearly what a scam and joke. His wife too.🤡🤡🤡🤡
Identity Attack0.09576365
Insult0.5130944
Profanity0.39670458
Threat0.025098583
Severe Toxicity0.16960317
Moderate 0.6426206 Low Con 0.148 Insult Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
These rednecks had generations to make something of themselves. That one poor looking white guy in the beginning should be ashamed of his ancestors for not making his life easier. My dad came in 1974 …
These rednecks had generations to make something of themselves. That one poor looking white guy in the beginning should be ashamed of his ancestors for not making his life easier. My dad came in 1974 from India and worked his ass off. Drive a truck, taxi, and worked construction. Now I’m a CPA and my brother is a bloody doctor. No joke. In 1 generation. That’s how it’s done. It’s their own fault. They couldn’t make something of it, so we will. If you don’t like it, then just do what you tell us to do: get out.
Identity Attack0.50515765
Insult0.5497792
Profanity0.44431314
Threat0.0475118
Severe Toxicity0.16960317
Moderate 0.55739564 Constructive 0.598 Identity Attack Insult Personal_Narrative
Feb 1, 2026 3 likes Inside Canada's Indian Metropolis (Brampton)
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked …
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked paramilitary to gun down unrelated soccer moms and icu nurses dead in the streets to stop the smuggling, we don't do that in Canada. we don't do the fascist thing particularly well here.
Identity Attack0.40255263
Insult0.3486032
Profanity0.16217725
Threat0.42133212
Severe Toxicity0.02514347
Moderate 0.4274071 Moderate Con 0.398 Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Canadian secret service are no joke (CSIS) why are they allowing this to go down? They could easily track down these guys ruining our country.
Canadian secret service are no joke (CSIS) why are they allowing this to go down? They could easily track down these guys ruining our country.
Identity Attack0.033784978
Insult0.11797678
Profanity0.017162729
Threat0.012803185
Severe Toxicity0.0034332275
Low Tox 0.20172562 Low Con 0.224
Jan 27, 2026 Inside Canada's Indian Invasion...
I thought the bike guy was joking but hes correct 😂 the average iq is around 70
I thought the bike guy was joking but hes correct 😂 the average iq is around 70
Identity Attack0.017364962
Insult0.08410009
Profanity0.03765389
Threat0.0077672824
Severe Toxicity0.003604889
Low Tox 0.18269104 Low Con 0.284 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
how much taxes do they pay? I was in California and they don't have to get a license but they drive cars with no plates on them. In taxachusetts i know a guy who got …
how much taxes do they pay? I was in California and they don't have to get a license but they drive cars with no plates on them. In taxachusetts i know a guy who got in an accident with a truck that was driven by an illegal...he did not have a license and they let him go...the company that owned the truck paid. They get more benefits than us and they pay no taxes. I was unemployed once and had no health care. every place I applied refused me health care so at the end of the year I had to pay a penalty for each month I didn't have health care. What penalty do they pay? I am discriminated against for being a poor white american citizen. This country is a joke and I wish I was never born here.
Identity Attack0.033784978
Insult0.046178754
Profanity0.021535112
Threat0.007974415
Severe Toxicity0.0031852722
Low Tox 0.11171334 Constructive 0.694
Oct 7, 2018 2 likes How much do refugees and …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …

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.