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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 #}

Comment Explorer

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

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Active: "This will be the whole …" 327 comments · Page 2 of 14
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask …
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask a punjabi where are you from he doesn't said india they say punjab who the fuck knows punjab .hate that lassies 😅
Identity Attack0.5274064
Insult0.5678696
Profanity0.6001929
Threat0.058826666
Severe Toxicity0.3525603
Moderate 0.687436 Constructive 0.532 Identity Attack Insult Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
A Pakistani man walked on the back of my heals when I walked into wallmart because I walked in front of him ,,, I am a retired Nurse in Ontario ,, I have lived in …
A Pakistani man walked on the back of my heals when I walked into wallmart because I walked in front of him ,,, I am a retired Nurse in Ontario ,, I have lived in CANADA my whole life I’m 63 ,,, I HAVE NEVER EXPERIENCED THIS FROM A WHITE MAN EVVVVVVVER ,,, ALL I CAN SAY IS WTF😳These immigrants are RUDE
Identity Attack0.6458014
Insult0.5678696
Profanity0.44431314
Threat0.035458352
Severe Toxicity0.23340854
Moderate 0.6863638 Constructive 0.575 Identity Attack Insult
Aug 25, 2025 Why Canadians Are Turning Against …
As a Canadian African, allow me to say this to the idiot MF trash that says African are low intelligence. I am a critical nurse. My whole family has higher education, and most African can …
As a Canadian African, allow me to say this to the idiot MF trash that says African are low intelligence. I am a critical nurse. My whole family has higher education, and most African can teach this fat, hateful Mitch a lot of history of Canada . What does he do? As the host of this piece, you have shown what size you're on by not speaking up and laughing. Tell me again that Canadians are not a racist. MITCH BYE
Identity Attack0.50515443
Insult0.71120167
Profanity0.36230123
Threat0.011353259
Severe Toxicity0.15443328
Moderate 0.6852916 Moderate Con 0.48 Identity Attack Insult Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
How the fuck can anyone drive an uber without a license !! Total BS !! And the guy not even trying to cross question the polish guy clearly shows how rigged up this "random" encounter …
How the fuck can anyone drive an uber without a license !! Total BS !! And the guy not even trying to cross question the polish guy clearly shows how rigged up this "random" encounter is !! And that MF says he grew up in Poland byt speaks in a perfect Canadian accent !! At least "try" to make this whole thing authentic man !!
Identity Attack0.25647953
Insult0.48228607
Profanity0.6370159
Threat0.019055385
Severe Toxicity0.232236
Moderate 0.68408644 Moderate Con 0.389 Meta_Commentary
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
Stop sending money to other countries your a scum bag .You and your rich wef buddies get outta here. And the whole corrupt liberal party . Your 33 buck increase is a joke to Canadians …
Stop sending money to other countries your a scum bag .You and your rich wef buddies get outta here. And the whole corrupt liberal party . Your 33 buck increase is a joke to Canadians . Start spending in Canada and tax paying money . Liberators please liberate us from liberal corrupt crooks . You work for Us not yourself .
Identity Attack0.24462871
Insult0.71120167
Profanity0.24818924
Threat0.01086132
Severe Toxicity0.02604016
Moderate 0.6827122 Low Con 0.198 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
CANADIAN AND US THINKING THAT THIS IS THEIR LAND THEN WHAT SHOULD NATIVE AMERICANS SAYYY!!!!! THESE MFS HAVE KILLED A WHOLE GEN OF NATIVE PEOPLE , !!!!! STFU
CANADIAN AND US THINKING THAT THIS IS THEIR LAND THEN WHAT SHOULD NATIVE AMERICANS SAYYY!!!!! THESE MFS HAVE KILLED A WHOLE GEN OF NATIVE PEOPLE , !!!!! STFU
Identity Attack0.4508763
Insult0.5130944
Profanity0.40929472
Threat0.34804323
Severe Toxicity0.3494667
Moderate 0.681338 Low Con 0.18 Insult
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
What's even worse is the people that work here their whole life and barely got enough to retire now can't retire or are starving because there's no more services for those people who built this …
What's even worse is the people that work here their whole life and barely got enough to retire now can't retire or are starving because there's no more services for those people who built this damn country and these new people don't give a s*** about it they're destroying everything I mean how many videos do you got to see if I'm dumping garbage and using our beaches as washrooms
Identity Attack0.19495805
Insult0.4710501
Profanity0.5722072
Threat0.1115629
Severe Toxicity0.23224458
Moderate 0.6611249 Constructive 0.568 Economic_Argument
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Identity Attack0.57554024
Insult0.40975618
Profanity0.49576873
Threat0.071698055
Severe Toxicity0.33047765
Moderate 0.6588125 Low Con 0.205 Identity Attack Moral_Argument
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
Good to see "New New Dehli" aka Canada's problems being shown here , the whole Country is a fucking mess
Good to see "New New Dehli" aka Canada's problems being shown here , the whole Country is a fucking mess
Identity Attack0.40713623
Insult0.5130944
Profanity0.61633086
Threat0.010964886
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.308 Insult Fear_Threat
Jan 29, 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...
I'm sick of immigrants. I've had multiple scammed lotto tickets that won were taken & fed BS. Up to 147,000 & because it was a quick-pic lotto corp doesn't even look at signatures!? They walk …
I'm sick of immigrants. I've had multiple scammed lotto tickets that won were taken & fed BS. Up to 147,000 & because it was a quick-pic lotto corp doesn't even look at signatures!? They walk in packs, the doctor's office, the whole family is there?WTF They own businesses, collect government income & hire family, so no taxes are being paid. We're too nice & they walk all over us, bringing their crime & filthy living habits. Pollution pigs! I'm tired of them claiming all the funds they get while working at family restaurants. As A born Canadian can't even get an emergency check?
Identity Attack0.57150364
Insult0.5739874
Profanity0.41255033
Threat0.04363242
Severe Toxicity0.2322463
Moderate 0.6407703 Constructive 0.6 Identity Attack Insult
Aug 27, 2025 Why Canadians Are Turning Against …
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg …
Hi there OMG everything in canada scam oh shit man our citizens pay tax whole life,n this third world poor country people just come n they getting all benefit from our tax pay money omg anyway thanks government fail.
Identity Attack0.33060804
Insult0.5072643
Profanity0.541926
Threat0.012440704
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.305 Insult Economic_Argument
Nov 21, 2025 Thousands of refugees allowed into …
Libs man its libs. Anyone who voted for liberals, did vote for this whole damn mess
Libs man its libs. Anyone who voted for liberals, did vote for this whole damn mess
Identity Attack0.21075934
Insult0.5130944
Profanity0.6001929
Threat0.01187109
Severe Toxicity0.040387187
Moderate 0.6308517 Low Con 0.176 Insult Policy_Critique
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Main problem with canada was that they invited those dumbs from whole over the world who were never pleased in their countries. I am from punjab and past 7 years I saw those people going …
Main problem with canada was that they invited those dumbs from whole over the world who were never pleased in their countries. I am from punjab and past 7 years I saw those people going abroad those who were useless are not able to earn a living here.
Identity Attack0.2877625
Insult0.6798578
Profanity0.20808282
Threat0.009023022
Severe Toxicity0.023076924
Moderate 0.6289369 Moderate Con 0.438 Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I live in Toronto.. Thank you Tyler for coming to my shitty city and showing the whole world what problem we are having here.
I live in Toronto.. Thank you Tyler for coming to my shitty city and showing the whole world what problem we are having here.
Identity Attack0.2783691
Insult0.4962726
Profanity0.6001929
Threat0.009281937
Severe Toxicity0.07542343
Moderate 0.6289369 Constructive 0.593
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians are also extremely racist 😂 so that whole crying over “White man bad” doesn’t really cut it
Indians are also extremely racist 😂 so that whole crying over “White man bad” doesn’t really cut it
Identity Attack0.6220118
Insult0.4555076
Profanity0.28938356
Threat0.02250864
Severe Toxicity0.16960317
Moderate 0.60311776 Low Con 0.269 Identity Attack Identity_Assertion
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
These immigrants have it too good! Wow, a whole four dolllars per prescription. I’m paying more than that in all my co pay and I live below the poverty line! Hell, I have to pay …
These immigrants have it too good! Wow, a whole four dolllars per prescription. I’m paying more than that in all my co pay and I live below the poverty line! Hell, I have to pay seventeen dollars in co pay for Spiriva just so I can breath and these damn asylum seekers get it for four bucks?! These freeloaders have got to go! Born and raised in Canada. Paid taxes since I was sixteen and this is my payback! Then they wonder why Canadians are starting to resent and actually hate these immigrants. Sorry but not sorry!!!!
Identity Attack0.49855098
Insult0.5678696
Profanity0.4662011
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.60152835 Constructive 0.535 Insult Economic_Argument
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
hindu fatigue on full. The whole world is sick of them
hindu fatigue on full. The whole world is sick of them
Identity Attack0.57957685
Insult0.48627716
Profanity0.28593817
Threat0.047835086
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.236 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
5:28 the hell he is saying about a WHOLE continent 💀
5:28 the hell he is saying about a WHOLE continent 💀
Identity Attack0.051126
Insult0.24928534
Profanity0.48510036
Threat0.022335978
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.285 Meta_Commentary
Feb 11, 2026 37 likes Inside Canada's Indian Invasion...
LOL your whole IT and Pharma industry is depends on you without us you guys are fool just trying figure out how things work 😂😂
LOL your whole IT and Pharma industry is depends on you without us you guys are fool just trying figure out how things work 😂😂
Identity Attack0.039456755
Insult0.6109131
Profanity0.30690086
Threat0.009929225
Severe Toxicity0.023076924
Moderate 0.5921536 Low Con 0.139 Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Identity Attack0.55044734
Insult0.5678696
Profanity0.357228
Threat0.17964768
Severe Toxicity0.20067264
Moderate 0.5885171 Constructive 0.511 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
That one guy really said Africa is dumb. A whole continent is dumb? And he is talking about how africans have low intelligence? Him thinking that a whole continent with over 1.5 billion people in …
That one guy really said Africa is dumb. A whole continent is dumb? And he is talking about how africans have low intelligence? Him thinking that a whole continent with over 1.5 billion people in it is dumb shows me that he in fact is the one with low intelligence. Ew..
Identity Attack0.46614665
Insult0.58196646
Profanity0.33954415
Threat0.01052473
Severe Toxicity0.02378681
Moderate 0.5885171 Low Con 0.217 Insult Meta_Commentary
Feb 8, 2026 4 likes Inside Canada's Indian Invasion...
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO …
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO STAY HERE?? OH MY GOD, STUDENT VISA, IS A STUDENT VISA, YOU ARE HERE TO STUDY STUDYBSTUDY STUDY, GET THAT CLEAR ON.MIND, STUDY, , , YOU FINISH , GO HOME, GO HOME, GET CERTIFICATE OR DIPLOMA GO HOME,,,,, THE AMOUNT OF MONEY YOU HAD BEEN WORKING AS A STUDENT VISA STUDENT VISA THAT IMMIGRATION CANADA ALLOWED YOU, WHICH IS I THINK, ITS RIDICULOUS, THEY SHOULD NOT ALLOWED TO WORK IN A STUDENT -VISA, THEY CHOOSE CANADA TO STUDY , THEY SHOULD HAVE MONEY TO PAY FOR THEIR APARTMENT, FOOD ( NOT USING FOODBANK), PAY FOR.HEALTHA CARE(.INSTEAD USING UNIVERSAL HEALTH CARE) AND REST OF THEIR FAMILY THEY BROUGHT) ,,,, AS THE WORD ITSELF, STUDENT- VISA, BRING YOUR OWN MONEY, DO NOT USE CANADA AS A PIGGY BANK TO EARN MORE , YOU ARE NOT ALLOWED THAT
Identity Attack0.3817989
Insult0.47357693
Profanity0.4989438
Threat0.025443908
Severe Toxicity0.27908814
Moderate 0.584095 Moderate Con 0.399
Oct 17, 2025 IRCC Names India in Study …
such racists. imagine how the native people felt when the europeans showed up and took over the whole country instead of a fricking city. jeezus.
such racists. imagine how the native people felt when the europeans showed up and took over the whole country instead of a fricking city. jeezus.
Identity Attack0.44690517
Insult0.5130944
Profanity0.42185885
Threat0.011508608
Severe Toxicity0.05832097
Moderate 0.5779532 Low Con 0.195 Insult
Oct 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why the f*ck would you move to another part of the world and bring your country with you? The whole point of leaving your country is to start new and acclimatize to the country you've …
Why the f*ck would you move to another part of the world and bring your country with you? The whole point of leaving your country is to start new and acclimatize to the country you've moved to...🙄
Identity Attack0.104676254
Insult0.33154017
Profanity0.61633086
Threat0.009437286
Severe Toxicity0.072789766
Moderate 0.57271194 Moderate Con 0.387
Nov 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.