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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

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Active: Tox: 0.5 – 1 4,704 comments · Page 95 of 189
Yoo I"m a french Canadian from Montréal , I was angry with whats happening in Brampton Ontario, but to see my city hosting these type of bullshit make me loose my damn mind . Sorry …
Yoo I"m a french Canadian from Montréal , I was angry with whats happening in Brampton Ontario, but to see my city hosting these type of bullshit make me loose my damn mind . Sorry to my US friends, we don't want that to happen.
Identity Attack0.19100772
Insult0.4339631
Profanity0.7107322
Threat0.010835429
Severe Toxicity0.15179962
Moderate 0.64447093 Constructive 0.638 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
YES THANKYOU FOR DOING THIS VIDEO CANADA IS FULL OF EM I HATE IT
YES THANKYOU FOR DOING THIS VIDEO CANADA IS FULL OF EM I HATE IT
Identity Attack0.54151535
Insult0.41767508
Profanity0.27207452
Threat0.03718498
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.376 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
5:59 she 😂thinks she is better than rest of us no solid point she said international students are robbing us you don’t pay us enough you desi owners are real criminals you are once those …
5:59 she 😂thinks she is better than rest of us no solid point she said international students are robbing us you don’t pay us enough you desi owners are real criminals you are once those who have actually abused the system of Lmia you are the once who do all illshit you need to do better thinking you came before and you are better is just 🐂💩
Identity Attack0.20483385
Insult0.5129801
Profanity0.473824
Threat0.049128212
Severe Toxicity0.25053838
Moderate 0.64447093 Low Con 0.281 Insult Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here …
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here in India!!😂😂😂
Identity Attack0.55803186
Insult0.6306599
Profanity0.17706433
Threat0.13768311
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.316 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
“ pay no taxes”? Now that’s a bold ass lie
“ pay no taxes”? Now that’s a bold ass lie
Identity Attack0.017766917
Insult0.48313886
Profanity0.48510036
Threat0.010731863
Severe Toxicity0.02439716
Moderate 0.64447093 Low Con 0.22
Sep 18, 2025 43 likes Inside Canada's Indian Metropolis (Brampton)
The refugee system is bullsh-it. If people are being terrorized in their own country the UN should go in and clean house. Don't bring these people to western countries.
The refugee system is bullsh-it. If people are being terrorized in their own country the UN should go in and clean house. Don't bring these people to western countries.
Identity Attack0.36702603
Insult0.48627716
Profanity0.6069483
Threat0.020091362
Severe Toxicity0.13073033
Moderate 0.64447093 Low Con 0.253 Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. …
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. I’m so sick of them taking all the jobs, committing crimes and getting free handouts. The lady speaking in this video hits it on the head.
Identity Attack0.54996765
Insult0.5678696
Profanity0.46460027
Threat0.13582869
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.636 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
White man: rape is part of their culture...um 74 percent of white men are pedos...mayeb its different i. Canada with Canadian white men but ...probably not
White man: rape is part of their culture...um 74 percent of white men are pedos...mayeb its different i. Canada with Canadian white men but ...probably not
Identity Attack0.6487889
Insult0.49151286
Profanity0.37503055
Threat0.2836219
Severe Toxicity0.31905776
Moderate 0.64447093 Low Con 0.24 Identity Attack Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
that bike guy retarded
that bike guy retarded
Identity Attack0.33352965
Insult0.6370372
Profanity0.43781817
Threat0.010990778
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.345 Insult Meta_Commentary
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life …
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life upgrade. The top tier ones don't go to diploma mills . Mostly they go to top US universities. Canada isn't getting any of these. I was thinking how stupid the Canadian admins could be.
Identity Attack0.43896464
Insult0.6798578
Profanity0.2327678
Threat0.008466354
Severe Toxicity0.023076924
Moderate 0.64447093 Constructive 0.552 Insult
Oct 1, 2025 1 likes IRCC Names India in Study …
Racism in a different form. They pick few immigrants who hate immigrants to justify the racism. Nazis are back again. Disgusting souls. These creatures never change..hmmm
Racism in a different form. They pick few immigrants who hate immigrants to justify the racism. Nazis are back again. Disgusting souls. These creatures never change..hmmm
Identity Attack0.5274064
Insult0.6370372
Profanity0.26098207
Threat0.01698343
Severe Toxicity0.11756202
Moderate 0.64447093 Low Con 0.24 Identity Attack Insult
Sep 11, 2025 Why Canadians Are Turning Against …
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...
Kick immigrants out they destroyed everything trucking industry, there scamers, they cause crime they cant speak fing English kick em out
Kick immigrants out they destroyed everything trucking industry, there scamers, they cause crime they cant speak fing English kick em out
Identity Attack0.5983441
Insult0.46476576
Profanity0.28249276
Threat0.54744303
Severe Toxicity0.34989303
Moderate 0.64447093 Low Con 0.178 Identity Attack Threat Unverified_Claim
Sep 8, 2025 Why Canadians Are Turning Against …
Total abuse, most have no patients for immigration after this gong show especially last 5 years of these morons bringing in votes and cheaper compliant labor
Total abuse, most have no patients for immigration after this gong show especially last 5 years of these morons bringing in votes and cheaper compliant labor
Identity Attack0.22631748
Insult0.67254376
Profanity0.3547165
Threat0.010188141
Severe Toxicity0.023076924
Moderate 0.6426206 Low Con 0.271 Insult Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have …
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have of the best graduate students in Canada right now are from Africa. Same in the US and Europe. Africa have some of the best economic, medical and law students.
Identity Attack0.06476828
Insult0.7090544
Profanity0.17520344
Threat0.00933372
Severe Toxicity0.023076924
Moderate 0.6426206 Constructive 0.515 Insult Moral_Argument
Feb 14, 2026 Inside Canada's Indian Invasion...
Disgusting man even most of us First Nations are sick of this. They come throw there trash everywhere piss when kids are around fish and hunt without a license. Also take the fish when they're …
Disgusting man even most of us First Nations are sick of this. They come throw there trash everywhere piss when kids are around fish and hunt without a license. Also take the fish when they're spawning they don't follow the rules they scam human trafficking everything you can think of fokken disgusting.
Identity Attack0.072601855
Insult0.6308392
Profanity0.41255033
Threat0.010472948
Severe Toxicity0.16960317
Moderate 0.6426206 Constructive 0.508 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
That’s why we should have spread them out. If you give them an enclave they’re not gonna assimilate. God I fucking hate trudeau.
That’s why we should have spread them out. If you give them an enclave they’re not gonna assimilate. God I fucking hate trudeau.
Identity Attack0.2795294
Insult0.48627716
Profanity0.6242122
Threat0.050744623
Severe Toxicity0.15443328
Moderate 0.6426206 Low Con 0.274
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians shouldn't be allowed too drive in america
Indians shouldn't be allowed too drive in america
Identity Attack0.71678543
Insult0.35677677
Profanity0.2356715
Threat0.13815513
Severe Toxicity0.20984669
Moderate 0.6426206 Low Con 0.19 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white …
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white man who's as racist as the next 😅. I also would put the Africans and Muslims ahead of Indians, although they are on my list
Identity Attack0.6007182
Insult0.47384647
Profanity0.6242122
Threat0.06658544
Severe Toxicity0.3493117
Moderate 0.6426206 Constructive 0.737 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh shit, I can just tell what this comment section is gonna be. Not even scrolled down to the comments yet, I wonder if I'll be right?
Oh shit, I can just tell what this comment section is gonna be. Not even scrolled down to the comments yet, I wonder if I'll be right?
Identity Attack0.014551271
Insult0.24928534
Profanity0.776286
Threat0.009540852
Severe Toxicity0.048457388
Moderate 0.6426206 Moderate Con 0.304
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Khalistanis are Pakistanis you half as intelligent twit!
Khalistanis are Pakistanis you half as intelligent twit!
Identity Attack0.53446084
Insult0.65231085
Profanity0.44475567
Threat0.05042134
Severe Toxicity0.35220072
Moderate 0.6426206 Low Con 0.093 Identity Attack Insult Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act …
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act entitled. You want Canadians to keep jobs in Canada, simply work harder stop crying like a little bitch about everything and be a good employee. Or get of your arse and start a business. You are not unemployed because you are being discriminated against, you are simply being outcompeted by people willing to work harder. The harsh truth of life.
Identity Attack0.46028158
Insult0.62169385
Profanity0.5188411
Threat0.021472665
Severe Toxicity0.20984669
Moderate 0.6426206 Moderate Con 0.339 Insult Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Not near enough tax relief, not near enough cuts to immigration. The liberals are out of touch, proven time and again. 2026 will be worse.....Canada sucks
Not near enough tax relief, not near enough cuts to immigration. The liberals are out of touch, proven time and again. 2026 will be worse.....Canada sucks
Identity Attack0.38445538
Insult0.6109131
Profanity0.40185395
Threat0.010110466
Severe Toxicity0.026936848
Moderate 0.6426206 Low Con 0.292 Insult
Jan 3, 2026 7 likes New rules, regulations take effect …
They crap on the beaches
They crap on the beaches
Identity Attack0.031464707
Insult0.5130944
Profanity0.57236236
Threat0.008893564
Severe Toxicity0.023880709
Moderate 0.6426206 Low Con 0.272 Insult Unverified_Claim
Feb 6, 2026 Inside Canada's Indian Invasion...
How do we have so many cowards in our country.. They should be hung for treason for running away from their country.Their god don't love them.Here.We don't have to take care of these bums, send …
How do we have so many cowards in our country.. They should be hung for treason for running away from their country.Their god don't love them.Here.We don't have to take care of these bums, send them home
Identity Attack0.39966375
Insult0.6261769
Profanity0.36230123
Threat0.5330498
Severe Toxicity0.23226003
Moderate 0.6426206 Low Con 0.247 Insult Threat
Sep 22, 2025 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.