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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: "He is a clown" 58 comments · Page 1 of 3
I say wait till that orange clown is OUT of office!
I say wait till that orange clown is OUT of office!
Identity Attack0.00067767716
Insult0.9264435
Profanity0.0014615274
Threat0.00047076942
Severe Toxicity0.000031223015
Toxic 0.9475285 Insult
Dec 11, 2025
north America has become a shit place full of clown migrants
north America has become a shit place full of clown migrants
Identity Attack0.6853638
Insult0.75027496
Profanity0.7673477
Threat0.013424582
Severe Toxicity0.35515398
Toxic 0.911035 Low Con 0.159 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Look at these clowns . So sh**#*tty and most ridiculous bastards .
Look at these clowns . So sh**#*tty and most ridiculous bastards .
Identity Attack0.1007269
Insult0.8131897
Profanity0.7181329
Threat0.018710058
Severe Toxicity0.35368225
Toxic 0.9029226 Low Con 0.092 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m conservative, and F Kenney, that pos sold us out in Alberta with the bullshit vaxx flip flopping ass clown
I’m conservative, and F Kenney, that pos sold us out in Alberta with the bullshit vaxx flip flopping ass clown
Identity Attack0.18468912
Insult0.7298119
Profanity0.776286
Threat0.015602129
Severe Toxicity0.35112193
Toxic 0.85850734 Moderate Con 0.362 Insult Policy_Critique
Feb 19, 2026 LILLEY UNLEASHED: The fall of …
That white pig trying to discredit muslims...look at you genocide clown...this isnt your land you oppressing native red skin men in reservations
That white pig trying to discredit muslims...look at you genocide clown...this isnt your land you oppressing native red skin men in reservations
Identity Attack0.77072054
Insult0.7775208
Profanity0.41503602
Threat0.31721663
Severe Toxicity0.45895407
Toxic 0.85333383 Low Con 0.208 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Did this idiot say the greatest country on earth? He should take a good look at Philadelphia New York Los Angeles, and all the big cities how rotten it is the drug addicts will probably …
Did this idiot say the greatest country on earth? He should take a good look at Philadelphia New York Los Angeles, and all the big cities how rotten it is the drug addicts will probably take care of him when he’s going to the cities he must watch out don’t worry about the rest of the world. He’s a clown a born clown.!!!!!
Identity Attack0.06658725
Insult0.83943826
Profanity0.34099978
Threat0.014048163
Severe Toxicity0.16960317
Toxic 0.8460273 Low Con 0.189 Insult Meta_Commentary
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
Guy on the bike is a fckin clown. he recognizes hes white trash atleast 😂
Guy on the bike is a fckin clown. he recognizes hes white trash atleast 😂
Identity Attack0.6007182
Insult0.72868866
Profanity0.70864636
Threat0.019573374
Severe Toxicity0.35368225
Toxic 0.8460273 Low Con 0.212 Identity Attack Insult Humor_Satire
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Clown = Circus
Clown = Circus
Identity Attack0.00044335745
Insult0.80137604
Profanity0.0015655019
Threat0.00015850618
Severe Toxicity0.000015796912
Toxic 0.8285549 Insult
Dec 11, 2025
Sick to death of seeing these clowns getting handed everything for free . The libs keep importing a bunch of unskilled peasants. We don’t need another cell phone salesmen or uber driver. F$%# this shit …
Sick to death of seeing these clowns getting handed everything for free . The libs keep importing a bunch of unskilled peasants. We don’t need another cell phone salesmen or uber driver. F$%# this shit , I’ve had enough.
Identity Attack0.1064171
Insult0.69164425
Profanity0.70864636
Threat0.10236332
Severe Toxicity0.19761463
Toxic 0.8115627 Low Con 0.294 Insult Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
My advice isn't as a professional but it's common sense don't go to the States now not while the orange clown is in power
My advice isn't as a professional but it's common sense don't go to the States now not while the orange clown is in power
Identity Attack0.00043318034
Insult0.729187
Profanity0.0009640704
Threat0.00014509214
Severe Toxicity0.0000103186985
Toxic 0.7587124 Insult
Dec 12, 2025 1 likes
Canadian government is a joke, bunch of clowns 🤡 criminals
Canadian government is a joke, bunch of clowns 🤡 criminals
Identity Attack0.45348886
Insult0.7762574
Profanity0.22429734
Threat0.010162249
Severe Toxicity0.040387187
Toxic 0.75208336 Low Con 0.142 Insult
Jan 4, 2026 New rules, regulations take effect …
No problem. Won’t be heading down there anytime soon. Until the orange clown is gone.
No problem. Won’t be heading down there anytime soon. Until the orange clown is gone.
Identity Attack0.00053990015
Insult0.66390926
Profanity0.00081931584
Threat0.0015455245
Severe Toxicity0.000021166308
Toxic 0.7371832 Insult Humor_Satire
Dec 8, 2025
More USA owned Toronto Sun propaganda and deplorable advice to Canada while the USA is morally bankrupt and run by a clown who's making fools out of everyone!! Pathetic!!
More USA owned Toronto Sun propaganda and deplorable advice to Canada while the USA is morally bankrupt and run by a clown who's making fools out of everyone!! Pathetic!!
Identity Attack0.109318495
Insult0.755201
Profanity0.1308005
Threat0.00899713
Severe Toxicity0.023076924
Toxic 0.73663366 Low Con 0.153 Insult Comparative_Framing
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Look at the clown we just got rid of, and people wonder why we have so many. Shit aint gonna get better with the clown we got now either.
Look at the clown we just got rid of, and people wonder why we have so many. Shit aint gonna get better with the clown we got now either.
Identity Attack0.025806036
Insult0.6407567
Profanity0.65961236
Threat0.0287245
Severe Toxicity0.05742428
Toxic 0.73663366 Low Con 0.19 Insult Policy_Critique
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
kenney is a jag off clown egotistical prick thinks he ,s special
kenney is a jag off clown egotistical prick thinks he ,s special
Identity Attack0.109318495
Insult0.71120167
Profanity0.46460027
Threat0.011974656
Severe Toxicity0.23223428
Moderate 0.6989911 Low Con 0.141 Insult Policy_Critique
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the …
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the Roman’s do!! I’m an immigrant as well,and my blood is boiling with these species!! Thank Trudeau and now us clown carney!! What it is doing is causing a lot of hate, Canadians need to get off their asses and start voicing and pushing back on this situation than turning a blind eye!! The ones who shouldn’t be here need to be deported!!
Identity Attack0.4139151
Insult0.5678696
Profanity0.5365423
Threat0.061089642
Severe Toxicity0.21596274
Moderate 0.6588125 Moderate Con 0.477 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Canada is a circus run by clowns... that's all.
Canada is a circus run by clowns... that's all.
Identity Attack0.38230872
Insult0.6798578
Profanity0.12158839
Threat0.0077802283
Severe Toxicity0.023076924
Moderate 0.6491204 Low Con 0.169 Insult Humor_Satire
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Carney is a clown ford is a clown do something about it Canada
Carney is a clown ford is a clown do something about it Canada
Identity Attack0.09328204
Insult0.7090544
Profanity0.1696208
Threat0.007870848
Severe Toxicity0.023076924
Moderate 0.64447093 Low Con 0.189 Insult Call_To_Action
Aug 25, 2025 1 likes 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...
Liberals voted for this clowns 🤡
Liberals voted for this clowns 🤡
Identity Attack0.17925262
Insult0.6831271
Profanity0.21673056
Threat0.0091524795
Severe Toxicity0.02116089
Moderate 0.63782936 Low Con 0.15 Insult Call_To_Action
Sep 22, 2025 1 likes Why Canadians Are Turning Against …
"africans or muslims" lmao clown definitely got his heart broken by a black woman in toronto
"africans or muslims" lmao clown definitely got his heart broken by a black woman in toronto
Identity Attack0.6227552
Insult0.5739874
Profanity0.2847897
Threat0.051391184
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.24 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
You clowns voted for liberal and want deportation of criminals. Rofl
You clowns voted for liberal and want deportation of criminals. Rofl
Identity Attack0.1015541
Insult0.67735565
Profanity0.19278693
Threat0.013372798
Severe Toxicity0.023076924
Moderate 0.6342749 Low Con 0.118 Insult Humor_Satire
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Enough of these clowns messing up CANADA.
Enough of these clowns messing up CANADA.
Identity Attack0.06929302
Insult0.6798578
Profanity0.11911256
Threat0.009023022
Severe Toxicity0.016577384
Moderate 0.62702215 Low Con 0.17 Insult Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Canada is not the greatest country on earth. Canada is the biggest clown country on earth.
Canada is not the greatest country on earth. Canada is the biggest clown country on earth.
Identity Attack0.50515604
Insult0.6308392
Profanity0.14754629
Threat0.00746953
Severe Toxicity0.023076924
Moderate 0.60311776 Low Con 0.117 Identity Attack Insult Policy_Critique
Feb 8, 2026 Inside Canada's Indian Invasion...
How did this clown get the job
How did this clown get the job
Identity Attack0.011765319
Insult0.6677319
Profanity0.2298641
Threat0.00967031
Severe Toxicity0.017933069
Moderate 0.6027529 Low Con 0.26 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

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.