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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: "How pathetic it is that …" 72 comments · Page 2 of 3
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to …
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to not be having kids...you are self deleting and literally giving up like a bunch of weak whinny selfish little babies...you are truly a pathetic bunch of weaklings smh
Identity Attack0.06294931
Insult0.72756535
Profanity0.26631543
Threat0.035803676
Severe Toxicity0.02449106
Moderate 0.6852916 Low Con 0.287 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Indians (most of them) don’t know how to assimilate into other country’s cultures! It’s pathetic!
Indians (most of them) don’t know how to assimilate into other country’s cultures! It’s pathetic!
Identity Attack0.6007182
Insult0.6306599
Profanity0.2659008
Threat0.009023022
Severe Toxicity0.0394905
Moderate 0.6852916 Low Con 0.203 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
all mess by shaun fraser and liberals pathetic people
all mess by shaun fraser and liberals pathetic people
Identity Attack0.18158256
Insult0.71120167
Profanity0.25275812
Threat0.0084793
Severe Toxicity0.023076924
Moderate 0.68408644 Low Con 0.13 Insult
Sep 28, 2025 IRCC Names India in Study …
its awful. and they are also very disrespectful people. not only that, they ONLY hire within themselves while also receiving special incentives from the government. pathetic.
its awful. and they are also very disrespectful people. not only that, they ONLY hire within themselves while also receiving special incentives from the government. pathetic.
Identity Attack0.030433474
Insult0.71027446
Profanity0.19770569
Threat0.008789998
Severe Toxicity0.021806452
Moderate 0.6827122 Moderate Con 0.343 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Pathetic......Liberal Minister pulls of the Race Card to cover for her incompetence.....Shame Minister.
Pathetic......Liberal Minister pulls of the Race Card to cover for her incompetence.....Shame Minister.
Identity Attack0.050216515
Insult0.71120167
Profanity0.10363861
Threat0.009307829
Severe Toxicity0.022064678
Moderate 0.681338 Low Con 0.129 Insult Policy_Critique
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
So people jelous hummmm a minority group does well while you deek junkies smoke fentaly and want free houses make that make sense and where do Canadian tent dwellers take their pooos Yea in public …
So people jelous hummmm a minority group does well while you deek junkies smoke fentaly and want free houses make that make sense and where do Canadian tent dwellers take their pooos Yea in public don’t belive me go walk by the pis pity party full of junkies pointing fingers to people because they are racist and jealous are pathetic good lord
Identity Attack0.33352965
Insult0.7065844
Profanity0.26600444
Threat0.012906751
Severe Toxicity0.04397394
Moderate 0.6611249 Low Con 0.28 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl …
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl when it is time for her to get a job because my little girl and I are white, so we are put at the bottom of the list for being employed. And on top of that i am expected to bow down and not have a voice or an opinion about anything when it comes to immigrants and that because my daughter and i are white so we are automatically considered to be racists colonizers and forced to pay the price of something that happened long before i was even born and had nothing to do with just because the color of my skin . God gave us all our skin color and made us all . I had no say with being born with the color of my skin. Canadians of all colors and cultures are suffering so badly because we brought in so many immigrants who demand we change everything and pretty much bow down to them and told that we all have to change . Stop trying to change Canada and the Candian people . I refuse to bow down to anyone who tells me that i dont matter, and my opinion doesn't matter because of my skin color and because i am assumed to have bs white privilege. The only people i see having all of the privileges are the immigrants coming in trying to force us to bow down to them while starting protests to change Canada . I will fight against these immigrants who are trying to force Canada to change to their ways, which won't ever happen . If you want to change Canada to your way of life and culture, then just stay in your own damn country . We need to get rid of these protesting immigrants who do this crazy shit . It's pretty pathetic and sickening that Canada lost it's back bone and allowed angry immigrants to come in here and take over everything and try to change the country and laws and treat the Canadian people as if we are less than them which is sickening. As far as i am concerned, any immigrant that came here that are fighting and protesting against Canada to change Canada to how they want Canada to be while treating all Canadian people as second class citizens plus destroying the country and destroying nature while breaking laws and demanding that all Canadians give in to their demands need to be kicked out of Canada and never be allowed to return . It will be a cold day in hell before i bow down to any of them who try to destroy my country and tell me that i am white so i need to be silenced because i am white and a colonizer so i dont matter . And white people have a hard time finding work . My daughter is sick, and so am i, so when it takes 2 years to see a gynecologist or take 6 weeks to see a doctor, it is insane. This situation is so bad for all Canadians that we need to grow a pair of balls and take back Canada and stop sending our money to other countries and stop allowing immigrant terrorists destroying the Canadian people and Canada and it's nature . If Canada doesn't start to fight back, we will all be screwed even more in the very near future . CANADA NEEDS TO GROW A PAIR OF BALLS AND PUT AN END TO THE GOVERNMENT BS AND TO STOP THESE IMMIGRANT TERRORISTS AND CLOSE OUR BOARDERS AND STOP SENDING MONEY TO OTHER COUNTRIES AND DEPORT ANY IMMIGRANTS WHO TAKES PART IN TERRORISTS ACTS AND BREAKS THE LAWS . And it kills me to say this because i love my country, but if Canadians are not going to stand together as one and take back our country and our lives and fight for change now then we might as well become Americas 51st state because we lost our Canadian pride . And it shows that Canadians don't care about Canada anymore . 💔
Identity Attack0.5498214
Insult0.5588244
Profanity0.6643082
Threat0.03304107
Severe Toxicity0.3361876
Moderate 0.6611249 Constructive 0.595 Identity Attack Insult
Sep 7, 2025 Why Canadians Are Turning Against …
Love the open racism here. Pathetic
Love the open racism here. Pathetic
Identity Attack0.2772088
Insult0.65231085
Profanity0.25549942
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.65996873 Low Con 0.187 Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
For God's sakes they worship an elephant lady....come on. Could you imagine if millions of Canadians went to India and started setting up our own churches, not following their laws, scamming and committing crimes ...could …
For God's sakes they worship an elephant lady....come on. Could you imagine if millions of Canadians went to India and started setting up our own churches, not following their laws, scamming and committing crimes ...could you imagine. Our government is pathetic.😡😡😡
Identity Attack0.40883094
Insult0.6798578
Profanity0.16031636
Threat0.010058682
Severe Toxicity0.023076924
Moderate 0.65996873 Moderate Con 0.371 Insult Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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 really pathetic. You let in a bunch of scammers that’s what you get!
This is really pathetic. You let in a bunch of scammers that’s what you get!
Identity Attack0.012842959
Insult0.6675394
Profanity0.22592722
Threat0.009178371
Severe Toxicity0.020257099
Moderate 0.6407703 Low Con 0.125 Insult
Oct 12, 2025 IRCC Names India in Study …
I'm fifth generation born Canadian and this is not Canada anymore. It's a disgrace, disgusting, despicable and 100% CRIMINAL and pathetic that we have no rights or freedoms in our own country but illegal immigrants …
I'm fifth generation born Canadian and this is not Canada anymore. It's a disgrace, disgusting, despicable and 100% CRIMINAL and pathetic that we have no rights or freedoms in our own country but illegal immigrants do! I can't even afford my life saving medication for diabetes and I get turned down for any and all government assistance, please explain how the hell that happens? They are literally killing us off one by one!
Identity Attack0.48915586
Insult0.62169385
Profanity0.36230123
Threat0.13127698
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.58 Insult
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Our Pathetic Government didn’t clue in, even knowing that India is a huge scammer Country, they let them scam Canada..
Our Pathetic Government didn’t clue in, even knowing that India is a huge scammer Country, they let them scam Canada..
Identity Attack0.5075293
Insult0.6370372
Profanity0.17380778
Threat0.009566744
Severe Toxicity0.023317307
Moderate 0.6289369 Low Con 0.218 Identity Attack Insult Policy_Critique
Oct 5, 2025 IRCC Names India in Study …
Haters...pretty pathetic. But I guess they are appealing to their base....
Haters...pretty pathetic. But I guess they are appealing to their base....
Identity Attack0.023595277
Insult0.6675394
Profanity0.16822512
Threat0.008893564
Severe Toxicity0.01502803
Moderate 0.62702215 Low Con 0.202 Insult Meta_Commentary
Feb 23, 2026 4 likes 'We do know that there's …
Canada is the most liberal, woke, weak pathetic country in the west and how they voted in this election just truly shows that
Canada is the most liberal, woke, weak pathetic country in the west and how they voted in this election just truly shows that
Identity Attack0.48915586
Insult0.6308392
Profanity0.16403814
Threat0.007521313
Severe Toxicity0.023076924
Moderate 0.62702215 Low Con 0.187 Insult
Jun 22, 2025 1 likes How Canada broke its immigration …
That woman crying is pathetic she needs to get angry not depressed.
That woman crying is pathetic she needs to get angry not depressed.
Identity Attack0.18002926
Insult0.64537907
Profanity0.26641908
Threat0.019573374
Severe Toxicity0.023076924
Moderate 0.62702215 Low Con 0.236 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
It’s so pathetic that the white man keeps referring to himself as a racial slur before he says anything.
It’s so pathetic that the white man keeps referring to himself as a racial slur before he says anything.
Identity Attack0.5135796
Insult0.6109131
Profanity0.27207452
Threat0.008893564
Severe Toxicity0.023645958
Moderate 0.62136006 Low Con 0.2 Identity Attack Insult
Oct 4, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Conservatives complain about immigration, Lib government cuts immigration, Conservatives complain about the carbon tax, Lib government cuts carbon tax, Conservatives complain about Canada losing out on investment, Lib government travels the world achieving investments, etc. …
Conservatives complain about immigration, Lib government cuts immigration, Conservatives complain about the carbon tax, Lib government cuts carbon tax, Conservatives complain about Canada losing out on investment, Lib government travels the world achieving investments, etc. You'd think Conservatives would be happy that Libs are acting on their complaints....NO... Conservatives cry 'they stole our ideas'... It's so pathetic. And WEAK.
Identity Attack0.11280017
Insult0.66500133
Profanity0.09868695
Threat0.009385503
Severe Toxicity0.01683561
Moderate 0.6027529 Moderate Con 0.405 Insult Humor_Satire
Jan 20, 2026 Canada’s new rules in 2026
Wonder why they had to erect Monkey Man God statue on middle of road although this character is fictitious and mythological but because of tons of Hindu Indian Migration they are literally spreading idioticness to …
Wonder why they had to erect Monkey Man God statue on middle of road although this character is fictitious and mythological but because of tons of Hindu Indian Migration they are literally spreading idioticness to canadian, being indian and living in India it is already pathetic experience of day today hindu rituals, now it went overseas too feel good 🤣
Identity Attack0.5135796
Insult0.6149945
Profanity0.26607355
Threat0.01052473
Severe Toxicity0.043077253
Moderate 0.60254884 Moderate Con 0.326 Identity Attack Insult Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
promoting a malware/spyware while being racist peak white person activity LOL, good thing is his viewers are gonna download it and get the spyware , pathetic , get a job , the truck driving indian …
promoting a malware/spyware while being racist peak white person activity LOL, good thing is his viewers are gonna download it and get the spyware , pathetic , get a job , the truck driving indian at least earns an honest living
Identity Attack0.4931391
Insult0.5130944
Profanity0.30161268
Threat0.034422375
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.132 Insult Identity_Assertion
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
Each time they dont have house/car sales, they call 10K immigrants and then again complian of Immigrants! Pathetic policies
Each time they dont have house/car sales, they call 10K immigrants and then again complian of Immigrants! Pathetic policies
Identity Attack0.3817989
Insult0.6306599
Profanity0.14666493
Threat0.00866054
Severe Toxicity0.019224197
Moderate 0.60152835 Low Con 0.223 Insult Policy_Critique
Jun 17, 2025 6 likes How Canada broke its immigration …
They want to be replaced. Pathetic self hate
They want to be replaced. Pathetic self hate
Identity Attack0.018972786
Insult0.6308392
Profanity0.20375896
Threat0.012130005
Severe Toxicity0.017287504
Moderate 0.5921536 Low Con 0.169 Insult Fear_Threat
Feb 12, 2026 Canada's tighter immigration policy divides …
Same thing is happening America too because of the H1B. India Fatigue is is everywhere. Heck even in YouTube comments, they always have to announce themself as being Indian. It’s pathetic.
Same thing is happening America too because of the H1B. India Fatigue is is everywhere. Heck even in YouTube comments, they always have to announce themself as being Indian. It’s pathetic.
Identity Attack0.4830652
Insult0.5678696
Profanity0.35848376
Threat0.010705971
Severe Toxicity0.023364257
Moderate 0.5885171 Moderate Con 0.378 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
And liberal voters smiled and said "business as usual" pathetic.
And liberal voters smiled and said "business as usual" pathetic.
Identity Attack0.06431354
Insult0.6407567
Profanity0.12991914
Threat0.00704232
Severe Toxicity0.012283325
Moderate 0.5885171 Low Con 0.197 Insult Policy_Critique
Jun 18, 2025 13 likes How Canada broke its immigration …
In Canada they beat seals to death with sticks for games. Its pathetic. If this is one of the best countries on this world, it's over.
In Canada they beat seals to death with sticks for games. Its pathetic. If this is one of the best countries on this world, it's over.
Identity Attack0.36873037
Insult0.57566804
Profanity0.14578357
Threat0.091630474
Severe Toxicity0.023076924
Moderate 0.57271194 Moderate Con 0.329 Insult Moral_Argument
Jan 27, 2026 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.