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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: "I laughed when you called …" 9 comments
Am glad you think that “Fat Cracker” joke is funny calling African illiterate and low IQ and saying “Rape” is part of African culture is crazy! Shame on you bro! And you stood there and …
Am glad you think that “Fat Cracker” joke is funny calling African illiterate and low IQ and saying “Rape” is part of African culture is crazy! Shame on you bro! And you stood there and laugh smh…! lol go on “EDP WATCH” see what “American are doing” fucking dumb ass!
Identity Attack0.57150364
Insult0.71027446
Profanity0.764141
Threat0.16067244
Severe Toxicity0.45895407
Toxic 0.8778702 Low Con 0.227 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes 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...
"The government" is just code for "we're going to genocide you and steal everything you have and laugh at you while calling you a bigot"
"The government" is just code for "we're going to genocide you and steal everything you have and laugh at you while calling you a bigot"
Identity Attack0.18235919
Insult0.42367843
Profanity0.22792831
Threat0.5940531
Severe Toxicity0.19761463
Moderate 0.6027529 Low Con 0.22 Threat Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I laughed so hard when he said only few white trash that left! Made me laugh and sad at the same time. No one should feel like that specially from the place they call home …
I laughed so hard when he said only few white trash that left! Made me laugh and sad at the same time. No one should feel like that specially from the place they call home 😢
Identity Attack0.53446084
Insult0.5130944
Profanity0.2659699
Threat0.011638066
Severe Toxicity0.02458496
Moderate 0.52811706 Constructive 0.562 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Um so tired of going to a store all immigrants working. Make a phone call it's answered by an immigrant. You can't understand them . I love on ccpd I don't get old age pension …
Um so tired of going to a store all immigrants working. Make a phone call it's answered by an immigrant. You can't understand them . I love on ccpd I don't get old age pension yet. I'm too old to get the child tax credit and I'm on a Canada pension disability. I get 713.00 a min to live on. Period. That's it. 😢😢😢 I struggle every day. I live in a seniors housing complex..so my rent is adjusted to fit my income. Thank God for housing I'd be homeless if it wasn't for them. 😢😢 But the immigrants have money. Have jobs. Drive new cars. Get free rent for a year. I waited 9.5 hours at the emergency😢😢 not the Indians they have Indian drs that work there for them. How in the hell is this ok. I ended up leaving the emergency I couldn't wait any longer. I sat there in pain all that time and two Indian families came in during that time and within 20 min at the most they were in and out. They even have an advertisement in the emergency room in their language with all the Indian drs working there. Wtf is going on. I'm tired of seeing these people. They are opening businesses here. Everything you see now is written in English, French and Indian. They call it our third language now. There are building going up that have only immigrants in them. A d I live in a small town but the city. Come on. They stopped saying the Lord's prayer in schools. They can't say Merry Christmas. Christmas concerts are called Holliday concerts now. Our kids don't know the national a them they stopped that. They don't know the Lord's prayer they stopped that. The schools are changed to not make other nationalities feel bad. They get their Holliday's off and our Holliday's off..why? We don't get their off. Yeah I'm just a plain white person who lived in Canada all my life. 64 years. I've never seen this in my days. Never. Everything is destroyed. This feels like India 😢😢😢. We have to stop this. They need to leave. They are not here because of war or danger for their lives. They are here to take the jobs, take over our culture and country. Now we have to be careful what we say or were called racist. I'm white I lived in the hood all my life. With black people. I have alot of black friends even family but this is so damn reducilous. Who are they a d why are they here. Canada doesn't take care of us any more. Or help us people who need it. We are homeless in the streets you don't see Indians homeless, hell no. So Carney step up a x fix what Trudeau ruined. Please. This is not the country I'm used to it's India. Not Canada. I have friends from Ukraine. Now they are brought here because of the war. I get it. But they have their own immigration dr. And they've been here 2.5 years if that and bought their own home a year ago. How is this possible? The first year Canada paid their rent for a year. I live on 713.00 a month. He's a month. I live in seniors housing. I can't get enough to live on. I struggle every day😢😢😢 no one will help me. I'm alone and have nothing while Canada is supporting these immigrants and saying to hell with you if your Canadian . Yes I said it. How can someone live in what I get a month. I don't get anything else and like I said if it wasn't for housing I'd be in the street while Canada brings over immigrants from India that are not here because of war. Just to make more money to send home and take everything from us. They are laughing at us everyone is. Wake up people. We are the minority in our own country😢😢😢😢😢 I'm so done
Identity Attack0.21470967
Insult0.100019015
Profanity0.034146797
Threat0.007586042
Severe Toxicity0.008773804
Low Tox 0.25084448 Constructive 0.81
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
He keeps calling it Poon Job and I laugh every time.
He keeps calling it Poon Job and I laugh every time.
Identity Attack0.0062526376
Insult0.08410009
Profanity0.17008601
Threat0.007301235
Severe Toxicity0.0074768066
Low Tox 0.23812068 Moderate Con 0.357 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same …
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same conclusion. Immigrants are interrogated about their presence and legality, while others are invited to pass judgment on them. When racial stereotypes are voiced, you don’t challenge them — you laugh. That’s not an accident, and it’s not neutral. You clearly understand that housing shortages, sanitation issues, and infrastructure strain are the result of policy failures and poor planning. Yet you repeatedly avoid those causes because blaming systems doesn’t generate clicks the way racial implication does. Reducing complex, structural problems to identity isn’t investigative — it’s lazy, cynical, and intellectually shallow. When a city worker gives a grounded response that doesn’t fit the narrative you’re pushing, it’s brushed aside. When visuals can be used to imply blame, they’re highlighted. That pattern makes the “just asking questions” defense ring hollow. This isn’t exposing truth — it’s manufacturing outrage and calling it journalism. With your reach, that’s not just irresponsible, it’s embarrassing. You're not a journalist but just a racist. That's all
Identity Attack0.1064171
Insult0.123407245
Profanity0.022354934
Threat0.007961469
Severe Toxicity0.004272461
Low Tox 0.22043827 Constructive 0.527 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to …
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to be a proud Canadian and to be grateful for the opportunities that this country has afforded my family and I. I am a Canadian first, and Guyanese/Indian second. The issue I have with the city is that you have enclaves of ethnically homogenous people who refuse to assimilate - I once went into a Tim Hortons at Peter Robertson and Dixie, and was laughed at by the cashiers because I could not speak Hindi/Punjabi (despite being brown). There is nothing wrong with immigration - it makes the country stronger. HOWEVER, that only happens if the immigrants work to collectively advance the interests of the country and accept the rules/societal norms of the country they now call home. Instead, they find ways to circumvent/exploit the system - they are less interested on making society better, and more interested in individual advancement. I live in Professors Lake, which historically was one of the more affluent areas of the city. Now, there are several houses on my street that have essentially become boarding houses, divided into units of four with 10+ people living inside. I fully understand why white Canadians are feeling displaced, and it pains me that anti-immigrant sentiment has soured the way people look at me (despite being born in Canada).
Identity Attack0.13377325
Insult0.06285016
Profanity0.017436003
Threat0.007365964
Severe Toxicity0.004272461
Low Tox 0.15600902 Constructive 0.842 Personal_Narrative
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I laughed when you called America the greatest country on earth
I laughed when you called America the greatest country on earth
Identity Attack0.052035484
Insult0.035443626
Profanity0.03339528
Threat0.0070164283
Severe Toxicity0.0031852722
Low Tox 0.15048122 Moderate Con 0.382 Humor_Satire
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.