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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: "THE INDIANS HAVE NO MERCY …" 4 comments
THE INDIANS HAVE NO MERCY FOR ANYTHING... THEY ARE RUDE AND CHEAP ...
THE INDIANS HAVE NO MERCY FOR ANYTHING... THEY ARE RUDE AND CHEAP ...
Identity Attack0.7063701
Insult0.6677319
Profanity0.2980872
Threat0.030278467
Severe Toxicity0.35220072
Toxic 0.7856813 Low Con 0.288 Identity Attack Insult Identity_Assertion
Jan 28, 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 will always stand with people who condemn indian fatigue No doubt,it's effects are making all crazy That's doesn't mean white are so good They are racist too But many of them are really good …
I will always stand with people who condemn indian fatigue No doubt,it's effects are making all crazy That's doesn't mean white are so good They are racist too But many of them are really good The white people Nice, friendly outside And other nationalities Irrespective of color and country We need such good people Who help others,show mercy If not don't cause problems to others
Identity Attack0.2823795
Insult0.15236975
Profanity0.114160895
Threat0.014048163
Severe Toxicity0.013285006
Low Tox 0.27750343 Constructive 0.776
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex …
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex problem of imbalance in the multicultural immigration policy entries,, STOP favouring a particular RACE and set of people over others, setting an english test prerequisite for others and waiving for these RACE that dont even speak ABC...Create a balanced society and Maintain the Quota measures across board or scrap the quota that is not adopted seamlessly. The Problem of IMBALANCE in culture will distort the society further...Take a lesson learned from United Kingdom now being overrun ,,,Ya land at Hearthrow now ya think ya not in UK. In Canada now, if ya not from the RACE of leading population, ya dont get food (the job)...Basic needs of life are now out of the window...Canada ya got massive resources and ya still less than the STATE OF CALIFORNIA in population...Born here,,now looking to sign a work deal contract in the so called middle East. Most importantly, Canada should humble before the LORD GOD under whom the forefathers belief and obey Him, stop provoking the LORD GOD,,,Eradicate and REPENT from being Sodomic and Gomorrahic Abolish same sex ABOMINATION as The Ubited States of America is doing..for Mercy and Progress to come to this Nation under GOD ALMIGHTY...
Identity Attack0.27991617
Insult0.09563028
Profanity0.024131214
Threat0.008634649
Severe Toxicity0.009307861
Low Tox 0.25462922 Constructive 0.572 Policy_Critique
Aug 28, 2025 Why Canadians Are Turning Against …

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.