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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: "Keep exposing them. This is …" 9 comments
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...
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Identity Attack0.10221587
Insult0.6831271
Profanity0.34536663
Threat0.049774777
Severe Toxicity0.023880709
Moderate 0.6407703 Moderate Con 0.339 Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Keep exposing them. This is probably a global NWO psi-op to make the USA a third world nation. EXPOSE them!
Keep exposing them. This is probably a global NWO psi-op to make the USA a third world nation. EXPOSE them!
Identity Attack0.12556632
Insult0.16751462
Profanity0.05393682
Threat0.13815513
Severe Toxicity0.014447021
Moderate 0.31132057 Low Con 0.132 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
This kind of content is what Youtube exist for. Keep doing and exposing all these dirty linens out there and stay safe!
This kind of content is what Youtube exist for. Keep doing and exposing all these dirty linens out there and stay safe!
Identity Attack0.025404079
Insult0.14512913
Profanity0.09518933
Threat0.021645326
Severe Toxicity0.01083374
Moderate 0.30854854 Moderate Con 0.475 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Yo, love your channel. Just found it. Been bingeing all day. Keep exposing the truth unapologetically. All with a phone. Crazy, all u need is a good phone cam.
Yo, love your channel. Just found it. Been bingeing all day. Keep exposing the truth unapologetically. All with a phone. Crazy, all u need is a good phone cam.
Identity Attack0.01666154
Insult0.17610447
Profanity0.14578357
Threat0.017674083
Severe Toxicity0.009269714
Low Tox 0.28857216 Constructive 0.533 Meta_Commentary
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Love you Tyler. Keep exposing the rot!!
Love you Tyler. Keep exposing the rot!!
Identity Attack0.010137413
Insult0.24493282
Profanity0.1352073
Threat0.013113883
Severe Toxicity0.008468628
Low Tox 0.28548008 Moderate Con 0.406 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you, Tyler, for exposing what the evil, lying media won't. You are truly and HERO. Keep up the great work. We love you. ❤🤍💙
Thank you, Tyler, for exposing what the evil, lying media won't. You are truly and HERO. Keep up the great work. We love you. ❤🤍💙
Identity Attack0.0060676485
Insult0.07365121
Profanity0.016479544
Threat0.005935457
Severe Toxicity0.0015449524
Low Tox 0.12086493 Constructive 0.555 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Good job Tyler!!! 👏 Keep on working hard, getting the truths exposed for the better, and stay safe!!! Canada is under attack😢
Good job Tyler!!! 👏 Keep on working hard, getting the truths exposed for the better, and stay safe!!! Canada is under attack😢
Identity Attack0.011321344
Insult0.0151129225
Profanity0.010160086
Threat0.009463178
Severe Toxicity0.001335144
Low Tox 0.037105743 Constructive 0.512 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Good job Tyler keep expose them
Good job Tyler keep expose them
Identity Attack0.0032558115
Insult0.014428918
Profanity0.014225035
Threat0.009540852
Severe Toxicity0.0013446808
Low Tox 0.030506283 Moderate Con 0.391 Meta_Commentary
Jan 27, 2026 1 likes 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.