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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: "What a legend the guy …" 23 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...
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white …
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white man who's as racist as the next 😅. I also would put the Africans and Muslims ahead of Indians, although they are on my list
Identity Attack0.6007182
Insult0.47384647
Profanity0.6242122
Threat0.06658544
Severe Toxicity0.3493117
Moderate 0.6426206 Constructive 0.737 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
the bike guy is a fucking legend haha
the bike guy is a fucking legend haha
Identity Attack0.020781586
Insult0.26957804
Profanity0.7888968
Threat0.0086087575
Severe Toxicity0.06101104
Moderate 0.63782936 Moderate Con 0.359 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
"I'm as racist as the next guy". What a legend.
"I'm as racist as the next guy". What a legend.
Identity Attack0.34000012
Insult0.3126888
Profanity0.07805514
Threat0.012906751
Severe Toxicity0.019224197
Moderate 0.4014846 Moderate Con 0.397 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
More bike guy with orange vest! Legend
More bike guy with orange vest! Legend
Identity Attack0.0071405866
Insult0.033239998
Profanity0.014464149
Threat0.006815769
Severe Toxicity0.0018405914
Low Tox 0.07371122 Moderate Con 0.333 Meta_Commentary
Feb 4, 2026 Inside Canada's Indian Invasion...
What a legend the guy on the bike is 😂😂😂😂
What a legend the guy on the bike is 😂😂😂😂
Identity Attack0.00569767
Insult0.017088935
Profanity0.02344803
Threat0.009048914
Severe Toxicity0.0030136108
Low Tox 0.048842013 Moderate Con 0.377 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude the guy on the bike is such a legend. ❤😂
Dude the guy on the bike is such a legend. ❤😂
Identity Attack0.0053276913
Insult0.016632931
Profanity0.026044132
Threat0.008919456
Severe Toxicity0.0024986267
Low Tox 0.043646812 Moderate Con 0.386 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I just wanna say how much of a legend the guy on the bike is for saying what we are all thinking. 😂😂
I just wanna say how much of a legend the guy on the bike is for saying what we are all thinking. 😂😂
Identity Attack0.0048097214
Insult0.017012933
Profanity0.019485557
Threat0.008272167
Severe Toxicity0.001821518
Low Tox 0.0414203 Constructive 0.522 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
the guy on the bike is a legend, says how it is. if you see him buy him a beer
the guy on the bike is a legend, says how it is. if you see him buy him a beer
Identity Attack0.0034038029
Insult0.017012933
Profanity0.014839902
Threat0.008634649
Severe Toxicity0.0015163422
Low Tox 0.037577134 Constructive 0.564 Solidarity
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
The guy with the bike is actually right and is a legend because he speaks his mind
The guy with the bike is actually right and is a legend because he speaks his mind
Identity Attack0.006881601
Insult0.017012933
Profanity0.01846078
Threat0.008323951
Severe Toxicity0.0020694733
Low Tox 0.037105743 Moderate Con 0.371
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy with the bike is a legend says it all perfectly
That guy with the bike is a legend says it all perfectly
Identity Attack0.0064006294
Insult0.015340924
Profanity0.019007329
Threat0.008362788
Severe Toxicity0.0020599365
Low Tox 0.034041706 Moderate Con 0.415 Meta_Commentary
Jan 27, 2026 44 likes Inside Canada's Indian Invasion...
Guy on the bike is a LEGEND
Guy on the bike is a LEGEND
Identity Attack0.0050317086
Insult0.015188923
Profanity0.016616182
Threat0.008686432
Severe Toxicity0.0021362305
Low Tox 0.033806015 Moderate Con 0.353 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy on the bike is a legend
Guy on the bike is a legend
Identity Attack0.0053276913
Insult0.015264924
Profanity0.017914234
Threat0.00866054
Severe Toxicity0.0020122528
Low Tox 0.03309893 Moderate Con 0.367 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy is a legend
Bike guy is a legend
Identity Attack0.0056236745
Insult0.013174911
Profanity0.017845914
Threat0.007819066
Severe Toxicity0.0017166138
Low Tox 0.024967449 Moderate Con 0.379 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy is an absolute legend
Bike guy is an absolute legend
Identity Attack0.005771666
Insult0.012528907
Profanity0.01805087
Threat0.007793174
Severe Toxicity0.0016593933
Low Tox 0.024613906 Moderate Con 0.424 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Guy on the bike is a legend.
Guy on the bike is a legend.
Identity Attack0.0032003147
Insult0.012300906
Profanity0.0138151245
Threat0.0077802283
Severe Toxicity0.0013446808
Low Tox 0.023199737 Moderate Con 0.434 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The bike guy is a legend 🙌
The bike guy is a legend 🙌
Identity Attack0.004606233
Insult0.011160898
Profanity0.01764096
Threat0.007909686
Severe Toxicity0.0016975403
Low Tox 0.021314176 Moderate Con 0.408 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy on the bike is a legend!
That guy on the bike is a legend!
Identity Attack0.0035332954
Insult0.010590895
Profanity0.014566627
Threat0.008298059
Severe Toxicity0.0016021729
Low Tox 0.021196328 Moderate Con 0.38 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy is an absolute legend.
Bike guy is an absolute legend.
Identity Attack0.003884775
Insult0.011046898
Profanity0.015010698
Threat0.007262398
Severe Toxicity0.0012397766
Low Tox 0.019226074 Moderate Con 0.439 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You found the one based guy in all of Canada. Legend
You found the one based guy in all of Canada. Legend
Identity Attack0.005919657
Insult0.011236899
Profanity0.009442741
Threat0.006304411
Severe Toxicity0.0007200241
Low Tox 0.01859777 Moderate Con 0.384 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy is a legend!
Bike guy is a legend!
Identity Attack0.0035887922
Insult0.011008898
Profanity0.014532468
Threat0.007262398
Severe Toxicity0.0013160706
Low Tox 0.01859777 Moderate Con 0.439 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike is a legend !
The guy on the bike is a legend !
Identity Attack0.002626848
Insult0.010210892
Profanity0.013131939
Threat0.007573096
Severe Toxicity0.0012302399
Low Tox 0.017969469 Moderate Con 0.417 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
That guy in the high-vis is a legend. He should run for mayor. Honest and well spoken.
That guy in the high-vis is a legend. He should run for mayor. Honest and well spoken.
Identity Attack0.0025713511
Insult0.010248893
Profanity0.011184863
Threat0.006977591
Severe Toxicity0.0007200241
Low Tox 0.015644746 Constructive 0.571 Personal_Narrative
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.