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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: "There needs to be a …" 2,035 comments · Page 5 of 82
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...
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. …
Yes! As a 3rd generation Canadian, I’m so fed up with immigrants! I want them out! My country has gone to crap. I feel like a foreigner in my own country. Illegals need to go. I’m so sick of them taking all the jobs, committing crimes and getting free handouts. The lady speaking in this video hits it on the head.
Identity Attack0.54996765
Insult0.5678696
Profanity0.46460027
Threat0.13582869
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.636 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
Identity Attack0.46028158
Insult0.5239335
Profanity0.48510036
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.518 Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
THABK YOU TYLER OMG AS A CANADAIN THIS NEEDS TO BE STUDIED. These poop ppl refuse to leave its disgusting
THABK YOU TYLER OMG AS A CANADAIN THIS NEEDS TO BE STUDIED. These poop ppl refuse to leave its disgusting
Identity Attack0.28034934
Insult0.6370372
Profanity0.36230123
Threat0.010964886
Severe Toxicity0.08069076
Moderate 0.64447093 Moderate Con 0.344 Insult Fear_Threat
Jan 27, 2026 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...
This needs to stop now, and we must sweep through our country to eradicate this. These people are disgusting.
This needs to stop now, and we must sweep through our country to eradicate this. These people are disgusting.
Identity Attack0.13805299
Insult0.66500133
Profanity0.2347036
Threat0.34804323
Severe Toxicity0.02425631
Moderate 0.6426206 Low Con 0.281 Insult
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
So much hate for that fat white folk... He needs to take care of his health before being racist.
So much hate for that fat white folk... He needs to take care of his health before being racist.
Identity Attack0.6007182
Insult0.5678696
Profanity0.2188925
Threat0.012440704
Severe Toxicity0.034110364
Moderate 0.6426206 Low Con 0.277 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Canada wake up stop. Group 5 too shop all this shit my god. Canada needs to focus inside.
Canada wake up stop. Group 5 too shop all this shit my god. Canada needs to focus inside.
Identity Attack0.14233272
Insult0.46327567
Profanity0.65961236
Threat0.011068452
Severe Toxicity0.06488878
Moderate 0.6426206 Low Con 0.221
Oct 1, 2025 IRCC Names India in Study …
Thank God for Donald Trump. I really hope all you other countries get it figured out. All these mofuckrs need sent back home.
Thank God for Donald Trump. I really hope all you other countries get it figured out. All these mofuckrs need sent back home.
Identity Attack0.3780483
Insult0.5678696
Profanity0.6001929
Threat0.11309616
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.328 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
We need a genocide soon
We need a genocide soon
Identity Attack0.36803186
Insult0.191015
Profanity0.2761231
Threat0.58413893
Severe Toxicity0.35368225
Moderate 0.6407703 Low Con 0.268 Threat Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
they need to be removed from our country or be exterminated
they need to be removed from our country or be exterminated
Identity Attack0.3780483
Insult0.31740165
Profanity0.26463717
Threat0.6400273
Severe Toxicity0.34950548
Moderate 0.63782936 Low Con 0.138 Threat
Oct 3, 2025 IRCC Names India in Study …
Canada is Totally PHUCKED Canadians can NOT Afford to LIVE & Immigrants get EVERYTHING - WTF.... !!! STOP ALL IMMIGRATION in Canada - Period. If Immigrants can't Pay their Own Way, they are NOT Welcome. …
Canada is Totally PHUCKED Canadians can NOT Afford to LIVE & Immigrants get EVERYTHING - WTF.... !!! STOP ALL IMMIGRATION in Canada - Period. If Immigrants can't Pay their Own Way, they are NOT Welcome. Canadians NEED HELP - NOT IMMIGRANTS.... !!!
Identity Attack0.55044734
Insult0.5130944
Profanity0.41436642
Threat0.020954676
Severe Toxicity0.2281948
Moderate 0.63782936 Moderate Con 0.313 Identity Attack Insult Call_To_Action
Nov 21, 2025 1 likes Thousands of refugees allowed into …
These are only a small minority in some of the larger cities. Placed in perspective, heritage Canadians own all the land. Were not going anywhere! We need to harmonize and stand together. Prevent stupid shit …
These are only a small minority in some of the larger cities. Placed in perspective, heritage Canadians own all the land. Were not going anywhere! We need to harmonize and stand together. Prevent stupid shit like sharia law. Those tacky religious hindu statues need to be removed period. Hire traditional Canadians.
Identity Attack0.54151535
Insult0.6109131
Profanity0.5013569
Threat0.023544617
Severe Toxicity0.13599765
Moderate 0.63782936 Constructive 0.548 Identity Attack Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds …
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds to support him/her and the family. He/she gets shit from the Govt , the Doc has to spend his/her own money to get credentials recognized, go back to uni at own cost . While asylum seekers gets everything free doing shit all day.
Identity Attack0.2949366
Insult0.5130944
Profanity0.6242122
Threat0.010343489
Severe Toxicity0.052044146
Moderate 0.6342749 Constructive 0.501 Insult Policy_Critique
Feb 25, 2026 1 likes LILLEY UNLEASHED: The fall of …
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam …
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam is to enter Canada on fraudulent student visas just to shamelessly claim asylum. So disgusting!!! these people all need to be deported back where they came from and where they belong!
Identity Attack0.55044734
Insult0.6109131
Profanity0.17752954
Threat0.06755528
Severe Toxicity0.112294696
Moderate 0.6342749 Moderate Con 0.334 Identity Attack Insult Unverified_Claim
Sep 28, 2025 2 likes IRCC Names India in Study …
We need the immigrants who ARE assimilating to speak out with us. Canadians can’t say shit without being labeled.
We need the immigrants who ARE assimilating to speak out with us. Canadians can’t say shit without being labeled.
Identity Attack0.3819294
Insult0.4718924
Profanity0.64657205
Threat0.009566744
Severe Toxicity0.02604016
Moderate 0.6308517 Moderate Con 0.486 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
we need to start rounding up all those illegal italians who came here in the 60's and 70's and had illegal children. I have a Italian neighbour who has been here 50 years and still …
we need to start rounding up all those illegal italians who came here in the 60's and 70's and had illegal children. I have a Italian neighbour who has been here 50 years and still can't speak a word of English. they fucked this country hard.
Identity Attack0.5504064
Insult0.46327567
Profanity0.62717754
Threat0.03235042
Severe Toxicity0.16960317
Moderate 0.6308517 Moderate Con 0.473 Identity Attack Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is why we got out Bramladesh. Thanks to the government they have allowed this to happen. Government needs to shut the doors on immigration. Brampton used to be called Flower Town, now it's a …
This is why we got out Bramladesh. Thanks to the government they have allowed this to happen. Government needs to shut the doors on immigration. Brampton used to be called Flower Town, now it's a shite hole
Identity Attack0.43896464
Insult0.5130944
Profanity0.541926
Threat0.015947454
Severe Toxicity0.14916596
Moderate 0.6308517 Moderate Con 0.437 Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The indians are very dirty back home and think they can be as dirty in canada which is wrong. Indians need to stop making other places as dirty as their home.
The indians are very dirty back home and think they can be as dirty in canada which is wrong. Indians need to stop making other places as dirty as their home.
Identity Attack0.6320481
Insult0.5543018
Profanity0.19278693
Threat0.009178371
Severe Toxicity0.104393706
Moderate 0.6289369 Moderate Con 0.32 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
We need to clean Brampton from these parasites!!! Bring on the eradicators!
We need to clean Brampton from these parasites!!! Bring on the eradicators!
Identity Attack0.10221587
Insult0.6308392
Profanity0.24631839
Threat0.44942492
Severe Toxicity0.049354076
Moderate 0.6289369 Moderate Con 0.307 Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
White people! Racisme needs a come back. Coming from a black man.
White people! Racisme needs a come back. Coming from a black man.
Identity Attack0.6682205
Insult0.42743355
Profanity0.2188925
Threat0.053330876
Severe Toxicity0.16960317
Moderate 0.6289369 Moderate Con 0.394 Identity Attack
Aug 28, 2025 Why Canadians Are Turning Against …
They are so fake, they get subsidized to go school. They are such liars. They don't give a shit about Canadians. They're all about taking over Canada. They don't need to go to war to …
They are so fake, they get subsidized to go school. They are such liars. They don't give a shit about Canadians. They're all about taking over Canada. They don't need to go to war to take over our country they just assimilate and take it over. Why don't you go look at the Companies they work at and see if they have any Canadian working there.
Identity Attack0.33675182
Insult0.62169385
Profanity0.43669638
Threat0.021300001
Severe Toxicity0.067522444
Moderate 0.6289369 Moderate Con 0.388 Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get …
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get a f*cking job!
Identity Attack0.18158256
Insult0.4339631
Profanity0.6919765
Threat0.0103175985
Severe Toxicity0.12282934
Moderate 0.6289369 Constructive 0.691 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Whites are NOT the natives in Canada, North America is naturally going to be a hot mix of peoples. Remember, Europeans are the INVADERS. That retard on the bike needs to go back to school.
Whites are NOT the natives in Canada, North America is naturally going to be a hot mix of peoples. Remember, Europeans are the INVADERS. That retard on the bike needs to go back to school.
Identity Attack0.5698139
Insult0.6261769
Profanity0.36230123
Threat0.023889944
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.25 Identity Attack Insult Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
We need to get rid of the Muslims now before it's too late. I am a proud Canadian with Caribbean parents but this influx of Indians and Muslims who dont respect our ways, needs to …
We need to get rid of the Muslims now before it's too late. I am a proud Canadian with Caribbean parents but this influx of Indians and Muslims who dont respect our ways, needs to stop now!! Before we lose our country.
Identity Attack0.6990888
Insult0.37733194
Profanity0.14049543
Threat0.49142194
Severe Toxicity0.23225488
Moderate 0.62702215 Constructive 0.551 Identity Attack Fear_Threat
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.