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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 #}

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Active: "Why do they laugh at …" 104 comments · Page 1 of 5
The guy on the bike was actually disgusting./. To say that Africans have low intelligence is INSANE!! And for you the creator of this content laughing like an asshole is equally annoying. Yt ppl need …
The guy on the bike was actually disgusting./. To say that Africans have low intelligence is INSANE!! And for you the creator of this content laughing like an asshole is equally annoying. Yt ppl need to understand they are not superior they are not smarter than anyone else. I have my own issues with Indians because many of them are racist towards blacks but they have the right to be whenever they want. Yt ppl are the problem!!!!! Unfollowing this dumb ass page.
Identity Attack0.57150364
Insult0.7497506
Profanity0.68353343
Threat0.08856395
Severe Toxicity0.45895407
Toxic 0.88599813 Moderate Con 0.483 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Why would u laugh at the racist white dudes racist/bigoted remarks about minorities like Muslims/Indians or Africans??? Ur channel sucks man.
Why would u laugh at the racist white dudes racist/bigoted remarks about minorities like Muslims/Indians or Africans??? Ur channel sucks man.
Identity Attack0.6682205
Insult0.6991143
Profanity0.5722072
Threat0.0287245
Severe Toxicity0.4379392
Toxic 0.8778702 Low Con 0.241 Identity Attack Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
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...
hey only the fkn stupid get laughed who listen to this bullshit - fact check what you read from these idiots 1. You can enter Canada with "One Click" and no security screening. FALSE. While …
hey only the fkn stupid get laughed who listen to this bullshit - fact check what you read from these idiots 1. You can enter Canada with "One Click" and no security screening. FALSE. While the "One-Touch" digital system exists to speed up paperwork, every asylum seeker must still provide biometrics (fingerprints) and undergo a security/background check against global law enforcement databases upon arrival. 2. Denied claimants keep their health benefits. TRUE (But temporary). Benefits continue as long as the legal process is active. Because Canada allows for appeals and judicial reviews, a person whose claim is initially "denied" by the board is still considered to be "in the process" and keeps coverage until all legal appeals are exhausted. 3. There are 500,000 "lost" people due for deportation. FALSE. This number is a massive inflation. It likely refers to a total estimate of all people in Canada with expired visas (including students and workers). The number of people specifically "wanted" for deportation after a failed refugee claim is estimated to be closer to 30,000–50,000. 4. Refugees get dental and vision care that some Canadians don't. TRUE. The federal IFHP program does cover basic dental and vision for claimants because they aren't eligible for provincial health cards yet. Many Canadians only get these benefits through private insurance or specific low-income programs, though the new Canadian Dental Care Plan is currently closing that gap for seniors and children. 5. 10,000 people "vanish" from the system annually. UNVERIFIED. This was a specific estimate given by a union head during testimony. While the government tracks "abandoned claims," they don't officially classify them all as "vanished," as many are eventually located or leave the country voluntarily.
Identity Attack0.10221587
Insult0.802824
Profanity0.6919765
Threat0.025789235
Severe Toxicity0.35368225
Toxic 0.8629672 Constructive 0.712 Insult Unverified_Claim
Dec 21, 2025 Thousands of refugees allowed into …
An indian or Arab must’ve been laughing at the African low intelligence part but at least we don't eat our own sh*t😅😅😅😅😅....🦃 or 🐔 he cooked us alĺ in the same pot.
An indian or Arab must’ve been laughing at the African low intelligence part but at least we don't eat our own sh*t😅😅😅😅😅....🦃 or 🐔 he cooked us alĺ in the same pot.
Identity Attack0.60238177
Insult0.5130944
Profanity0.6001929
Threat0.075531214
Severe Toxicity0.35368225
Toxic 0.7570315 Low Con 0.257 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
WTF IMMIGRATION LOOK INTO THIS MATTER HARDCORE. HOW COME THE STAFF,CAME OUT TOLD THESE ANIMALS FROM OVERSEAS (CHINESE),ASKED THEM TO NOT LOUDNESS BE QUITE, LASTED 25 SECONDS,THEN LOUDNESS STARTS AGAIN, NO (RESPECT, IGNORANCE ALL THESE …
WTF IMMIGRATION LOOK INTO THIS MATTER HARDCORE. HOW COME THE STAFF,CAME OUT TOLD THESE ANIMALS FROM OVERSEAS (CHINESE),ASKED THEM TO NOT LOUDNESS BE QUITE, LASTED 25 SECONDS,THEN LOUDNESS STARTS AGAIN, NO (RESPECT, IGNORANCE ALL THESE ANIMALS FROM OVERSEAS LAUGH AT CANADA 🍁 WTF WTF😂).
Identity Attack0.46028158
Insult0.5678696
Profanity0.541926
Threat0.02371728
Severe Toxicity0.34966052
Toxic 0.7308154 Moderate Con 0.319 Insult
Jul 21, 2025 1 likes How Canada broke its immigration …
Id suggest the downfall of canada is not by liberal design, but the WEF who have controlled policy. The mentally deranged left are simply the useful idiots who do their bidding. Trudeau Jr. thought he …
Id suggest the downfall of canada is not by liberal design, but the WEF who have controlled policy. The mentally deranged left are simply the useful idiots who do their bidding. Trudeau Jr. thought he was a leader. He was just a brain dead puppet. Stupid people will do anything to be more popular, even though everyone laughs at them when they leave the room. Carney is sinister and has more brains, but just look at his family to see where his mind is at.
Identity Attack0.20088354
Insult0.755201
Profanity0.26463717
Threat0.0113014765
Severe Toxicity0.023645958
Toxic 0.7105462 Low Con 0.3 Insult Unverified_Claim
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
Useless channel, laughing when the guy says he hates African people......shame!
Useless channel, laughing when the guy says he hates African people......shame!
Identity Attack0.55011386
Insult0.5423875
Profanity0.25824076
Threat0.018192071
Severe Toxicity0.14916596
Moderate 0.687436 Low Con 0.18 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian African, allow me to say this to the idiot MF trash that says African are low intelligence. I am a critical nurse. My whole family has higher education, and most African can …
As a Canadian African, allow me to say this to the idiot MF trash that says African are low intelligence. I am a critical nurse. My whole family has higher education, and most African can teach this fat, hateful Mitch a lot of history of Canada . What does he do? As the host of this piece, you have shown what size you're on by not speaking up and laughing. Tell me again that Canadians are not a racist. MITCH BYE
Identity Attack0.50515443
Insult0.71120167
Profanity0.36230123
Threat0.011353259
Severe Toxicity0.15443328
Moderate 0.6852916 Moderate Con 0.48 Identity Attack Insult Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Tyler, how dare you laugh at that white man's Indophobic lies (that Indians eat their own poop)? And then you expect us to subscribe?? Shame on you. When you laugh along with obnoxious racists, instead …
Tyler, how dare you laugh at that white man's Indophobic lies (that Indians eat their own poop)? And then you expect us to subscribe?? Shame on you. When you laugh along with obnoxious racists, instead of correcting them, you become complicit in their racism.
Identity Attack0.57150364
Insult0.6370372
Profanity0.37503055
Threat0.017156094
Severe Toxicity0.17315048
Moderate 0.6744087 Moderate Con 0.378 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother …
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother Country Seeks Menace to Canada. Otherwise MODI wouldn't treat Canada like Shit. They laugh at us. Cut them off. Show Modi were not your dumping ground. HOW WILL CHINA, RUSSIA Like it when India in their "Partnership" should ASK For their Indians to go in DROVES to Russia, China.................... HAH!!!!!!!!!!!!!!! NO WAY. Canada SHUT IT DOWN. INDIANS dont Respect US. Their home Country conspires and SHOOTS canadian CITIZENS and Then SNUBS US. MAKE YOUR OWN COUNTRY. DO BETTER SCAMMERS!!!!!!!!!!
Identity Attack0.55044734
Insult0.5935568
Profanity0.4662011
Threat0.34804323
Severe Toxicity0.35515398
Moderate 0.6744087 Low Con 0.279 Identity Attack Insult Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Finally this nonsense may stop. Indians are laughing at us how stupid we are. Yet we stop other carribean countries
Finally this nonsense may stop. Indians are laughing at us how stupid we are. Yet we stop other carribean countries
Identity Attack0.54151535
Insult0.6306599
Profanity0.39409557
Threat0.011249693
Severe Toxicity0.024772761
Moderate 0.65996873 Low Con 0.214 Identity Attack Insult Identity_Assertion
Sep 30, 2025 IRCC Names India in Study …
“The Indians are generally a dirty people.” Tyler trying his hardest not to laugh.
“The Indians are generally a dirty people.” Tyler trying his hardest not to laugh.
Identity Attack0.6649212
Insult0.6120431
Profanity0.25915453
Threat0.009696201
Severe Toxicity0.16960317
Moderate 0.65996873 Moderate Con 0.337 Identity Attack Insult Humor_Satire
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
The Sub-Saharan African people are terrible. Not verbatim. I can't stop laughing! 😂
The Sub-Saharan African people are terrible. Not verbatim. I can't stop laughing! 😂
Identity Attack0.69783735
Insult0.5129801
Profanity0.29053202
Threat0.024235269
Severe Toxicity0.23224114
Moderate 0.6491204 Moderate Con 0.399 Identity Attack Insult Unverified_Claim
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...
Trudeaus legacy right here. Modi laughing his ass off at lame woke easy to fool Canada. WOW! Robbed!
Trudeaus legacy right here. Modi laughing his ass off at lame woke easy to fool Canada. WOW! Robbed!
Identity Attack0.10221587
Insult0.5739874
Profanity0.43272525
Threat0.015947454
Severe Toxicity0.05473421
Moderate 0.6342749 Low Con 0.163 Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
"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...
Soon there will be garbage all throughout the street, rivers, lake and even more in the cities than there is already. It’s sad. Ignorant people with no civic duties in their culture. It’s not racist …
Soon there will be garbage all throughout the street, rivers, lake and even more in the cities than there is already. It’s sad. Ignorant people with no civic duties in their culture. It’s not racist to notice patterns. If the shoe was on the other foot, Canadians would be laughed at and run out if we imposed our religion and moved in millions of people over a decade. Stole all the jobs, destroy industries with low cheap labour. Exactly what’s happening in Canada. Can’t even speak the damn language yet, we are racist for getting mad I have to repeat “large black coffee” 17 times just to get a Chai Tea with 5 sugars in it. Canada has gone to shit.
Identity Attack0.36702603
Insult0.5739874
Profanity0.39409557
Threat0.016292779
Severe Toxicity0.03321367
Moderate 0.57271194 Constructive 0.522 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
blabla bla bla balaaaaaaaa- I am white, 74, Canadian Citizen - getting NADA! Canada is becoming a Fascist state - Adolph is laughing in his grave wherever he is!!!!!!!!!!!!!
blabla bla bla balaaaaaaaa- I am white, 74, Canadian Citizen - getting NADA! Canada is becoming a Fascist state - Adolph is laughing in his grave wherever he is!!!!!!!!!!!!!
Identity Attack0.48915586
Insult0.47630358
Profanity0.17752954
Threat0.048481647
Severe Toxicity0.072789766
Moderate 0.5721988 Moderate Con 0.325
Nov 10, 2018 How much do refugees and …
4:52 Im literally alone in my room laughing my ass off. This guy has no filter. Not the mentality most americans picture a canadian having. He does make some sense though.
4:52 Im literally alone in my room laughing my ass off. This guy has no filter. Not the mentality most americans picture a canadian having. He does make some sense though.
Identity Attack0.25817248
Insult0.27558193
Profanity0.5013569
Threat0.012285355
Severe Toxicity0.037697118
Moderate 0.55739564 Moderate Con 0.447 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Lol riding motorcyles and exempting them from helmets makes me fucking laugh, cause that fabric is gonna save your head from the pavement.
Lol riding motorcyles and exempting them from helmets makes me fucking laugh, cause that fabric is gonna save your head from the pavement.
Identity Attack0.017867407
Insult0.25404143
Profanity0.6242122
Threat0.030278467
Severe Toxicity0.052940834
Moderate 0.5532103 Low Con 0.216
Sep 18, 2025 13 likes Inside Canada's Indian Metropolis (Brampton)
Brampton is a dump and is the laughing stock of the entire country
Brampton is a dump and is the laughing stock of the entire country
Identity Attack0.061130337
Insult0.6109131
Profanity0.2980872
Threat0.008505191
Severe Toxicity0.023076924
Moderate 0.54823303 Low Con 0.232 Insult Identity_Assertion
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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...
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. …
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. Told them it was 2AM in the morning and people want to sleep. This is the second night. Your a bunch of ignorant bastards. Complete silence after that as they slinked to their tents. Still awake it’s too late. I felt like making all kinds of noise after that but I’m better then that
Identity Attack0.30103904
Insult0.5678696
Profanity0.45190978
Threat0.034422375
Severe Toxicity0.038593806
Moderate 0.52811706 Constructive 0.521 Insult Personal_Narrative
Aug 27, 2025 3 likes Why Canadians Are Turning Against …
black people really have it hard, in an “indian invasion”, yall still find time to laughing at racism against africans.
black people really have it hard, in an “indian invasion”, yall still find time to laughing at racism against africans.
Identity Attack0.58354634
Insult0.36193377
Profanity0.2188925
Threat0.028897164
Severe Toxicity0.02453801
Moderate 0.509388 Low Con 0.221 Identity Attack Moral_Argument
Jan 29, 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.