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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: "Eye for an eye, it …" 123 comments · Page 1 of 5
i didnt know white ppl have iq to flim video, bloody dumb retards btw your pale body is way bright for my eyes,
i didnt know white ppl have iq to flim video, bloody dumb retards btw your pale body is way bright for my eyes,
Identity Attack0.65625757
Insult0.6798578
Profanity0.5188411
Threat0.09623027
Severe Toxicity0.39194742
Toxic 0.78855824 Low Con 0.194 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
This reporter keeps going to the EYE OF THE FUCKING STORM and lives to tell the tale over and over again
This reporter keeps going to the EYE OF THE FUCKING STORM and lives to tell the tale over and over again
Identity Attack0.045901958
Insult0.42881694
Profanity0.764141
Threat0.023026628
Severe Toxicity0.34997055
Toxic 0.78207105 Low Con 0.235 Meta_Commentary
Feb 7, 2026 7 likes Inside Canada's Indian Invasion...
At 0:20 her left eye brow twitched in agitation. What a pathetic liar.
At 0:20 her left eye brow twitched in agitation. What a pathetic liar.
Identity Attack0.050671257
Insult0.7775208
Profanity0.25184435
Threat0.010731863
Severe Toxicity0.023076924
Toxic 0.7510937 Low Con 0.206 Insult
Sep 29, 2025 IRCC Names India in Study …
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans …
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans because he believes that rape is normal in their African culture!!! What?? He has no idea that India has highest rape rate in a year and brutality including regular lynching... my goodness... this guy will not open his eyes yet. And why he hates muslims? He is ignorant. What a crazy racist is that guy. Hate and racism is going to burn our lovely beloved safest country Canada. This is not right. Alarm. Whoever we are, we all must live together in peace and unity. Multiculturalism is not bad but Candian common culture must be adopted, respected and lived.
Identity Attack0.55044734
Insult0.69164425
Profanity0.37993968
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.7252971 Constructive 0.556 Identity Attack Insult Moral_Argument
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
Lived in Brampton in 91 I was 10 a lil next door neighbour girl like 5/6 waved at me her hairy eyed father ripped her in the house with a face full of anger and …
Lived in Brampton in 91 I was 10 a lil next door neighbour girl like 5/6 waved at me her hairy eyed father ripped her in the house with a face full of anger and then never saw her again fuck them they should die for touching there woman like that
Identity Attack0.28034934
Insult0.43296707
Profanity0.6001929
Threat0.5195707
Severe Toxicity0.35368225
Moderate 0.681338 Constructive 0.606 Threat Personal_Narrative
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian, I'm just gonna close my eyes. I don't wanna watch this… Four syllables Ass. Im a late Motherf$&kers
As a Canadian, I'm just gonna close my eyes. I don't wanna watch this… Four syllables Ass. Im a late Motherf$&kers
Identity Attack0.21075934
Insult0.40975618
Profanity0.61633086
Threat0.100830056
Severe Toxicity0.18538254
Moderate 0.6611249 Moderate Con 0.357
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the …
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the Roman’s do!! I’m an immigrant as well,and my blood is boiling with these species!! Thank Trudeau and now us clown carney!! What it is doing is causing a lot of hate, Canadians need to get off their asses and start voicing and pushing back on this situation than turning a blind eye!! The ones who shouldn’t be here need to be deported!!
Identity Attack0.4139151
Insult0.5678696
Profanity0.5365423
Threat0.061089642
Severe Toxicity0.21596274
Moderate 0.6588125 Moderate Con 0.477 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
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...
If you’re a white male you will always be accused of racism, misogyny, etc… in the left’s eyes! Get over yourselves! That’s just the way the left in modern society tries to embarrass, marginalize and …
If you’re a white male you will always be accused of racism, misogyny, etc… in the left’s eyes! Get over yourselves! That’s just the way the left in modern society tries to embarrass, marginalize and beat you up! Stop giving it any concern or thought! Stop caring what some leftist idiot thinks about you! This is their problem not yours! Push forward through this BS and stand strong on your morals and convictions!!! 🇺🇸🇺🇸🇺🇸🇺🇸🇺🇸
Identity Attack0.50515765
Insult0.6336687
Profanity0.36230123
Threat0.11769595
Severe Toxicity0.08859174
Moderate 0.6407703 Moderate Con 0.367 Identity Attack Insult Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canada is dead. Full of racist fraudulent immigrants who have brutal contempt for Canada and western culture. They came here to use our freedom to destroy our culture. Open your eyes!
Canada is dead. Full of racist fraudulent immigrants who have brutal contempt for Canada and western culture. They came here to use our freedom to destroy our culture. Open your eyes!
Identity Attack0.6007182
Insult0.56997263
Profanity0.11601777
Threat0.067232
Severe Toxicity0.16960317
Moderate 0.63782936 Low Con 0.239 Identity Attack Insult Fear_Threat
Oct 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indians are idols worshipers ind they bring their idols to Canada and the blessings of Canada land is corrupted by their idols Chadians are too fools to figure out this most East Indians no soluson …
Indians are idols worshipers ind they bring their idols to Canada and the blessings of Canada land is corrupted by their idols Chadians are too fools to figure out this most East Indians no soluson look at them in their eyes 👀 they only after money and too greedy people go look at the history most world countries kicked them out from their country weak up Canada 🇨🇦 it’s almost to late know I will feel it soon already 😮
Identity Attack0.55044734
Insult0.6099415
Profanity0.18663849
Threat0.0347677
Severe Toxicity0.052044146
Moderate 0.5885171 Low Con 0.298 Identity Attack Insult Unverified_Claim
Aug 28, 2025 Why Canadians Are Turning Against …
@14:50 the guy saying Hindus don't discriminate against other religions is lying through his teeth. Ask him if they would allow a >> 100 foot statue of Jesus or St Peter <<, or a new …
@14:50 the guy saying Hindus don't discriminate against other religions is lying through his teeth. Ask him if they would allow a >> 100 foot statue of Jesus or St Peter <<, or a new mosque in any major Indian city, maybe Delhi... they will lynch a christian in a blink of an eye if he tried it. Bunch of liars and sc8mer5 is what these guys are...🤬
Identity Attack0.46028158
Insult0.6149945
Profanity0.23083201
Threat0.2836219
Severe Toxicity0.05025077
Moderate 0.57271194 Moderate Con 0.31 Insult
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Please do not believe your own eyes everything is fine saar plz do not redeem saar bloody bastard saar
Please do not believe your own eyes everything is fine saar plz do not redeem saar bloody bastard saar
Identity Attack0.18468912
Insult0.57787937
Profanity0.5722072
Threat0.2836219
Severe Toxicity0.45077345
Moderate 0.5721988 Low Con 0.234 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian i just wanna say we love immigrants, ask any Canadian we love fillipinos more than other Canadians. East Indians are rude, dirty and hate our people. They deserve every bit of hate …
As a Canadian i just wanna say we love immigrants, ask any Canadian we love fillipinos more than other Canadians. East Indians are rude, dirty and hate our people. They deserve every bit of hate they get and i cant wait until Canadians finally send them all home. Not to mention they live like complete animals 5-10 of them in a 2 bedroom apartment (ive seen it with my own eyes delivering furniture). They then save up their money as a group buy up a business then only hire their own. They are a disgusting group of people t hat need to be banned from every country outside of their own.
Identity Attack0.5707127
Insult0.5332045
Profanity0.19401662
Threat0.045572113
Severe Toxicity0.15179962
Moderate 0.52811706 Constructive 0.523 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Such a racist , biased untruthful borderline intolerant article 😡😡😡😡. People from India are highly skilled and your country desperately need them hence your country got them here on H1 and unlike those Islamic country …
Such a racist , biased untruthful borderline intolerant article 😡😡😡😡. People from India are highly skilled and your country desperately need them hence your country got them here on H1 and unlike those Islamic country immigrants who come and slowly invade and hate .. the locals.. Indians .. work hard , PAY TAX , Contribute to country’ s grand GDP , and try to build a life for themselves and families without hurting others !! If their prosperity and growth is sticking a thorn in your eye , you need to think whose fault it is !! Get the PERSPECTIVE right !! 😡😡😡
Identity Attack0.46028158
Insult0.49151286
Profanity0.07740857
Threat0.012337137
Severe Toxicity0.02406851
Moderate 0.509388 Moderate Con 0.476
Nov 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
usa, canada, australia: open your eyes and kick the garbage out.
usa, canada, australia: open your eyes and kick the garbage out.
Identity Attack0.24801466
Insult0.4339631
Profanity0.114160895
Threat0.4738685
Severe Toxicity0.023076924
Moderate 0.48021027 Low Con 0.12 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I saw it with my own eyes Canada so crazy
I saw it with my own eyes Canada so crazy
Identity Attack0.4482637
Insult0.49389273
Profanity0.10920923
Threat0.009074804
Severe Toxicity0.02116089
Moderate 0.47772613 Moderate Con 0.426 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
''great replacement is a myth and far right a conspiracy theory'' is what they say in media but people aint stupid, our eyes do not lie.
''great replacement is a myth and far right a conspiracy theory'' is what they say in media but people aint stupid, our eyes do not lie.
Identity Attack0.011987305
Insult0.5130944
Profanity0.2801717
Threat0.0086087575
Severe Toxicity0.010223389
Moderate 0.45761138 Low Con 0.299 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian people openly give ads.. Hiring only Indians and the govt has shut their eyes.... Meanwhile young white ppl suffer.. Time to hit the streets
Indian people openly give ads.. Hiring only Indians and the govt has shut their eyes.... Meanwhile young white ppl suffer.. Time to hit the streets
Identity Attack0.5075293
Insult0.25205973
Profanity0.14930901
Threat0.34876925
Severe Toxicity0.024960563
Moderate 0.45549932 Moderate Con 0.327 Identity Attack
Sep 20, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about …
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about Indians rightfully so and I always say hey we have Muslim refugees sneaking in here under the radar cuz all eyes are on the Indians.
Identity Attack0.55044734
Insult0.28997475
Profanity0.0935729
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.44573322 Constructive 0.673 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The adoption of Mr Beastification of YouTube thumbnails by lying racists like Tyler Oliveira is tragic . No Tim Hortons looks like what you depict in the thumbnail. Tyler , you look part Jewish or …
The adoption of Mr Beastification of YouTube thumbnails by lying racists like Tyler Oliveira is tragic . No Tim Hortons looks like what you depict in the thumbnail. Tyler , you look part Jewish or even part Mexican with those almond shaped eyes and dark features. Before you know it , you’ll be next on the KKK’s menu .
Identity Attack0.3817989
Insult0.4555076
Profanity0.10363861
Threat0.023889944
Severe Toxicity0.023076924
Moderate 0.44039994 Low Con 0.282 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I am so so surprized with the comments coming from an assumed Christian White man in work jacket and a beautiful bike to ride on, against muslims and African immigrants!!! He has no idea what …
I am so so surprized with the comments coming from an assumed Christian White man in work jacket and a beautiful bike to ride on, against muslims and African immigrants!!! He has no idea what Jesus has told his people and all Christians to follow? Ohhh...my godness...God forgive this man...cleanse heart from hate, and open his eyes!!! Pooofh...
Identity Attack0.48949075
Insult0.35161978
Profanity0.114160895
Threat0.012803185
Severe Toxicity0.023076924
Moderate 0.4394682 Moderate Con 0.479 Moral_Argument
Feb 6, 2026 Inside Canada's Indian Invasion...
Bro wtf. That pizza pizza is very close to me. Will be keeping a closer eye out on that building they had you in
Bro wtf. That pizza pizza is very close to me. Will be keeping a closer eye out on that building they had you in
Identity Attack0.012842959
Insult0.15840563
Profanity0.4798129
Threat0.010705971
Severe Toxicity0.023076924
Moderate 0.42985553 Moderate Con 0.463 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Blood is not same Everyone have different blood group And eye Color is also different Finger prints are also different Even pig bleed red blood does that mean humans and pigs are the same ? …
Blood is not same Everyone have different blood group And eye Color is also different Finger prints are also different Even pig bleed red blood does that mean humans and pigs are the same ? This is stupid logic All humans aren’t the same As matter of fact every single human is different from everyone Finger prints are different
Identity Attack0.060220852
Insult0.40420914
Profanity0.29209393
Threat0.013321015
Severe Toxicity0.022064678
Moderate 0.4269174 Moderate Con 0.405 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You're lucky that at the time when Indians' turn came you've access to the internet 3.0 and can make/post disillusioing videos like this one, otherwise it should ideally be first things first. Some 200 years …
You're lucky that at the time when Indians' turn came you've access to the internet 3.0 and can make/post disillusioing videos like this one, otherwise it should ideally be first things first. Some 200 years ago, when Canada was being formed what would the title be????Inside Canada's European Invasion...😆😆. Why just Canada? Over two-third of the world would be sending you curses as you didn't let a single place alone out of your eagle grade eyes and claws(but only if there was youtube back then). Now you are sulking and whining when others give you a taste of your medicine. Learn to deal with it!!! Europeans never brought a civilization of peace and tranquility to this country either, atleast Indians bring some colors,dynamism,entrepreneurship and hard work which aids its economy.
Identity Attack0.31015682
Insult0.40243408
Profanity0.26735115
Threat0.03856628
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.472 Moral_Argument
Feb 9, 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.