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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: "So are we pretending that …" 49 comments · Page 1 of 2
You mazafukka 😂😂😂 why tf you have to pretend to be portuguese??? You momo, we feel insulted
You mazafukka 😂😂😂 why tf you have to pretend to be portuguese??? You momo, we feel insulted
Identity Attack0.39870077
Insult0.6099415
Profanity0.65961236
Threat0.037530303
Severe Toxicity0.45401973
Toxic 0.7675452 Low Con 0.199 Insult Humor_Satire
Jan 27, 2026 1 likes 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...
This smuggler isn’t even speaking Punjabi, it’s all Hindi pretending to be a punjabi person lol. Even got you to meet up at a gurdwara so he has cover. Anyone that’s originally from Punjab wouldn’t …
This smuggler isn’t even speaking Punjabi, it’s all Hindi pretending to be a punjabi person lol. Even got you to meet up at a gurdwara so he has cover. Anyone that’s originally from Punjab wouldn’t be speaking Hindi when trying to translate it, dudes a scumbag
Identity Attack0.36942887
Insult0.6677319
Profanity0.4170448
Threat0.033386398
Severe Toxicity0.20067264
Moderate 0.6426206 Moderate Con 0.336 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are know for scamming: look st the scam call center in India, they even send in people in person to scam elders in the USA. There is that guy scamming out of gold bars …
Indians are know for scamming: look st the scam call center in India, they even send in people in person to scam elders in the USA. There is that guy scamming out of gold bars from an old veteran pretending he was with the military. India is know for corruption, rape against women, murders and scamming. Indians need to fix india and stay in india.
Identity Attack0.61901736
Insult0.5130944
Profanity0.33453682
Threat0.2836219
Severe Toxicity0.35094213
Moderate 0.6027529 Moderate Con 0.48 Identity Attack Insult Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Are these guys pretending or for real that they have no clue why liberals act that way? No need to have a lamp in daylight to figure this out: importing votes. This is liberal party …
Are these guys pretending or for real that they have no clue why liberals act that way? No need to have a lamp in daylight to figure this out: importing votes. This is liberal party business model how to stay in power and keep control. Who gives a rat ass about the rest,really? Sucked up and elbows are all the way to a promised land of diversity and inclusion.
Identity Attack0.099072486
Insult0.5130944
Profanity0.5188411
Threat0.01698343
Severe Toxicity0.051147457
Moderate 0.5885171 Low Con 0.256 Insult Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Muslim is a religion that prays in front of someone behind and kiss a black box and pretend to make love to it seriously not a religion all about control nothing else and they don …
Muslim is a religion that prays in front of someone behind and kiss a black box and pretend to make love to it seriously not a religion all about control nothing else and they don t want a mad canadians but they pushing us and our gouvernement did this on purpice because for them we are lab rat time to breack the cage canadians
Identity Attack0.5548181
Insult0.5130944
Profanity0.26628086
Threat0.13431145
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.382 Identity Attack Insult
Aug 25, 2025 Why Canadians Are Turning Against …
This is all of canada now. Bring in 8 million of them in a decade with no place to put them, then play stupid and pretend there's no homeless crisis. Every cashier, taxi driver, delivery …
This is all of canada now. Bring in 8 million of them in a decade with no place to put them, then play stupid and pretend there's no homeless crisis. Every cashier, taxi driver, delivery driver, security guard, fast food place.....all been replaced with foreign workers. I can barely understand half of them, and constantly have to ask them to repeat themselves.
Identity Attack0.11047905
Insult0.6120431
Profanity0.17613389
Threat0.010110466
Severe Toxicity0.017093835
Moderate 0.5532103 Moderate Con 0.473 Insult
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
LIES ! Lies Lies ! As Neil deGrasse Tyson would say it ! Pretending to be decent people…….THAT “”white/Cream ”” woman ! In the 51 years I have lived in Ontario as a Canadian Citizen……Canada …
LIES ! Lies Lies ! As Neil deGrasse Tyson would say it ! Pretending to be decent people…….THAT “”white/Cream ”” woman ! In the 51 years I have lived in Ontario as a Canadian Citizen……Canada have always been a Racist Country Starting with The Indigenous people Of Canada !!! Remember Mike Harris the Butcher !!!
Identity Attack0.50588524
Insult0.48675314
Profanity0.042413518
Threat0.008285114
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.364 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
9:06 when you're so cucked as a nation you pretend like you don't have a culture worth defending, preserving, or being proud of... Now u got these weird statues in parking lots lol
9:06 when you're so cucked as a nation you pretend like you don't have a culture worth defending, preserving, or being proud of... Now u got these weird statues in parking lots lol
Identity Attack0.23770751
Insult0.4339631
Profanity0.35346076
Threat0.015256803
Severe Toxicity0.044870634
Moderate 0.509388 Low Con 0.157 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Listen to the white guy talking about working hard How did this all start because back in the early days white Canadians sat on their backside getting welfare because they didn’t want to work Trudeaus …
Listen to the white guy talking about working hard How did this all start because back in the early days white Canadians sat on their backside getting welfare because they didn’t want to work Trudeaus father would say back then how lazy the Canadians were they wouldn’t work but drink and take drugs My father would rent property to lazy white men that would pretend to be good people but were lazy lying nasty people so watch your words Blame the government don’t attack the people because you people were worse back in the early times
Identity Attack0.5124616
Insult0.5130944
Profanity0.12220735
Threat0.022853967
Severe Toxicity0.023176458
Moderate 0.50759226 Moderate Con 0.482 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Lefties says im racist becaus ei talk outt loud about this issue. The batch of the last 5 yrs is filled with lownlife.scumbags / homeless from 3rdd world countries. We used to control the influx …
Lefties says im racist becaus ei talk outt loud about this issue. The batch of the last 5 yrs is filled with lownlife.scumbags / homeless from 3rdd world countries. We used to control the influx but trudeau government opened the gates during the pandemic and now we are in major trouble but leftoes likes to pretend theres no issues. They are in power , we have no say so therefore the country is being invaded by hordes of non skilled migration which is absolutely devastating for our beautiful nation
Identity Attack0.39677486
Insult0.5393265
Profanity0.25915453
Threat0.01254427
Severe Toxicity0.023880709
Moderate 0.5024724 Moderate Con 0.485 Insult
Nov 8, 2025 Why Canadians Are Turning Against …
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. …
I used to work in sales. Every single one of them will go out of their way to haggle against fixed prices. Wasting time demanding favours and deals. They constantly try to screw you over. They favour their own over you and are blatant about it. Once you look into their izzat system, everything makes more sense. They are not compatible, they don't want to be. They smell awful, act awful, and then pretend to be surprised when people don't like it. Often literally retarded. Brazenly two-faced.
Identity Attack0.15517195
Insult0.5130944
Profanity0.36230123
Threat0.011223801
Severe Toxicity0.023076924
Moderate 0.4838166 Moderate Con 0.467 Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
that's atleast a 1000 times better than islamic places btw.you don't see the trash.allowed to film inside the temple.even they allow all religions to enter unlike muslims only allowing muslims in mosques.You are pretending to …
that's atleast a 1000 times better than islamic places btw.you don't see the trash.allowed to film inside the temple.even they allow all religions to enter unlike muslims only allowing muslims in mosques.You are pretending to be blind if you don't see difference.
Identity Attack0.5135796
Insult0.42367843
Profanity0.18171974
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.357 Identity Attack
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
She’s not even smart enough to pretend she’s not.
She’s not even smart enough to pretend she’s not.
Identity Attack0.026609946
Insult0.5101222
Profanity0.11911256
Threat0.01052473
Severe Toxicity0.013543231
Moderate 0.4575469 Low Con 0.188 Insult Humor_Satire
Feb 27, 2026 19 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
A bunch of pjeet bots ♂️👳🏿‍♂️ coping with fake usernames and profiles pretending to be a developed country person 😂
A bunch of pjeet bots ♂️👳🏿‍♂️ coping with fake usernames and profiles pretending to be a developed country person 😂
Identity Attack0.120924085
Insult0.38852
Profanity0.2253223
Threat0.011715741
Severe Toxicity0.023076924
Moderate 0.41910073 Low Con 0.167 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
As an Indian, I feel so bad for Australia, Canada, New Zealand. The psychology of our people is : - lack of realisation of anyone's pain - zero tolerance to dissent - pretend to love …
As an Indian, I feel so bad for Australia, Canada, New Zealand. The psychology of our people is : - lack of realisation of anyone's pain - zero tolerance to dissent - pretend to love others as long as you not call them out and if you do, all these angelic demeanor falls off, they come for you, your family, everyone. - complete respect for the countries they inhabit seeking absolute dominance and control. - then turn the country into sh.... then make their kids move to other countries to encroach and change demographics. Japanese, if you're reading this, don't tell us that the liberal left-wing Indians didn't warn you!!
Identity Attack0.32476485
Insult0.34314156
Profanity0.36230123
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.563 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians pretend to donate food to poor local AFTER taking their jobs
Indians pretend to donate food to poor local AFTER taking their jobs
Identity Attack0.4054415
Insult0.16802633
Profanity0.09324962
Threat0.010576514
Severe Toxicity0.016706496
Moderate 0.3666224 Low Con 0.278 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine …
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine attitude and judging them. The amount of adharm bleeding out of India, and yet y'all throw a Kurta on and pretend otherwise... Its honestly wild.
Identity Attack0.25309357
Insult0.3470427
Profanity0.05393682
Threat0.010757755
Severe Toxicity0.011138916
Moderate 0.34757367 Moderate Con 0.419 Identity_Assertion
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
Yes they do go to their bmw and pretend to be different households to get extra free food.its dispicable I see it all the time
Yes they do go to their bmw and pretend to be different households to get extra free food.its dispicable I see it all the time
Identity Attack0.01555616
Insult0.33154017
Profanity0.06195303
Threat0.007948523
Severe Toxicity0.005493164
Moderate 0.3281604 Moderate Con 0.439
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Aiesha Zafar, if you dedicated half the amount of time to researching the data necessary for this hearing as you have spent observing yourself in a mirror, you could enhance your credibility. You are a …
Aiesha Zafar, if you dedicated half the amount of time to researching the data necessary for this hearing as you have spent observing yourself in a mirror, you could enhance your credibility. You are a disgrace to the position, even if you possess a Bachelor of Commerce (Honours) degree in Finance from the University of Manitoba and a Master of Arts degree in War Studies from the Royal Military College. I didn't complete high school nor attend a university, but I do know one thing: Pretending to be something one is not inevitably catches up with them. You have accepted the responsibilities associated with this role and assert to possess over 20 years of experience that extends into this particular field. Cease squandering both time and financial resources (taxpayers). Either take control of your responsibilities or resign, thereby permitting yourself to spend additional time frolicking in the dance studio, akin to a child.
Identity Attack0.010729378
Insult0.35505778
Profanity0.051932767
Threat0.00746953
Severe Toxicity0.0065612793
Moderate 0.32289913 Moderate Con 0.494 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to be innocent with lies. Instead of following regulations, they started rioting in city squares, in city parks, making noise, throwing garbage. "Halt on Deportations: In response to the scandal, the Canadian government paused the deportation of the implicated students to investigate the situation further and consider alternative solutions.  Review of Cases:A process was put in place to review the cases of the affected students, particularly those who were victims of the fraud.  Fake Admissions:The students obtained their Canadian visas through a fraudulent agent who provided fake admission offers from Humber College, leading to their entry into the country.  Loss of Status:Upon discovering the fake letters, the students were deemed to have lost their study permit status, making them subject to deportation by the Canada Border Services Agency (CBSA).  Political Pressure:The New Democratic Party (NDP) in Canada called on the government to not deport these students, highlighting their exploitation and the circumstances under which they were brought to Canada.  Crackdown on Scammers:The government and authorities also began cracking down on the agents and fraudulent institutions that facilitated this scam, as the students were often unaware of the forged nature of their documents, according to the Canadian Federation of Students.  Advocacy for Students:Organizations and Members of Parliament (MPs) called on the government to show leniency towards the students, highlighting their victim status and advocating for waivers of deportation.
Identity Attack0.10221587
Insult0.26957804
Profanity0.06646215
Threat0.011974656
Severe Toxicity0.00919342
Moderate 0.30716252 Constructive 0.628 Unverified_Claim
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for …
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for Khalistan and pretend to be freedom fighters. They follow a terrorist named Bhindrawala who held 100s of hostages in Amritsar's Golden Temple to blackmail the Indian Govt. in 1984. Google Operation Blue Star.
Identity Attack0.2823795
Insult0.25602314
Profanity0.02071529
Threat0.02440793
Severe Toxicity0.010528564
Moderate 0.30514878 Constructive 0.581 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
They gotta go. Noone wants them here. It's brutual having to pretend we like them.
They gotta go. Noone wants them here. It's brutual having to pretend we like them.
Identity Attack0.19890837
Insult0.16773392
Profanity0.062454045
Threat0.025616571
Severe Toxicity0.00869751
Moderate 0.30502358 Low Con 0.259 Fear_Threat
Feb 24, 2026 Inside Canada's Indian Invasion...
Roca. Milton ON is becoming a muslim community. No homeless no red neck in Milton ON. Some pointers Pakistani consulate at 810 Nipissing Road. Ask them who they help to bring from pakistan. Also, check …
Roca. Milton ON is becoming a muslim community. No homeless no red neck in Milton ON. Some pointers Pakistani consulate at 810 Nipissing Road. Ask them who they help to bring from pakistan. Also, check out the islamic community center located at 8069 Equesing Line Milton. There they are advocating jihad, and destruction of western culture and implementation of sharia law. You can get into the building pretending that you are a Uber driver.
Identity Attack0.3780483
Insult0.123407245
Profanity0.028503597
Threat0.019055385
Severe Toxicity0.013155893
Moderate 0.3048984 Moderate Con 0.494 Unverified_Claim
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Someone has to enforce de Law and send all these ppl, pretending to be students, back to India!
Someone has to enforce de Law and send all these ppl, pretending to be students, back to India!
Identity Attack0.29798782
Insult0.15414265
Profanity0.034146797
Threat0.0347677
Severe Toxicity0.013478675
Low Tox 0.2855005 Low Con 0.224
Oct 22, 2025 IRCC Names India in Study …

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.