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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: "And why those with visas …" 441 comments · Page 1 of 18
Fuck me, So you visiting for 6 months lol on 1 month visa, wow, I mean I knew it was bad but the fuckery here seems to be state sponsored level fuckery
Fuck me, So you visiting for 6 months lol on 1 month visa, wow, I mean I knew it was bad but the fuckery here seems to be state sponsored level fuckery
Identity Attack0.10221587
Insult0.48627716
Profanity0.90150756
Threat0.03373172
Severe Toxicity0.46947223
Toxic 0.9288007 Moderate Con 0.36 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Are you sure Indian will leave Canada? Bull shit. When they come here, they paid a lot of money ..they sold out all to come here. They don’t have anything in India. All family rely …
Are you sure Indian will leave Canada? Bull shit. When they come here, they paid a lot of money ..they sold out all to come here. They don’t have anything in India. All family rely on the workers who get the working visa. So they cannot go back to India.
Identity Attack0.13618062
Insult0.25303623
Profanity0.8147593
Threat0.0041770977
Severe Toxicity0.00029806927
Toxic 0.89366525
Apr 17, 2025 1 likes
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 …
Finally someone showing the world the bullshit we gotta deal with. We got too man “student visa” Indians in our fucking country. The government is the biggest part of this problem smh
Finally someone showing the world the bullshit we gotta deal with. We got too man “student visa” Indians in our fucking country. The government is the biggest part of this problem smh
Identity Attack0.60238177
Insult0.5393265
Profanity0.7888968
Threat0.029933142
Severe Toxicity0.35368225
Toxic 0.8115627 Moderate Con 0.314 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Stupid Canadian visa agency woke up now 😂😂😂😂😂
Stupid Canadian visa agency woke up now 😂😂😂😂😂
Identity Attack0.5135796
Insult0.7492263
Profanity0.33453682
Threat0.008440462
Severe Toxicity0.07542343
Toxic 0.78855824 Low Con 0.197 Identity Attack Insult
Sep 29, 2025 IRCC Names India in Study …
PROBLEM IS UR GAY PRESIDENT...U SHOULD BE STRICT ON UR VISA POLICY...U INVITED MANY MUSLIMS REFUGEE..ILLEGAL IMMIGRANT PEOPLE WILL DISTROY UR COUNTRY
PROBLEM IS UR GAY PRESIDENT...U SHOULD BE STRICT ON UR VISA POLICY...U INVITED MANY MUSLIMS REFUGEE..ILLEGAL IMMIGRANT PEOPLE WILL DISTROY UR COUNTRY
Identity Attack0.7778623
Insult0.5423875
Profanity0.29209393
Threat0.2172668
Severe Toxicity0.35058254
Toxic 0.7701451 Low Con 0.224 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Fucking " student visas " 🔪🐀 . It has to stop. It has to stop altogether. Most are fakes. Even real ones are incompetent and a net negative. It has to stop. No more. Only …
Fucking " student visas " 🔪🐀 . It has to stop. It has to stop altogether. Most are fakes. Even real ones are incompetent and a net negative. It has to stop. No more. Only from european of descent countries. That should be the aim . For 100% european of descent. No more BS
Identity Attack0.45348886
Insult0.489133
Profanity0.7092837
Threat0.043309137
Severe Toxicity0.35368225
Toxic 0.76523775 Moderate Con 0.31 Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
As a ‘Indian’ born in Canada I agree something needs to be done. The government is to be blamed for giving them false hope and not enforcing visa rules.. The guy on the bike however …
As a ‘Indian’ born in Canada I agree something needs to be done. The government is to be blamed for giving them false hope and not enforcing visa rules.. The guy on the bike however is insanely racist can we stop hyping up? He literally said we’re ‘lucky’ it’s Indians and not Africans or Muslims. Be so deadass what the fuck?
Identity Attack0.57957685
Insult0.62169385
Profanity0.6983885
Threat0.13815513
Severe Toxicity0.34993178
Toxic 0.743089 Constructive 0.567 Identity Attack Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so …
the guy on the bike is full of shit. you're far more likely to be raped in Canada by a cacausian male than an African. the africans are trying to be on good behaviour so that they can keep their visas. duh. And re: the number of Tims employees who are white: how many white Gen-Z Canadians do you see hoping to get a job at Tims vs. the number you can see who spend their entire day on their phones in their parents' basement?
Identity Attack0.6007182
Insult0.6149945
Profanity0.6001929
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.743089 Moderate Con 0.476 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably …
Nobody tells that to your fucking govt. Before they issue visas like food stamps? It's not only the brown's or a particular race it's your govt. that has failed. See downtown Toronto, vancouver or probably any other province or city you got homeless white canadian's smoking phentanyl. I hope that's not canadian culture. Blame your system and not only immigrants. A lot of people from outside are the reasons you guys are surviving today, infact 90% of your country's economy based on immigration. Canada only has false hopes, joblessness and homelessness for everybody because the government has completely failed and is only running sham schemes to fill their pockets.
Identity Attack0.55011386
Insult0.6051471
Profanity0.64657205
Threat0.045572113
Severe Toxicity0.3532795
Toxic 0.7252971 Constructive 0.524 Identity Attack Insult Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
I rent out rooms here in Kitchener, there was a huge massive invasion of East indians coming here to Conestoga college. They tell me they are using the visa program just to get into Canada, …
I rent out rooms here in Kitchener, there was a huge massive invasion of East indians coming here to Conestoga college. They tell me they are using the visa program just to get into Canada, then bring their whole family. They don't even care about the schooling. They say " blame Trudeau" "We are taking advantage of the stupidity"
Identity Attack0.44690517
Insult0.71120167
Profanity0.29168049
Threat0.009929225
Severe Toxicity0.023076924
Toxic 0.718943 Constructive 0.519 Insult Unverified_Claim
Oct 9, 2025 IRCC Names India in Study …
Ohhhh Canada, plus a corrupt illegal migrant scam that runs deep into the government, 5 million recently unaccounted for in the country illegally. If they were of my genetic home of France I'd be even …
Ohhhh Canada,  plus a corrupt illegal migrant scam that runs deep into the government,  5 million recently unaccounted for in the country illegally. If they were of my  genetic home of France I'd be even more pissed because I could say something without being called a fucking racist. Adding an average if 70'000 to the 1.5 million city we live in 5 YEARS IN A ROW IS SIMPLE FUCKING ECONOMICS. In my neighborhood in 9 months 7 houses have burnt down, the same workers with different shell names come in and built the same 8 plex where a SINGLE HOME STOOD, they ONLY move in people from THEIR home country, they buy up business and ONLY hire people from their country. And THOSE ARE THE ONES WHO COME HERE LEGALLY from the same country that make up 90% the unaccounted 5 million in the education visas scam and other scams. I have evidence of so much, so so much.
Identity Attack0.55044734
Insult0.6120431
Profanity0.5722072
Threat0.0824309
Severe Toxicity0.35368225
Toxic 0.7105462 Constructive 0.61 Identity Attack Insult Unverified_Claim
Aug 10, 2025 How Canada broke its immigration …
Ban all indian visas, immigrant etc. Canada stinks enough
Ban all indian visas, immigrant etc. Canada stinks enough
Identity Attack0.7063701
Insult0.5678696
Profanity0.22622968
Threat0.013702838
Severe Toxicity0.16960317
Moderate 0.6863638 Low Con 0.157 Identity Attack Insult
Oct 3, 2025 1 likes IRCC Names India in Study …
This crap is getting more and more INSANE. We are already overcrowded and overlfowing with refugees, asylum seekers, temporary work visas, student visas and others.....while our sytem COLLAPSES UNDER THE STRAIN. FIRE these FEDS.....NOW.
This crap is getting more and more INSANE. We are already overcrowded and overlfowing with refugees, asylum seekers, temporary work visas, student visas and others.....while our sytem COLLAPSES UNDER THE STRAIN. FIRE these FEDS.....NOW.
Identity Attack0.28034934
Insult0.6099415
Profanity0.46460027
Threat0.15434735
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.38 Insult Fear_Threat
Nov 21, 2025 1 likes Thousands of refugees allowed into …
Yes it’s total corruption these stupid student visas while we have a housing shortage
Yes it’s total corruption these stupid student visas while we have a housing shortage
Identity Attack0.083355546
Insult0.67735565
Profanity0.36902615
Threat0.008764107
Severe Toxicity0.023076924
Moderate 0.68408644 Low Con 0.285 Insult Policy_Critique
Oct 2, 2025 IRCC Names India in Study …
As an Indian, is the Canadian govt retarded? Are they not seeing these fake ass colleges and visa violations and day light smuggling?
As an Indian, is the Canadian govt retarded? Are they not seeing these fake ass colleges and visa violations and day light smuggling?
Identity Attack0.47178617
Insult0.6308392
Profanity0.47435758
Threat0.013113883
Severe Toxicity0.16960317
Moderate 0.6667219 Low Con 0.268 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
what pisses me the most is that when I want to go there I have to comply with a billion visa requirements to stay for 10 days and these dirty bastards get a citizenship for …
what pisses me the most is that when I want to go there I have to comply with a billion visa requirements to stay for 10 days and these dirty bastards get a citizenship for nothing
Identity Attack0.27701542
Insult0.6336687
Profanity0.49576873
Threat0.019573374
Severe Toxicity0.11492836
Moderate 0.65996873 Moderate Con 0.313 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
The same shit is happening in Aus! It's almost always those who migrated from the rural parts of a developing country who don't (want to?) assimilate well. This is why there should be a "check" …
The same shit is happening in Aus! It's almost always those who migrated from the rural parts of a developing country who don't (want to?) assimilate well. This is why there should be a "check" to immigration. The honest, talented, hard-working immigrants, who get all my respect, looking to start anew get trampled, replaced by those disgustingly dishonest, visa dodgers at best.
Identity Attack0.38223284
Insult0.5678696
Profanity0.6242122
Threat0.021472665
Severe Toxicity0.16960317
Moderate 0.6588125 Constructive 0.652 Insult
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Criminals on student Visa hasn’t been charged because the Judge thinks that will affect them to obtain the Residency in Canada, that’s how stupid Justice system is right now.
Criminals on student Visa hasn’t been charged because the Judge thinks that will affect them to obtain the Residency in Canada, that’s how stupid Justice system is right now.
Identity Attack0.052490227
Insult0.6798578
Profanity0.2347036
Threat0.0089712385
Severe Toxicity0.01896597
Moderate 0.6426206 Low Con 0.286 Insult Unverified_Claim
Sep 29, 2025 1 likes IRCC Names India in Study …
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people …
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people liked it and accepted it. 2- Who the hell is talking that Islam is spreading and worried about his kids an indian man well well🤣, you guys literally fked up the country with your stink, rudeness, scammers, fake certificates, fake visas, and poisoned food.
Identity Attack0.5504064
Insult0.5739874
Profanity0.44133487
Threat0.24878941
Severe Toxicity0.23225316
Moderate 0.6426206 Constructive 0.559 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
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 …
Well the Canadians gave them visa let them in. Blame them. Plus the took people from the worst part of India; North India. If the Canadian government wanted they could solve this shit in 1 …
Well the Canadians gave them visa let them in. Blame them. Plus the took people from the worst part of India; North India. If the Canadian government wanted they could solve this shit in 1 year and have all the punjabis deported to india. Simple.
Identity Attack0.55044734
Insult0.49389273
Profanity0.5381406
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.61223894 Moderate Con 0.369 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
NEVER EVER TRUST an Indian! Over here in the U.S., they abused the H-1B work visas!!! Trump just tagged a $100,000 on all H-1B VISA!! 🎉🎉🎉
NEVER EVER TRUST an Indian! Over here in the U.S., they abused the H-1B work visas!!! Trump just tagged a $100,000 on all H-1B VISA!! 🎉🎉🎉
Identity Attack0.6106996
Insult0.38406035
Profanity0.2188925
Threat0.058503386
Severe Toxicity0.19149859
Moderate 0.6027529 Moderate Con 0.352 Identity Attack
Sep 30, 2025 2 likes IRCC Names India in Study …
buncha racist people. "It took me a year to get a visa" and "Now they just jump the border and file for asylum". are these guys so shit at math that they don't understand statistics? …
buncha racist people. "It took me a year to get a visa" and "Now they just jump the border and file for asylum". are these guys so shit at math that they don't understand statistics? do they genuinely think all immigrants from india are asylum seekers and nobody comes via visa, like are they that idiotic? do you see how these ppl immediately seek some kind of high ground? its disgusting to me Indian people probably do bring a 100 problems with them, I won't argue on this. But then its the job of the ppl of the country to pressure their government to stop immigration by changing the immigration policy. There's no point in directing your racist resentment at a group of people for just following whats legally allowed
Identity Attack0.5135796
Insult0.57566804
Profanity0.4756165
Threat0.07323132
Severe Toxicity0.16960317
Moderate 0.60254884 Constructive 0.612 Identity Attack Insult
Nov 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.