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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

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Active: "If having one Indian at …" 468 comments · Page 2 of 19
One Indian family I met used a church claiming to be persecuted Christians to come here and got PR upon arrival. They have a daughter who should be in school but they keep her home …
One Indian family I met used a church claiming to be persecuted Christians to come here and got PR upon arrival. They have a daughter who should be in school but they keep her home and are more interested in finding their 14 Yr old a Hindu or Muslim husband. Canadian immigration is a fucking joke!
Identity Attack0.6106996
Insult0.5130944
Profanity0.5865656
Threat0.017156094
Severe Toxicity0.21290472
Moderate 0.681338 Moderate Con 0.487 Identity Attack Insult
Nov 24, 2025 1 likes Thousands of refugees allowed into …
All East Indians gotta go they all scammers and taking jobs. NOBODY IN CANADA CAN GET ONE LIKE WTF!!!
All East Indians gotta go they all scammers and taking jobs. NOBODY IN CANADA CAN GET ONE LIKE WTF!!!
Identity Attack0.5274064
Insult0.5739874
Profanity0.47435758
Threat0.026652548
Severe Toxicity0.17009245
Moderate 0.6667219 Low Con 0.215 Identity Attack Insult Unverified_Claim
Sep 9, 2025 Why Canadians Are Turning Against …
No one likes Indians. Not even themselves
No one likes Indians. Not even themselves
Identity Attack0.71720207
Insult0.41530323
Profanity0.26641908
Threat0.06755528
Severe Toxicity0.23224458
Moderate 0.6667219 Low Con 0.25 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking …
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking seperatist politics out of Canada. To be clear, you (one of the documentarians) was adorned with a pro Indian seperatist headwrap with a the Khalistani yellow and the symbol of swords. (12:00) You've just shown support for what is defined as a terrorist organization by many countries in the world, except Canada.
Identity Attack0.55044734
Insult0.5588244
Profanity0.6242122
Threat0.08089764
Severe Toxicity0.34993178
Moderate 0.6611249 Constructive 0.604 Identity Attack Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
4:12 that guy must’ve watched Tyler’s video about the Indian poop festival where that one guy eat poop 😂
4:12 that guy must’ve watched Tyler’s video about the Indian poop festival where that one guy eat poop 😂
Identity Attack0.2823795
Insult0.37619758
Profanity0.43554106
Threat0.028379176
Severe Toxicity0.18844056
Moderate 0.6588125 Low Con 0.249 Humor_Satire
Feb 3, 2026 Inside Canada's Indian Invasion...
These white pricks invaded Canada first. Ask them to leave first , after looting and invading countries all around the world and now they are asking Indians to go back. This generation of white descendants …
These white pricks invaded Canada first. Ask them to leave first , after looting and invading countries all around the world and now they are asking Indians to go back. This generation of white descendants have only one skills, that is all about making step dads and step moms, and they cry for opportunities without skills.😂
Identity Attack0.6637263
Insult0.62169385
Profanity0.38845423
Threat0.048481647
Severe Toxicity0.23224974
Moderate 0.6588125 Moderate Con 0.302 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working …
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working for thw first time because all new begginer entry lvl jobs are taken by all the east indians and other foriegm worker bs. It needs to change, something needs tohappen before it to late, tbh it already feels to late theyve been slowly but steady moving all of India/chyna over and taken over Canada. It feels very weird being a white person walking around your own country getting weird angry looks when you go to a specific area or neighborhood. Its just Wrong it shouldnt be like that. Dont come into our fucking country and try n turn it into your old shithole one, you Follow OUR COUNTRYs rules and laws. Smh. Canada so cooked. Love your work Tyler keep up to good stuff. Hope you enjoyed the way while you were here.
Identity Attack0.4482637
Insult0.5130944
Profanity0.5865656
Threat0.023889944
Severe Toxicity0.23225145
Moderate 0.6544696 Constructive 0.713 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Identity Attack0.5983441
Insult0.5130944
Profanity0.54024357
Threat0.4339666
Severe Toxicity0.23226003
Moderate 0.6491204 Constructive 0.533 Identity Attack Insult Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
The reason Indians migrate to the west is because it is cleeeeaaaan. Secondly, it’s ordered. No one goes about acting kingshit. He’d land in jail. The reason it become shitty is because the immigrants don’t …
The reason Indians migrate to the west is because it is cleeeeaaaan. Secondly, it’s ordered. No one goes about acting kingshit. He’d land in jail. The reason it become shitty is because the immigrants don’t understand how this place works and they destroy what attracted them to the place.
Identity Attack0.54996765
Insult0.5130944
Profanity0.64460015
Threat0.031314444
Severe Toxicity0.19761463
Moderate 0.6491204 Low Con 0.296 Identity Attack Insult Policy_Critique
Sep 20, 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...
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life …
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life upgrade. The top tier ones don't go to diploma mills . Mostly they go to top US universities. Canada isn't getting any of these. I was thinking how stupid the Canadian admins could be.
Identity Attack0.43896464
Insult0.6798578
Profanity0.2327678
Threat0.008466354
Severe Toxicity0.023076924
Moderate 0.64447093 Constructive 0.552 Insult
Oct 1, 2025 1 likes IRCC Names India in Study …
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving …
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving one house to 10 students making small compartments making more money, thus high rents. No jobs for born Canadians because of them. Govt pays employer who hire students. Many came through fake marriages, fake documentation etc. Govt distributing PRs to them like hot cakes. Govt looking at short term money as investment but the outcome is catastrophic. Govt should look into the fake colleges that are registered in Canada which invites them.This is absolutely unjust to Canadians.
Identity Attack0.5203519
Insult0.5678696
Profanity0.570067
Threat0.01698343
Severe Toxicity0.20678867
Moderate 0.6407703 Moderate Con 0.486 Identity Attack Insult Economic_Argument
Sep 30, 2025 IRCC Names India in Study …
This country is overtaken by Indians , Those who never went to India and does not ever want to visit , they feel disgusted by these open Idols , You worship them , do it …
This country is overtaken by Indians , Those who never went to India and does not ever want to visit , they feel disgusted by these open Idols , You worship them , do it indoors , no one wants to see these demons standing like this and its the fault of these Liberals they intentionally F****d Up this country.
Identity Attack0.5135796
Insult0.5130944
Profanity0.5013569
Threat0.10389658
Severe Toxicity0.34938923
Moderate 0.62702215 Moderate Con 0.317 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Make one video on white racist too who came to Canada and now on the streets drug addicts committing crimes. Lazy want more money for less work and disgraceful immoral and have no respect or …
Make one video on white racist too who came to Canada and now on the streets drug addicts committing crimes. Lazy want more money for less work and disgraceful immoral and have no respect or dignity. They eat lunch sitting on the potty smell like skunk from weed smoking. Point out all this things and compare is Indian or a European racist who will come ahead.😂
Identity Attack0.57957685
Insult0.5739874
Profanity0.16682947
Threat0.025098583
Severe Toxicity0.1465323
Moderate 0.61223894 Low Con 0.25 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro, no one likes indians, why tf do they keep migrating and taking over
Bro, no one likes indians, why tf do they keep migrating and taking over
Identity Attack0.60238177
Insult0.4339631
Profanity0.4596479
Threat0.035113025
Severe Toxicity0.20984669
Moderate 0.61223894 Low Con 0.265 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
No one in my community likes Indians.
No one in my community likes Indians.
Identity Attack0.6649212
Insult0.35333878
Profanity0.22429734
Threat0.02371728
Severe Toxicity0.16960317
Moderate 0.6020386 Moderate Con 0.349 Identity Attack Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year …
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year long put up signs in their stores about "Ed" and "Ramadan". They can't say the word "Christmas" !! Us white Canadians make this company what it is today, NOT these people from India. It's wrong. I really hate these woke companies. And thanks to these ignorant Indian people we are not allowed to do fire works on Canada Day because they had to ruin that for us as well by setting off fire works all the time at all hours of the night during their holidays. Fire works of any kind are now banned.
Identity Attack0.56445944
Insult0.57566804
Profanity0.41031027
Threat0.027170537
Severe Toxicity0.16960317
Moderate 0.6020386 Constructive 0.634 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
What's wrong about Indians living in other countries. Not every indians are dirty and throws trash everywhere. They smell different than Americans cuz of the geographical reason. Most of the European citizens are also dirty …
What's wrong about Indians living in other countries. Not every indians are dirty and throws trash everywhere. They smell different than Americans cuz of the geographical reason. Most of the European citizens are also dirty they don't even wash their hands after going to the bathroom they just wipe their a*s with just a paper that doesn't even clean it. In the end every one is human
Identity Attack0.5203519
Insult0.48399165
Profanity0.54024357
Threat0.039947584
Severe Toxicity0.18538254
Moderate 0.60152835 Constructive 0.578 Identity Attack Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
"Indians are dirty people." Not all but yes most. It's one of those things that sounds racist, but it's facts 70% of the time. But as the guy said. Canada mainly has the upper class …
"Indians are dirty people." Not all but yes most. It's one of those things that sounds racist, but it's facts 70% of the time. But as the guy said. Canada mainly has the upper class Indians who are not dirty.
Identity Attack0.6007182
Insult0.5678696
Profanity0.22105443
Threat0.008492245
Severe Toxicity0.02604016
Moderate 0.5972042 Constructive 0.654 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : Stop immigration from North India especially PUNJAB. That sikh guy is telling help people... my foot, these guys spread hatred and terror. They have blown up an Air India plane.
Identity Attack0.57150364
Insult0.44464502
Profanity0.3194067
Threat0.13815513
Severe Toxicity0.23223256
Moderate 0.5921536 Constructive 0.611 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The Punjabi’s are the problem not all Indians, their one the most disgusting casts in India.
The Punjabi’s are the problem not all Indians, their one the most disgusting casts in India.
Identity Attack0.5983441
Insult0.5678696
Profanity0.26735115
Threat0.030969119
Severe Toxicity0.16960317
Moderate 0.5921536 Low Con 0.219 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When the Indian lady who’s been here some time started talking about not robbing liquor stores, I was expecting no you to edit in footage of the assholes openly robbing LCBO in the middle of …
When the Indian lady who’s been here some time started talking about not robbing liquor stores, I was expecting no you to edit in footage of the assholes openly robbing LCBO in the middle of the day, just walking away with $1000 of liquor (obviously from one area of the world) 😢
Identity Attack0.36702603
Insult0.5130944
Profanity0.5013569
Threat0.030278467
Severe Toxicity0.18232453
Moderate 0.5885171 Moderate Con 0.448 Insult Unverified_Claim
Sep 19, 2025 22 likes Inside Canada's Indian Metropolis (Brampton)
Fun how Canada if against these fraudes 79k person But when Lebanon decided to kick the 2.5Millions Syrians in Lebanon 4.5 M lebanese who. Has no papers only 300k have legal papers no rights and …
Fun how Canada if against these fraudes 79k person But when Lebanon decided to kick the 2.5Millions Syrians in Lebanon 4.5 M lebanese who. Has no papers only 300k have legal papers no rights and even confirmed by the UNHCR , and that we have no data for their criminal record and they create lot of crimes and when its in their advantage all one them goes for holidays in Syria " while its supposed to be dangerous" Canada opposed on returning them . Hahah stupid government I think I will support these fraudulent indian lol * nah I dont support them * but you need to be fair , you dont wanna take those Syrians no country wanted them and you dont want Lebanon to return them
Identity Attack0.32476485
Insult0.6308392
Profanity0.22562476
Threat0.0824309
Severe Toxicity0.023076924
Moderate 0.5885171 Constructive 0.55 Insult
Sep 29, 2025 IRCC Names India in Study …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you one Damm thing, not one of these Indians are on governments benefits, they are working their socks off unlike others from a certain religion such as the recent Minnesota problem. Furthermore how many own a house there as compared to what you people call a Canadian white person, it will be interesting to know the facts. And no the heavens didn’t open up on them with gold coins raining on their heads 😂. Here in London you get the same occasional problem where non educated white people start to moan and can’t tell the difference between an Indian person or Pakistani, by the way Indians own the most homes in London have a think why!! They actually go out and work and want to achieve something In life!!
Identity Attack0.57150364
Insult0.54471385
Profanity0.39409557
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.635 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes 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.