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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: "People from India have to …" 595 comments · Page 2 of 24
I am from India but it's fcuking annoying to see people spent thousands of dollars just to go to Canada and working there as a taxi driver or as a waiter in fast food joints. …
I am from India but it's fcuking annoying to see people spent thousands of dollars just to go to Canada and working there as a taxi driver or as a waiter in fast food joints. Same fcuking indian mindset of culture takeover
Identity Attack0.58354634
Insult0.4986907
Profanity0.7466957
Threat0.011793415
Severe Toxicity0.35004315
Toxic 0.743089 Constructive 0.525 Identity Attack Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
How does that man know that they don't pay taxes? That fool! Fool, India is far from a shit hole. No doubt it has it's poorer sections but did you know that people are making …
How does that man know that they don't pay taxes? That fool! Fool, India is far from a shit hole. No doubt it has it's poorer sections but did you know that people are making hands over fists in India? California burger for one foreign white owned business. Yes sir,he's earning millions annually selling Mexican food in India. These poor Canadians, rural folk, don't travel, so they have no idea what they are talking about. Sadly.
Identity Attack0.4887047
Insult0.71551245
Profanity0.46222726
Threat0.01254427
Severe Toxicity0.16960317
Toxic 0.73663366 Constructive 0.559 Insult Moral_Argument
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
india very dirty country, bad people,
india very dirty country, bad people,
Identity Attack0.6649212
Insult0.5739874
Profanity0.36230123
Threat0.04132889
Severe Toxicity0.34927294
Toxic 0.718943 Moderate Con 0.309 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a …
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a western country , north america , that should only have native americans , arctic natives and white people in it!!!!! But yeah, you know only one s*** from an Indian person.On a public boss isn't a big deal that the numbers of public s**** have gone down!!!!! 🙄😮‍💨🤢!!!! Fuk those people. But raping, people. And being dumb AF . Is completely of.!¡! 😌
Identity Attack0.5135796
Insult0.5678696
Profanity0.6001929
Threat0.5140729
Severe Toxicity0.51028454
Toxic 0.7105462 Moderate Con 0.332 Identity Attack Insult Threat Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Indian, I am telling you they are fucking terrorist group. Its just one state people. There are upper class in many states and highly educated but they don't move. In Rajasthan many people …
As a Indian, I am telling you they are fucking terrorist group. Its just one state people. There are upper class in many states and highly educated but they don't move. In Rajasthan many people are unofficial millionaire. Never underestimate india.
Identity Attack0.47178617
Insult0.5130944
Profanity0.70864636
Threat0.050098058
Severe Toxicity0.29050803
Moderate 0.6989911 Constructive 0.626 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
4:10 bro all indian dont eat poop pls stop spreading that, and if you think I'm lying and prove it, go to India and show other people, except those people from that village eating poop
4:10 bro all indian dont eat poop pls stop spreading that, and if you think I'm lying and prove it, go to India and show other people, except those people from that village eating poop
Identity Attack0.46028158
Insult0.4339631
Profanity0.44431314
Threat0.06238277
Severe Toxicity0.34989303
Moderate 0.6989911 Moderate Con 0.376 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask …
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask a punjabi where are you from he doesn't said india they say punjab who the fuck knows punjab .hate that lassies 😅
Identity Attack0.5274064
Insult0.5678696
Profanity0.6001929
Threat0.058826666
Severe Toxicity0.3525603
Moderate 0.687436 Constructive 0.532 Identity Attack Insult Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
White people y'all gotta start having sex with each other again, otherwise every single one of your countries are going to borrow people from India to keep your local economies moving. WHITE PEOPLE STOP HATING, …
White people y'all gotta start having sex with each other again, otherwise every single one of your countries are going to borrow people from India to keep your local economies moving. WHITE PEOPLE STOP HATING, AND START LOVING AGAIN!!! Or else all y'all's countries gonna look like India
Identity Attack0.57957685
Insult0.44802538
Profanity0.4170448
Threat0.2836219
Severe Toxicity0.35368225
Moderate 0.687436 Moderate Con 0.305 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
Who's gonna tell these white w h o r e s that it's not u but it's the dollar hagemony u guys are just dumb people just check a 1000 year history it was always …
Who's gonna tell these white w h o r e s that it's not u but it's the dollar hagemony u guys are just dumb people just check a 1000 year history it was always india and China that ruled economic might
Identity Attack0.5707127
Insult0.6675394
Profanity0.5013569
Threat0.061089642
Severe Toxicity0.34969926
Moderate 0.687436 Low Con 0.158 Identity Attack Insult Unverified_Claim
Feb 26, 2026 Inside Canada's Indian Invasion...
boo hoo, cry me a river. The stupid polish plumber walking around half naked complaining about folks in their own home is peak racism. Pretty much set the tone for the video. Who cares ? …
boo hoo, cry me a river. The stupid polish plumber walking around half naked complaining about folks in their own home is peak racism. Pretty much set the tone for the video. Who cares ? White people took over large swathes of land everywhere and killed the natives. Forget being America's 51st state, you're already India's 29th.
Identity Attack0.55044734
Insult0.6677319
Profanity0.36230123
Threat0.14960353
Severe Toxicity0.16960317
Moderate 0.687436 Moderate Con 0.36 Identity Attack Insult Moral_Argument
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Deport all these jeets back to India they're destroying Canada. Dirty dirty people. They don't assimilate AT ALL. Even Indians are sick and tired of Indians. They literally destroyed Tim Horton's.
Deport all these jeets back to India they're destroying Canada. Dirty dirty people. They don't assimilate AT ALL. Even Indians are sick and tired of Indians. They literally destroyed Tim Horton's.
Identity Attack0.6637263
Insult0.6336687
Profanity0.26463717
Threat0.13815513
Severe Toxicity0.23224114
Moderate 0.6852916 Moderate Con 0.348 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
India does suck as a country, and its peoples are largely lacking civic sense, racist, elitist, insular, hypocritical, and antisocial. This is all true. But not all of them are this way, and their economic …
India does suck as a country, and its peoples are largely lacking civic sense, racist, elitist, insular, hypocritical, and antisocial. This is all true. But not all of them are this way, and their economic boon and low rate of crime makes them a choice import compared to other ethnic groups, if we are talking macro scale. In particular, Islamic and Middle Eastern, followed by African, Southeast Asian, Chinese, and Latino immigrants are bigger issues.
Identity Attack0.6458014
Insult0.6308392
Profanity0.40558428
Threat0.010602405
Severe Toxicity0.2281948
Moderate 0.6744087 Constructive 0.526 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Identity Attack0.5698139
Insult0.56997263
Profanity0.5249258
Threat0.03165977
Severe Toxicity0.16960317
Moderate 0.6667219 Low Con 0.252 Identity Attack Insult
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
As a guy from India I don't think they should build fkin statues of their gods in another country which don't give a fk about these people 😭😭😭, I hope most of them get deported
As a guy from India I don't think they should build fkin statues of their gods in another country which don't give a fk about these people 😭😭😭, I hope most of them get deported
Identity Attack0.49855098
Insult0.46923602
Profanity0.5188411
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.6611249 Moderate Con 0.468 Personal_Narrative
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)
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...
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
Identity Attack0.46028158
Insult0.5239335
Profanity0.48510036
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.518 Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Hey hii racist peoples I am from india i assure indian peoples not involved in any crime and others culture respect we are not converting people kill people we are respecting each other all around …
Hey hii racist peoples I am from india i assure indian peoples not involved in any crime and others culture respect we are not converting people kill people we are respecting each other all around the world but you don't know about we are came to your country for jobs and opportunities for hardworking if this jobs in India we don't come your 💩 loving country 😂😂😂 0:11
Identity Attack0.5135796
Insult0.46923602
Profanity0.36230123
Threat0.2330281
Severe Toxicity0.23225832
Moderate 0.64447093 Constructive 0.512 Identity Attack Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
I e lived in india 16 years these people are racist decieclving vipers smill in ur face put it up ur ass why not deport them they will destroy everything and copy everything's then take …
I e lived in india 16 years these people are racist decieclving vipers smill in ur face put it up ur ass why not deport them they will destroy everything and copy everything's then take the credit for it canada and amarica must act now. Before t's ro late modi has se return ties with Russia and xhina
Identity Attack0.46028158
Insult0.5678696
Profanity0.47435758
Threat0.16383497
Severe Toxicity0.23225488
Moderate 0.63782936 Moderate Con 0.372 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I felt for them Canadians, especially seeing that 19th century church being converted into a Caste-Hindu temple, no bad opinion about sikhs.. they r friendly people tortured by Caste-Hindus back in the 80's in india …
I felt for them Canadians, especially seeing that 19th century church being converted into a Caste-Hindu temple, no bad opinion about sikhs.. they r friendly people tortured by Caste-Hindus back in the 80's in india which lead to their mass migration for safety and Canadians helped them. Sikhs must responsibly protect Canadian values and their own community from Caste-Hindu menace especially because they openly support Imbeciles like Trump and Modi.
Identity Attack0.50917345
Insult0.67735565
Profanity0.2666764
Threat0.01940071
Severe Toxicity0.02416241
Moderate 0.63782936 Constructive 0.735 Identity Attack Insult
Dec 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
Identity Attack0.5135796
Insult0.6336687
Profanity0.40783462
Threat0.0103175985
Severe Toxicity0.072789766
Moderate 0.6342749 Moderate Con 0.439 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like …
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like their in india, speak their own lanaguage while taking all the free benefits canada has to offer meanwhile they dont want to integrate or deal with us disgusting white people lol
Identity Attack0.61901736
Insult0.6051471
Profanity0.28249276
Threat0.01187109
Severe Toxicity0.101760045
Moderate 0.6342749 Moderate Con 0.487 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Stop taking people from india, they are nothing but pure scammers!!!
Stop taking people from india, they are nothing but pure scammers!!!
Identity Attack0.5707127
Insult0.5739874
Profanity0.2882351
Threat0.025271246
Severe Toxicity0.16960317
Moderate 0.6289369 Low Con 0.213 Identity Attack Insult Unverified_Claim
Sep 27, 2025 1 likes IRCC Names India in Study …
You leave your country and come here to sell drugs and do all sorts of evil things. Why don't you go back and do all the sh**t in your country. Some people are working hard …
You leave your country and come here to sell drugs and do all sorts of evil things. Why don't you go back and do all the sh**t in your country. Some people are working hard to earn a living and some people want to scam and sell our information to other countries like India. Who is running registries? Can someone answer me please? It's not racism. It's about the truth and the laws that have been pushed into dust bins.
Identity Attack0.4907465
Insult0.5015486
Profanity0.5150164
Threat0.05397744
Severe Toxicity0.2281948
Moderate 0.62702215 Constructive 0.53 Insult
Aug 29, 2025 Why Canadians Are Turning Against …

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.