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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: "I am Indian from India. …" 760 comments · Page 2 of 31
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...
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no …
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no khalistani in India at any cost. Only Indian Sikh brother welcome. Let them rot with islamic shariya.
Identity Attack0.6487889
Insult0.6500014
Profanity0.43744424
Threat0.4352635
Severe Toxicity0.44860926
Moderate 0.687436 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
WHITE PPL INVADED INDIA ; STOLE, KILLED 15 MILLION PPL... INDIAN PPL MOVE TO CANADA TO WORK...WHERE IS THE PROBLEM? ITS NOT EVEN YOUR COUNTRY, YOU STOLE IT TOO, REMEMBER THIEVES?
WHITE PPL INVADED INDIA ; STOLE, KILLED 15 MILLION PPL... INDIAN PPL MOVE TO CANADA TO WORK...WHERE IS THE PROBLEM? ITS NOT EVEN YOUR COUNTRY, YOU STOLE IT TOO, REMEMBER THIEVES?
Identity Attack0.6728028
Insult0.5130944
Profanity0.20016506
Threat0.34804323
Severe Toxicity0.31905776
Moderate 0.6852916 Low Con 0.262 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Iive in a place thats mostly Indian, now. I love the food, the differant parts of India and religions, cultures, festivals. Friendly neighbors. . Racist are fucking boring
Iive in a place thats mostly Indian, now. I love the food, the differant parts of India and religions, cultures, festivals. Friendly neighbors. . Racist are fucking boring
Identity Attack0.458714
Insult0.48675314
Profanity0.70864636
Threat0.016465442
Severe Toxicity0.16960317
Moderate 0.68408644 Constructive 0.587 Solidarity
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
nova scotia has also turned into a little india. I swear I see more indians than any other race in this damned province
nova scotia has also turned into a little india. I swear I see more indians than any other race in this damned province
Identity Attack0.55044734
Insult0.4794537
Profanity0.62717754
Threat0.013217449
Severe Toxicity0.17926651
Moderate 0.6827122 Low Con 0.278 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
India actually sucks to live that's why you see these many Indians leaving their " bharat modi"
India actually sucks to live that's why you see these many Indians leaving their " bharat modi"
Identity Attack0.6106996
Insult0.5239335
Profanity0.5013569
Threat0.013372798
Severe Toxicity0.3476075
Moderate 0.681338 Low Con 0.271 Identity Attack Insult Comparative_Framing
Feb 4, 2026 Inside Canada's Indian Invasion...
as an indian christian i say we go through hell in india and yet these upper caste hindus, they live unbothered in christian nations, all the time while boasting how good india is. This has …
as an indian christian i say we go through hell in india and yet these upper caste hindus, they live unbothered in christian nations, all the time while boasting how good india is. This has to stop, they should be held accountable. they are dangerous to the society they live in, they're like parasites.
Identity Attack0.60238177
Insult0.6308392
Profanity0.4185329
Threat0.13363713
Severe Toxicity0.23225488
Moderate 0.6744087 Moderate Con 0.455 Identity Attack Insult Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother …
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother Country Seeks Menace to Canada. Otherwise MODI wouldn't treat Canada like Shit. They laugh at us. Cut them off. Show Modi were not your dumping ground. HOW WILL CHINA, RUSSIA Like it when India in their "Partnership" should ASK For their Indians to go in DROVES to Russia, China.................... HAH!!!!!!!!!!!!!!! NO WAY. Canada SHUT IT DOWN. INDIANS dont Respect US. Their home Country conspires and SHOOTS canadian CITIZENS and Then SNUBS US. MAKE YOUR OWN COUNTRY. DO BETTER SCAMMERS!!!!!!!!!!
Identity Attack0.55044734
Insult0.5935568
Profanity0.4662011
Threat0.34804323
Severe Toxicity0.35515398
Moderate 0.6744087 Low Con 0.279 Identity Attack Insult Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Paracites all if them! East India & West Indians all paracites!😅😅😅😅
Paracites all if them! East India & West Indians all paracites!😅😅😅😅
Identity Attack0.6487889
Insult0.65129566
Profanity0.4044591
Threat0.28031203
Severe Toxicity0.50703704
Moderate 0.6611249 Low Con 0.251 Identity Attack Insult
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
How does white brits feel colonizing India pre independence. They taught the Indians their colonization trick..now suck it. 😂😂😂
How does white brits feel colonizing India pre independence. They taught the Indians their colonization trick..now suck it. 😂😂😂
Identity Attack0.5502601
Insult0.48675314
Profanity0.5381406
Threat0.048481647
Severe Toxicity0.31905776
Moderate 0.6611249 Low Con 0.171 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends …
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends expect everything gets to their table. Though India is a Hindu majority country, we have more churches and mosques than temples. That’s the wide arms we show to others beliefs. Buts what’s wrong with the bible/quran followers ? Canadians are so immature, racists and hypocrites than ever
Identity Attack0.5913144
Insult0.6500014
Profanity0.117874645
Threat0.0101363575
Severe Toxicity0.02458496
Moderate 0.65996873 Constructive 0.545 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Hmm, 1 Canadian man said the country they come from is a "shit hole" and so they want to go somewhere else, he's referring to India. Now I don't think is right to call another …
Hmm, 1 Canadian man said the country they come from is a "shit hole" and so they want to go somewhere else, he's referring to India. Now I don't think is right to call another country a shit hole and I'm not Indian
Identity Attack0.48949075
Insult0.48627716
Profanity0.7092837
Threat0.008505191
Severe Toxicity0.16496792
Moderate 0.6588125 Constructive 0.634
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
EU just signed a deal with India to bring more Indians into Europe. Get ready Europe. Here comes the trash, poop, scams, perverts, bad driving, and ungodly smells.
EU just signed a deal with India to bring more Indians into Europe. Get ready Europe. Here comes the trash, poop, scams, perverts, bad driving, and ungodly smells.
Identity Attack0.55803186
Insult0.62169385
Profanity0.36302176
Threat0.014566151
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.152 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa …
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa and Punjabis from India who have become society's nuisance. So don't group them as Indians. Hindus are never a problem. Learn to identify the different ethnicity. Yes go ahead and call me a racist. But the fact is the problem persists.
Identity Attack0.56711763
Insult0.6675394
Profanity0.22622968
Threat0.011042561
Severe Toxicity0.03321367
Moderate 0.6491204 Constructive 0.501 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
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...
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here …
😂😂😂 Everyone is being suppressed in Indian punjab...😂😂😂 Drug smugglers, jihadi sympathizers and murderers deserve much more than 'suppression'! Keep taking in these losers canada! Frees up workload on our law and order machinery here in India!!😂😂😂
Identity Attack0.55803186
Insult0.6306599
Profanity0.17706433
Threat0.13768311
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.316 Identity Attack Insult Humor_Satire
Jan 28, 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...
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself …
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself indian.
Identity Attack0.6007182
Insult0.5423875
Profanity0.5318404
Threat0.02682521
Severe Toxicity0.19149859
Moderate 0.6407703 Moderate Con 0.302 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out …
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out of India he likes democracy totally hypocrites...
Identity Attack0.5135796
Insult0.6370372
Profanity0.21997347
Threat0.010913103
Severe Toxicity0.02444411
Moderate 0.6407703 Moderate Con 0.336 Identity Attack Insult Moral_Argument
Feb 17, 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...
Reality is that the whites got lost to the brainpower and hardwork of Indians . Thats the reson you see the CEOs of google and microsoft are from India. Keep crying loosers😂
Reality is that the whites got lost to the brainpower and hardwork of Indians . Thats the reson you see the CEOs of google and microsoft are from India. Keep crying loosers😂
Identity Attack0.5698139
Insult0.5935568
Profanity0.33453682
Threat0.031314444
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.178 Identity Attack Insult Identity_Assertion
Jan 29, 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.