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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: "In India, there is no …" 2,270 comments · Page 7 of 91
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
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)
Whenever you come to india you will be die definitely 😂
Whenever you come to india you will be die definitely 😂
Identity Attack0.5485698
Insult0.37052566
Profanity0.29209393
Threat0.56012076
Severe Toxicity0.35368225
Moderate 0.65996873 Low Con 0.272 Identity Attack Threat Humor_Satire
Feb 21, 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 …
For God's sakes they worship an elephant lady....come on. Could you imagine if millions of Canadians went to India and started setting up our own churches, not following their laws, scamming and committing crimes ...could …
For God's sakes they worship an elephant lady....come on. Could you imagine if millions of Canadians went to India and started setting up our own churches, not following their laws, scamming and committing crimes ...could you imagine. Our government is pathetic.😡😡😡
Identity Attack0.40883094
Insult0.6798578
Profanity0.16031636
Threat0.010058682
Severe Toxicity0.023076924
Moderate 0.65996873 Moderate Con 0.371 Insult Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The United Nations identified India as the second most corrupt country on Earth.......and North America imports them by the millions......Are we stupid? Watch the documentary movie "Gods of the New Age!"
The United Nations identified India as the second most corrupt country on Earth.......and North America imports them by the millions......Are we stupid? Watch the documentary movie "Gods of the New Age!"
Identity Attack0.46028158
Insult0.6675394
Profanity0.30690086
Threat0.009074804
Severe Toxicity0.023246882
Moderate 0.65996873 Low Con 0.19 Insult Unverified_Claim
Feb 8, 2026 Inside Canada's Indian Invasion...
Air India happened decades ago Canada was fucked back then by this country and culture
Air India happened decades ago Canada was fucked back then by this country and culture
Identity Attack0.381025
Insult0.41530323
Profanity0.6672561
Threat0.010447056
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.316 Fear_Threat
Feb 4, 2026 Inside Canada's Indian Invasion...
Come to Australia, our Australia Day holiday is also india day… they need to fk back off to their own country !!!
Come to Australia, our Australia Day holiday is also india day… they need to fk back off to their own country !!!
Identity Attack0.58743036
Insult0.489133
Profanity0.5013569
Threat0.04718852
Severe Toxicity0.34927294
Moderate 0.6588125 Low Con 0.226 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
*Thats how they infest western countries then turn developed countries like sh!ithole india*
*Thats how they infest western countries then turn developed countries like sh!ithole india*
Identity Attack0.57150364
Insult0.5101222
Profanity0.6242122
Threat0.051391184
Severe Toxicity0.35076234
Moderate 0.6588125 Low Con 0.136 Identity Attack Insult
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
If life in India is easier GO THE FUCK BACK! THEY DON'T HELP OUR ECONOMY AT ALL, THEY DON'T BORROW FROM OUR BANKS, THEY WORK FOR THIER OWN THOSE EMPLOYER GET 30% SUBSIDY ON THEIR …
If life in India is easier GO THE FUCK BACK! THEY DON'T HELP OUR ECONOMY AT ALL, THEY DON'T BORROW FROM OUR BANKS, THEY WORK FOR THIER OWN THOSE EMPLOYER GET 30% SUBSIDY ON THEIR WAGES AND THEY HELP THEIR OWN CLAIM LESS ON INCOME TAX SO THEY DON'T PAY TAXES. THE GOVERNMENT JUST HAS TO SEE THEIR HOMES,CARS AND BUSINESSES AND WONDER HOW SOMEONE MAKING 20K A YEAR CAN AFFORD ALL THAT.
Identity Attack0.48949075
Insult0.48313886
Profanity0.57236236
Threat0.039602257
Severe Toxicity0.24482845
Moderate 0.6544696 Moderate Con 0.366 Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
"This India influx is retarded!"
"This India influx is retarded!"
Identity Attack0.6007182
Insult0.6109131
Profanity0.44431314
Threat0.038220957
Severe Toxicity0.34966052
Moderate 0.6491204 Low Con 0.216 Identity Attack Insult Fear_Threat
Jan 28, 2026 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)
😂😂😂 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...
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...
Like how the British were to India, 100 years ago, Tyler is the same on YouTube. A Parasitic Leech.
Like how the British were to India, 100 years ago, Tyler is the same on YouTube. A Parasitic Leech.
Identity Attack0.19890837
Insult0.67735565
Profanity0.30866358
Threat0.009644418
Severe Toxicity0.0394905
Moderate 0.64447093 Low Con 0.173 Insult Meta_Commentary
Jan 27, 2026 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 …
India is a pest
India is a pest
Identity Attack0.6458014
Insult0.54525656
Profanity0.33258784
Threat0.028206514
Severe Toxicity0.23226519
Moderate 0.64447093 Moderate Con 0.332 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Identity Attack0.58354634
Insult0.6308392
Profanity0.35094926
Threat0.035458352
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.277 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 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...
farting to ISLAM and INDIA with wrapped thier head
farting to ISLAM and INDIA with wrapped thier head
Identity Attack0.55044734
Insult0.48627716
Profanity0.42102736
Threat0.41878307
Severe Toxicity0.35368225
Moderate 0.6426206 Low Con 0.189 Identity Attack Unverified_Claim
Feb 22, 2026 Inside Canada's Indian Invasion...
India is a filthy country
India is a filthy country
Identity Attack0.6220118
Insult0.5270482
Profanity0.3866461
Threat0.018882722
Severe Toxicity0.18538254
Moderate 0.6407703 Low Con 0.28 Identity Attack Insult Identity_Assertion
Jan 27, 2026 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...

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.