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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: "Indians are people who you …" 1,087 comments · Page 4 of 44
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the …
This is bull shit. Indians are some of the nicest groups of immigrants! In the history of time, there were different periods where mass immigration happened, and non-Indian immigration. If we were to compare the groups of immigrants in history, Indians are the most peaceful. Christianity and Islam was forced upon the natives of most countries, depending on which part of the world you focus. These religions and cultures didn't just spread in peace. Even today, new sites are discovered of native children's remains. The minute these morons see a brown person, they go on hate mode, forgetting their own history. Brown people are just requesting for some peace, some respect and equality. You guys judge people based on skin color and not their character. That actually speaks volumes about the kind of people you are.
Identity Attack0.48915586
Insult0.47384647
Profanity0.70384485
Threat0.01940071
Severe Toxicity0.23224114
Moderate 0.6827122 Constructive 0.594 Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
"Indians are generally dirty people"!? Dude wtf.. You should try to use a bidet instead of toilet paper bruh
"Indians are generally dirty people"!? Dude wtf.. You should try to use a bidet instead of toilet paper bruh
Identity Attack0.55044734
Insult0.58196646
Profanity0.49259362
Threat0.013165667
Severe Toxicity0.19149859
Moderate 0.6827122 Moderate Con 0.301 Identity Attack Insult Humor_Satire
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his get the ahh whooping he deserves. Bro does 3 videos on real journalism exposes real issues but runs back to his roots. RACISM 😂😂😂😂😂😂. I couldn't imagine flying around the world can't possibly be enjoying yourself cause he is too busy doing rat shit. And bothering people trying to assimilate into the country. But because a few are causing issues we have to make it look 👀👀 like it's bigger so the big guy can do some more of that negotiating he been doing. Everywhere he goes bullshit follows 😡😡😡
Identity Attack0.50515443
Insult0.5130944
Profanity0.46460027
Threat0.3203622
Severe Toxicity0.35368225
Moderate 0.6744087 Moderate Con 0.438 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
White L people invade america and and killed millions of red indians 😂😂 i feel pity for every white skin L European male and female 😂😂😂
White L people invade america and and killed millions of red indians 😂😂 i feel pity for every white skin L European male and female 😂😂😂
Identity Attack0.6682205
Insult0.40243408
Profanity0.30161268
Threat0.4438339
Severe Toxicity0.34969926
Moderate 0.6667219 Low Con 0.288 Identity Attack Comparative_Framing
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
The guy on the bike, in front of Tim hortons, is so dumb. I would rather have people who follow Islam over Indians ANY DAY
The guy on the bike, in front of Tim hortons, is so dumb. I would rather have people who follow Islam over Indians ANY DAY
Identity Attack0.50515604
Insult0.6675394
Profanity0.357228
Threat0.018019408
Severe Toxicity0.029626917
Moderate 0.6667219 Moderate Con 0.328 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
The Indians here in Indiana are buying up all the gas stations and turning them into "smoke shops" and most people avoid their shops...also the apartments they pack them in, live with cockroaches and do …
The Indians here in Indiana are buying up all the gas stations and turning them into "smoke shops" and most people avoid their shops...also the apartments they pack them in, live with cockroaches and do not clean and are just dumb people.
Identity Attack0.50515765
Insult0.6831271
Profanity0.3320008
Threat0.011405042
Severe Toxicity0.027833538
Moderate 0.6667219 Moderate Con 0.388 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Now genernalising indians and saying we eat poo ( i don't understand ur obsession with linking it with us , u people lv it more then us ) and hide behind the curtains saying that …
Now genernalising indians and saying we eat poo ( i don't understand ur obsession with linking it with us , u people lv it more then us ) and hide behind the curtains saying that shiit is not racist is insane . Idk what else is not considered racist as this video is .
Identity Attack0.46028158
Insult0.48627716
Profanity0.6069483
Threat0.027861187
Severe Toxicity0.31905776
Moderate 0.6667219 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian food is delicious. The people are disgusting.
Indian food is delicious. The people are disgusting.
Identity Attack0.50515765
Insult0.65231085
Profanity0.36230123
Threat0.011974656
Severe Toxicity0.045767322
Moderate 0.6611249 Moderate Con 0.314 Identity Attack Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
Identity Attack0.6682205
Insult0.6051471
Profanity0.33141375
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.65996873 Low Con 0.26 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
😅😆😁😄😃😀🤣 0:12 "Indians are generally a dirty People"..."they don't seem to be eating poo"
😅😆😁😄😃😀🤣 0:12 "Indians are generally a dirty People"..."they don't seem to be eating poo"
Identity Attack0.55044734
Insult0.5130944
Profanity0.41375932
Threat0.024753258
Severe Toxicity0.2322566
Moderate 0.65996873 Low Con 0.221 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
“The Indians are generally a dirty people.” Tyler trying his hardest not to laugh.
“The Indians are generally a dirty people.” Tyler trying his hardest not to laugh.
Identity Attack0.6649212
Insult0.6120431
Profanity0.25915453
Threat0.009696201
Severe Toxicity0.16960317
Moderate 0.65996873 Moderate Con 0.337 Identity Attack Insult Humor_Satire
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
That naked balding grossly ignorant Polish🇵🇱 racist 7:50 minutes into the video, came as a refugee in the 80s, when the🇨🇦 welfare system was much better at helping poor people... The Indian🇮🇳 immigrants paid their …
That naked balding grossly ignorant Polish🇵🇱 racist 7:50 minutes into the video, came as a refugee in the 80s, when the🇨🇦 welfare system was much better at helping poor people... The Indian🇮🇳 immigrants paid their own way, and got ripped off paying extra high tuitions to receive substandard Canadian🇨🇦 educations. Now they are being forced to take substandard slave jobs, to pay for their student loans, thanks to Canadian🇨🇦 ripoff artists....🙁
Identity Attack0.55011386
Insult0.6370372
Profanity0.21673056
Threat0.011741633
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.426 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Identity Attack0.57554024
Insult0.40975618
Profanity0.49576873
Threat0.071698055
Severe Toxicity0.33047765
Moderate 0.6588125 Low Con 0.205 Identity Attack Moral_Argument
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
U people deserve the Pakistani rape gang I wish more islamic enrichment on the west and hope Indians r going to remember this for the next decade or so
U people deserve the Pakistani rape gang I wish more islamic enrichment on the west and hope Indians r going to remember this for the next decade or so
Identity Attack0.6007182
Insult0.5130944
Profanity0.41436642
Threat0.5195707
Severe Toxicity0.45895407
Moderate 0.6588125 Low Con 0.248 Identity Attack Insult Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian Hindus are bad deport them immediately and bring somalis, sudanese , libyans, iraqis ,syrians , yemenis, pakistaniz , afghaniz, chechens , Palestinians muzlims these are the people who will help build your country they …
Indian Hindus are bad deport them immediately and bring somalis, sudanese , libyans, iraqis ,syrians , yemenis, pakistaniz , afghaniz, chechens , Palestinians muzlims these are the people who will help build your country they don't blow themselves like indian Hindus they don't plough their vehicles through christmas parade they don't do 9/11 , they don't feed hungry people in gurudwaras ,Hare Krishna movement, ISCKON .Indian Hindus are the worst deport them immediately
Identity Attack0.69783735
Insult0.54471385
Profanity0.33453682
Threat0.4467921
Severe Toxicity0.45895407
Moderate 0.6544696 Moderate Con 0.33 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
White people watching child p, grapping kids and having a history of colonization and unhygenic practices talking about indian people? White people wwre shitting and piss8ng in buckets and throwing them out onto the court …
White people watching child p, grapping kids and having a history of colonization and unhygenic practices talking about indian people? White people wwre shitting and piss8ng in buckets and throwing them out onto the court yards.
Identity Attack0.5983441
Insult0.50440645
Profanity0.57236236
Threat0.13815513
Severe Toxicity0.3493117
Moderate 0.6491204 Low Con 0.267 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
As a indian dear canadian people please kick all the khalistanis
As a indian dear canadian people please kick all the khalistanis
Identity Attack0.6458014
Insult0.3388922
Profanity0.27882218
Threat0.6615786
Severe Toxicity0.34997055
Moderate 0.6491204 Moderate Con 0.332 Identity Attack Threat Call_To_Action
Feb 7, 2026 2 likes 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)
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...
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...
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 …
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act …
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act entitled. You want Canadians to keep jobs in Canada, simply work harder stop crying like a little bitch about everything and be a good employee. Or get of your arse and start a business. You are not unemployed because you are being discriminated against, you are simply being outcompeted by people willing to work harder. The harsh truth of life.
Identity Attack0.46028158
Insult0.62169385
Profanity0.5188411
Threat0.021472665
Severe Toxicity0.20984669
Moderate 0.6426206 Moderate Con 0.339 Insult Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
To the good fellow Canadians. It's still in our hands. Do not hire an immigrant without citizenship. Just don't anymore. Don't hire a new Indian. You can vet their desire to assimilate to our Canadian …
To the good fellow Canadians. It's still in our hands. Do not hire an immigrant without citizenship. Just don't anymore. Don't hire a new Indian. You can vet their desire to assimilate to our Canadian culture by having them speak to a reliable older immigrant that you already know and trust. Do not hire someone through a reference otherwise. Keep supporting our own people. Do it quietly. These dirty bastards will leave
Identity Attack0.5135796
Insult0.6407567
Profanity0.42990944
Threat0.0347677
Severe Toxicity0.13336399
Moderate 0.63782936 Constructive 0.608 Identity Attack Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Tyler only interviewing white racist trash people about indians, and not taking in consideration other white ppls opinions... man that is just dissapointing ngl. A year ago this dude seemed interesting to subscribe to, but …
Tyler only interviewing white racist trash people about indians, and not taking in consideration other white ppls opinions... man that is just dissapointing ngl. A year ago this dude seemed interesting to subscribe to, but not.... I realize he is just a trumpified trumpet that wants to milk social problems and racism just for clicks, for money esentially. Very sad.
Identity Attack0.58354634
Insult0.6308392
Profanity0.27882218
Threat0.01086132
Severe Toxicity0.12809667
Moderate 0.63782936 Moderate Con 0.471 Identity Attack Insult Meta_Commentary
Jan 27, 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.