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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 would not eat the …" 16 comments
what kind of shit is that gu spouting? Nobody here eats poop... WTH!! That shit got me raging... Also those people are generally not the upper class, they are middle class or lower. Upper class …
what kind of shit is that gu spouting? Nobody here eats poop... WTH!! That shit got me raging... Also those people are generally not the upper class, they are middle class or lower. Upper class has good enough life here they would never leave their own country with the cheap luxuries that we can afford here.
Identity Attack0.27662867
Insult0.5678696
Profanity0.8186401
Threat0.016810767
Severe Toxicity0.35368225
Toxic 0.8540474 Moderate Con 0.482 Insult Unverified_Claim
Jan 27, 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...
I know these people just want better lives but how would they feel if they woke up to millions of white people in India one day. All of our BS in our culture. They would …
I know these people just want better lives but how would they feel if they woke up to millions of white people in India one day. All of our BS in our culture. They would not be so friendly. The Libs have destroyed Canada. They control every form of media and all the morons here eat it right up. Hopefully Trump takes them all out.
Identity Attack0.49584505
Insult0.6407567
Profanity0.36302176
Threat0.048158366
Severe Toxicity0.02514347
Moderate 0.61223894 Moderate Con 0.418 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and …
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and Canada won't become Indian just because there are Indiana people in Canada I bet native people dint want Canada to become like england oh that's racist but its not when it's said about Indian people right And they moved away from Indian because Indian at lest in the video I see you don't live you survive so why would they not move to a better country so they can live and there kids can live
Identity Attack0.48915586
Insult0.42743355
Profanity0.2317999
Threat0.025443908
Severe Toxicity0.044870634
Moderate 0.45757914 Constructive 0.597 Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I would not eat the food if Indians were cooking and serving it
I would not eat the food if Indians were cooking and serving it
Identity Attack0.5135796
Insult0.24561718
Profanity0.16217725
Threat0.0138755
Severe Toxicity0.02402156
Moderate 0.45090583 Moderate Con 0.321 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
it's because they are the perfect cattle people. they will live in filth, they will eat filth, they will work in filth without a second thought because the whole country is below 70iq. Why would …
it's because they are the perfect cattle people. they will live in filth, they will eat filth, they will work in filth without a second thought because the whole country is below 70iq. Why would they pay you a fair salary? Why would you have a standard of living? If they can import a bunch of them? I am not even upset with them anymore, I am more upset with my own people that are letting this happen.
Identity Attack0.12735364
Insult0.38406035
Profanity0.16171204
Threat0.010188141
Severe Toxicity0.017481172
Moderate 0.38811707 Moderate Con 0.437 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
Identity Attack0.44690517
Insult0.09855611
Profanity0.08549073
Threat0.01698343
Severe Toxicity0.018191293
Moderate 0.37340668 Moderate Con 0.398 Fear_Threat
Feb 26, 2026 Inside Canada's Indian Invasion...
at 11:28 you've been to a Hindu temple, I would be very careful with the sweet food they gifted you, sometimes they add cow piss into them at Hindu temples. Would rather eat at Sikh …
at 11:28 you've been to a Hindu temple, I would be very careful with the sweet food they gifted you, sometimes they add cow piss into them at Hindu temples. Would rather eat at Sikh Gurudhwara
Identity Attack0.36702603
Insult0.17858955
Profanity0.22713706
Threat0.021472665
Severe Toxicity0.023076924
Moderate 0.36095104 Constructive 0.678
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Just so we are clear, bro I just moved to Brampton myself. I am a Canadian born citizen, but also Hindu Punjabi but i recently got baptized into Christianity. However, I wanted to state that …
Just so we are clear, bro I just moved to Brampton myself. I am a Canadian born citizen, but also Hindu Punjabi but i recently got baptized into Christianity. However, I wanted to state that the poo eating is only in one part of India more or less which you already went to and The rest of India does not condone the eating of deh poo poo. Thank you and yes their are a lot of dirty ppl also unfortunately. Facts are facts. A lot of us dont like being clean for some reason. A shower a day would be nice. Some Deodorant also would be great cuz the purchasing of deodorant seems to be quite low over here. Wish i ran into you man i would have enjoyed talking to u. Big fan.
Identity Attack0.28034934
Insult0.34314156
Profanity0.16496858
Threat0.008272167
Severe Toxicity0.01502803
Moderate 0.34328604 Constructive 0.818 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I don't understand what makes them think they can come to a White country, on Christian land, seriously. Their food? Why would you eat that witchcraft food anyway. Unless it's coming from a Christian, one …
I don't understand what makes them think they can come to a White country, on Christian land, seriously. Their food? Why would you eat that witchcraft food anyway. Unless it's coming from a Christian, one that actually follows Jesus Christ you shouldn't be eating it. American Indians confirm Vikings were there the same time they were, but the fact is, Vikings travelled everywhere they just didn't settle everywhere and they actually came long before the American Indians saw them, as in Vikings were actually in America first. What is it with brown people, seriously. You know why they have low iq? It really and seriously is about who you worship, you worship Jesus Christ he naturally has you eat certain foods that you are missing the vitamins and minerals which if you don't have enough of will lower your iq level. Seriously, satan doesn't care about making you smart clearly he wants every nigger raping and pillaging because it's not about making you well, it's about making you sick and everyone around you. Indians are known to be disgusting and unhygenic, they are majority a muslim and hindu nation, they will shit on their beaches it is part of their culture, utterly almost all disgusting people.
Identity Attack0.37432748
Insult0.16780703
Profanity0.16636424
Threat0.013269233
Severe Toxicity0.017287504
Moderate 0.32764325 Moderate Con 0.455 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US …
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US because that's where they go with their college degrees to make money. But Canada is very lucky to even have these people. What most people around the world do not understand is that without immigration, countries like Canada have negative population growth, and their economies would collapse. There would not be anybody to work in Tim Hortons or any service positions at anywhere near reasonable prices. Indians do not try to actively change the local culture like Muslims do which our fatso also noted and they do not go on welfare. All of them add to the economy. Which Fatso I'm sure is also doing just like them as he delivers Uber Eats or whatever it is to them as they do the more complicated work. Let's just hope the bike doesn't give in before the next delivery. The Indians need their curry delivered.
Identity Attack0.29798782
Insult0.24767025
Profanity0.08807703
Threat0.008259222
Severe Toxicity0.0125103295
Moderate 0.31825066 Constructive 0.768 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I …
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I wasn’t being a Nazi. I was being a mom. Any woman knows this. When you’re single, you can have a whole pie to yourself. You get married, you make a pie and you’ve got well maybe a couple of days worth of food. Add a child everybody eats comfortably but only for one night add a second child somebody’s gotta give up. You know what I mean like it’s just plain math Mathematics so I guess I’m too far left for the right and I’m too far right for the left, I guess. Although I’m not an immigrant, I am a person with disabilities and just recently when we lost the so-called Trudeau tax I wondered why I wasn’t getting it. Then on a Canadian conservative source I heard we weren’t getting it anymore and I was upset. Disgruntled person wrote in the comments section and I quote get over yourself. I think MAID could help you. That didn’t come from a left-wing source as many right wing folks will say that it’s the left who wants to euthanize disabled people. That came from someone from a right leaning source. So writer left nobody wants to pay for anyone to have a free ride, even if the ride isn’t really free. I live on $800 a month and I am much too disabled to work and I don’t have family. In addition, I’ve been told I’m not eligible for rent gear to income, but it’s not like I’m going to get well. Anyway, it seems people don’t like to put out for others and I get it because the folks at the top are always happy to see the little guys tear each other apart. None of our politicians have ever voluntarily Given up a pay cut to support those who can’t work any longer or who never could. That would be the pro life thing to do. They’re always voting themselves big raises.
Identity Attack0.23011416
Insult0.1087965
Profanity0.17566866
Threat0.016810767
Severe Toxicity0.01986976
Low Tox 0.28425202 Constructive 0.804 Personal_Narrative
Aug 31, 2025 Why Canadians Are Turning Against …
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per …
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per day to be housed in hotel room and food etc?! This is wrong as how come ppl like myself awaiting to have my knee replacement surgery I am only getting $1208 per month on disability EIA? I am sorry but I was.born and raised a true Canadian citizen from Wpg Mb Canada, I have never relocated and came back to Canada I have always remained here right from first day I was born! I lived threw our most brutal winters we have ever had and yes I lived it and still and were is my $30000 or should I say $53000, $1000 for each year born and raised here in Canada is what it should be!? These immigrants come here need to learn English language fluently both speak and listen in it as well, they should not become a Canadian citizen legally until they have resided in Canada for a substantial amount of time! A Canadian citizenship status should be earned big time no matter where you came flat out before getting any benefits of any kind and be able to buy and sell homes here too!? I find cab drivers muslems mostly very ignorant and rude talking in their language while on the job behind the wheel must add yes ppl driving you to your destination and not to mention do these.ppl stop to think maybe your clients passengers get annoyed listening to that on their ride to where ever,???? NO NO NO!! YOUR WIFE, MOTHER, FATHER OR CHILDREN WHOMEVER SHOULD NOT BE BOTHERING YOU WHILE YOU ARE ON THE JOB WORKING?! When I go to work as a nurse do you see me talking to my spouse or family members while I am helping my clients eat or bath and get dress, NO WAY YOU WOULD BE FIRED!!? Us Canadian citizens need to stand together and our tax paying money we should have a say in where it should be going not to ppl who are not from our country!?
Identity Attack0.21668483
Insult0.16846494
Profanity0.025360947
Threat0.007883795
Severe Toxicity0.008163452
Low Tox 0.26293078 Constructive 0.8
Aug 29, 2025 Why Canadians Are Turning Against …
3:27 - and that’s the problem- self worried. I worry about my kids future and serving God not myself. Self centered people are the dangers of free society. They don’t worry about losing freedom as …
3:27 - and that’s the problem- self worried. I worry about my kids future and serving God not myself. Self centered people are the dangers of free society. They don’t worry about losing freedom as long as it seems it will outlast them It’s an issue in Rural East TN. All the gas stations, even the old ones off the main hwys that used to be where all the old local generation would gather and drink coffee and eat breakfast….those places sold out to 🇮🇳 It’s insane
Identity Attack0.053399716
Insult0.17734702
Profanity0.030890211
Threat0.007922632
Severe Toxicity0.004501343
Low Tox 0.2524482 Constructive 0.654 Fear_Threat
Feb 27, 2026 Inside Canada's Indian Invasion...
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many - and the blame goes on both the provincial conservatives and federal liberals. The tuition freeze in Ontario caused colleges and universities to treat foreign students as an ATM to balance their budgets. Foreign enrollments skyrocketed, especially in colleges, with students paying top dollar for dubious degrees with no job prospects. This put strains on the job market, and the housing/rental market. As an educated Indian-American who now lives in Canada, it pains me to see my fellow countrymen dominating Uber, Uber Eats, Bicycle food delivery and Tim Hortons. No one uproots everything in their home country and comes all the way for this. Most of these people are here legally and they work really hard. A last word - leaving aside the Khalistan issue that has caused a wedge between Hindus and Sikhs - the Indian diaspora, especially the Sikh, are amazing in the amount of charitable work that they do. Their concept of seva is unmatched. No one goes hungry when there is a Gurdwara around, as there is always free nutritious food. Same is true for temples. Even a young poor Steve Jobs ate at Iskcon temples. Last point - while some of Canada's problems are because of excessive immigration, Canada would be nothing without immigrants. The population would decline, with a native fertility rate of under 1.4, and entitlement programs would be in deep trouble.
Identity Attack0.14019285
Insult0.123407245
Profanity0.016752819
Threat0.007586042
Severe Toxicity0.004787445
Low Tox 0.23090743 Constructive 0.813
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
So I reside in Ontario, I live in a city they call the armpit of Ontario. And everytime I come to this restaurant (I dont want to say what restaurant but if u ask id …
So I reside in Ontario, I live in a city they call the armpit of Ontario. And everytime I come to this restaurant (I dont want to say what restaurant but if u ask id tell you) - I would see a lot of them coming in by groups and they wear clothes like they still live back to whatever country they are from and would sit on their chairs cross legged as other people eat their food. Every hour theres dozens of them coming and I came to think are these people even legally here. It is just crazy to me as a legal immigrant where me and my family waited for 8 years for the application process, spent hundreds of thousands of money meanwhile I see people that arent from here and not even try to assimilate to Canadian culture. It is just infuriating.
Identity Attack0.055673428
Insult0.09124154
Profanity0.05168226
Threat0.00866054
Severe Toxicity0.004634857
Low Tox 0.18269104 Constructive 0.652
Oct 1, 2025 IRCC Names India in Study …

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.