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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: "India immigrants, stay in your …" 16 comments
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...
Please don't stay silent, we are Canadians, we have to stop immigrants this is mot they country, deport, deport special muslims they are 😈😈😈 and immigrant from India deport, deport all.
Please don't stay silent, we are Canadians, we have to stop immigrants this is mot they country, deport, deport special muslims they are 😈😈😈 and immigrant from India deport, deport all.
Identity Attack0.6682205
Insult0.47384647
Profanity0.1854088
Threat0.24484909
Severe Toxicity0.23223428
Moderate 0.6027529 Moderate Con 0.323 Identity Attack Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
Immigration from a person not even born here like just shows how far canada has fallen now we cant even put a Canadian in charge, no lets put a immigrant in charge who in there …
Immigration from a person not even born here like just shows how far canada has fallen now we cant even put a Canadian in charge, no lets put a immigrant in charge who in there right mind does that liberals are all losers.and what india is at war with who ,makes no sense persecution because they beoke the law in there country and dont want to face charges over there they come here and cry and suck there thumb hoping that they can stay ,time to deport them all and send the Immigration dummy with them.
Identity Attack0.4139151
Insult0.5130944
Profanity0.22663295
Threat0.056240413
Severe Toxicity0.02406851
Moderate 0.47622904 Low Con 0.241 Insult Identity_Assertion
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
India immigrants, stay in your own lane, your not wanted in Canada 🇨🇦
India immigrants, stay in your own lane, your not wanted in Canada 🇨🇦
Identity Attack0.55044734
Insult0.3388922
Profanity0.05543986
Threat0.010731863
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.18 Identity Attack Identity_Assertion
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
What a disgrace. Multiculturalism is a failed experiment. We CANNOT turn Canada into India 2.0 The Sikh at 12:30 saying we all live in the same world to justify mass migration doesn't understand that that …
What a disgrace. Multiculturalism is a failed experiment. We CANNOT turn Canada into India 2.0 The Sikh at 12:30 saying we all live in the same world to justify mass migration doesn't understand that that sentiment of universalism is only applied to white countries and it is destroying OUR White culture. And different races are not just about skin color, it's also about culture and IQ levels. Indians with their low racial IQs bring a lot of problems. The man says that color doesn't matter, but Indians care about color. That's why they only hire Indians and discriminate on Whites and other races. Indians are in fact the most racist people in the world. Ignoring race only promotes multiculturalism and that promotes White genocide. Human beings are racial and we should accept it. All immigrants need to understand that they need to STAY home and build a better life for themselves AT home. Not running away to White nations to impose themselves racially, culturally and spiritually. Multiculturalism is White genocide. It destroys US, it destroys OUR homes and our cultures. Our nations need to be 90-95% White and we should only allow those people that truly want to assimilate and leave their cultures behind.
Identity Attack0.46028158
Insult0.38852
Profanity0.085167445
Threat0.012233571
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.57 Fear_Threat
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
Identity Attack0.39334553
Insult0.35016364
Profanity0.040409464
Threat0.0084793
Severe Toxicity0.012435913
Moderate 0.37751234 Moderate Con 0.419 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude …
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude and entitled. I dont mind immigration. What I dont like is people thinking their still in India and attempting to change canadian values. We need to slow it down and vet people. Stop letting people pour in so you can stay in power. Liberals need to start caring about Canadians!
Identity Attack0.39461556
Insult0.17486192
Profanity0.03239325
Threat0.009825659
Severe Toxicity0.012359619
Moderate 0.3375374 Constructive 0.607
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
0:50 yes & no. ClydeDoSomething had someone on to explain Gov user Fraud to get tax money the “immigrants” got to stay It got so bad most started leaving back to India XD
0:50 yes & no. ClydeDoSomething had someone on to explain Gov user Fraud to get tax money the “immigrants” got to stay It got so bad most started leaving back to India XD
Identity Attack0.2831485
Insult0.13607834
Profanity0.0864606
Threat0.010576514
Severe Toxicity0.013478675
Moderate 0.31132057 Moderate Con 0.492 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated here. Unfortunately, they have no desire to assimilate, they bring their own culture and they stay in their own communities. The government offers tax breaks for businesses, hiring foreign workers over people born in Canada, leaving the youth without any part-time work. On top of that some of my favourite restaurants growing up, I haven’t eaten at in years because it’s been taken over by Indians, the quality of food goes down, you end up getting food poisoning and if you aren’t in their community, you get worse service and get charged more than what an Indian would pay at the same restaurant. They don’t understand cleanliness or sanitation, they leave their garbage and waste on the street and dump it in random locations, and quite frankly have no respect for anyone who lives here or the country that has taken them in. I feel like a minority of my own country and I truly don’t understand what being Canadian means anymore because I’m pretty sure being Canadian is a thing of the past. Most of my friends have moved further north, to Vancouver island or moved out to the prairies to get away from them and higher prices as everything gets more expensive, thanks to our government, caring more about immigrants than citizens. When a family gets accepted to come here they bring their parents their aunts and uncles their brothers and sisters on temporary visas, they also collect social assistance as soon as they arrive and when their visas expire, they have no desire to go back, which has resulted in thousands of illegals remaining here. I mean I get it. Why would you go back when you’re getting treated better here and are given food, housing and an allowance every month but it’s gotten to a point where India outnumbers Canadians. I want them all sent back.
Identity Attack0.36702603
Insult0.16839184
Profanity0.041912504
Threat0.0084793
Severe Toxicity0.012359619
Moderate 0.30319387 Constructive 0.737 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in elkgrove ca we have a immigrant mayor from India and our Asian population has surpassed the white population by about 1 or 2 % . I don’t like what’s happening I’m scared …
I live in elkgrove ca we have a immigrant mayor from India and our Asian population has surpassed the white population by about 1 or 2 % . I don’t like what’s happening I’m scared to grow old in this country that’s why I train hard and stay strong.
Identity Attack0.2823795
Insult0.06477321
Profanity0.046922635
Threat0.010705971
Severe Toxicity0.008659363
Low Tox 0.25462922 Constructive 0.689 Fear_Threat
Nov 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
The problem is that Canada didn't just take immigrants from India, they took in criminals in the name of "asylum". In certain parts of India, there used to be small-scale separatist movements, back in 1970s …
The problem is that Canada didn't just take immigrants from India, they took in criminals in the name of "asylum". In certain parts of India, there used to be small-scale separatist movements, back in 1970s and 1980s. Senior Trudeau saw this as an opportunity to vent his frustration for India's not signing of NPT . So the guy kept giving "asylum" to the violent separatists, to "teach India a lesson" (Yeahh... sure) Gradually, it became so that once you have gained enough rep in organised crime, drug trade, so that it's difficult for you to stay under the radar in India, running from law enforcement, you would run to Canada, UK or Australia, and ask for asylum, with whatever reason. And those countries, in their stupid sense of righteousness, would accept it without any background checks. Now, yes, it's a trouble for us (good job), because most of the gang leaders are hiding away in these countries, running their operations remotely. Indian officials are only able to nab the low-level gang members. But it also means that these countries now ALSO have the worst criminals in their cities. And once they settle down, they will do what they know best .... crimes. And gradually they become a problem for their host countries, as well as other Indians in these countries. (Whenever Khalistanis do any parade, they force other Indian families to put up their yellow flags on their homes, to make it look like they have massive support) It's not good for anyone, but these countries have put themselves in a position from which they have no idea how to extricate themselves. Sure, you may blame Indians. But we were literally asking you to send those criminals back, and you refused to do so. Now they are your problem. If they create problems for us, then maybe, they will drop de** in some parking lot. But apart from that, most of their activities are going to be Canada's problem to deal with. They are already turning the streets of Canada into a drug paradise, hurting the young people of both local and Indian origins. Such a waste of life and potential.
Identity Attack0.17303948
Insult0.12159709
Profanity0.023789622
Threat0.01101667
Severe Toxicity0.005493164
Low Tox 0.21107252 Constructive 0.659
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
It's coming to a small town near you.. I'm just glad they decided to fill up brampton before they fill up surrey (which they surely will very soon) When i was a kid, i was …
It's coming to a small town near you.. I'm just glad they decided to fill up brampton before they fill up surrey (which they surely will very soon) When i was a kid, i was annoyed that there were so many chinese where i lived (Richmond, iykyk) but they never really did anything to wrong me. As i grew up i realized they just mind their own business and stay out the way, and generally let their children be pretty liberal (other than the studying). Now, I absolutely LOVE the chinese compared to all the damn indians. There isn't a trend of chinese buying business' then only hiring other chinese. (idk how indians get away with only hiring indians). The indian kids are rude AF usually, tons of wannabe gangsters, TONS of indian gang crime. . And the worst? the ones that live in brampton and surrey treat it like india. THEY treat YOU like a foreigner. I hate em. I just dont understand why immigrants cant just atleast learn the language and customs
Identity Attack0.17925262
Insult0.06634661
Profanity0.08775374
Threat0.0091524795
Severe Toxicity0.0077438354
Low Tox 0.17891699 Constructive 0.676 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
If the majority of the people from India stay in gta and work service related jobs in their community we need to ask ourselves as Canadians what benefit they bring to Canada as a whole …
If the majority of the people from India stay in gta and work service related jobs in their community we need to ask ourselves as Canadians what benefit they bring to Canada as a whole and if we need this kind of immigration in the first place. If they never came here, Brampton would have still been a small town and Canadian economy would not change for the worst because of it.
Identity Attack0.12556632
Insult0.031697463
Profanity0.013439372
Threat0.0067834044
Severe Toxicity0.0031280518
Low Tox 0.13041082 Constructive 0.559
Nov 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian government should encourage their town talented people to stay in India and help grow their nation.. I’m British born Indian, and India will one day become the third biggest world economy.. all the future …
Indian government should encourage their town talented people to stay in India and help grow their nation.. I’m British born Indian, and India will one day become the third biggest world economy.. all the future opportunity is with india Politicians shouldn’t allow uncontrolled immigration and crack down on Bogus colleges
Identity Attack0.10221587
Insult0.030816011
Profanity0.014976538
Threat0.0115345
Severe Toxicity0.003414154
Low Tox 0.11378009 Constructive 0.654
Oct 30, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
There are hardly any quality career opportunities to attract high quality immigrants from India. Those who are educated, for them salaries have increased far more than western countries in India so they are choosing to …
There are hardly any quality career opportunities to attract high quality immigrants from India. Those who are educated, for them salaries have increased far more than western countries in India so they are choosing to stay back. You are getting the lot who think despite lack of education, earning Dollars is easy once you migrate.
Identity Attack0.08666438
Insult0.027730936
Profanity0.011816809
Threat0.0060778605
Severe Toxicity0.0021266937
Low Tox 0.10522962 Moderate Con 0.435 Economic_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)

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.