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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 #}

Comment Explorer

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Active: "Make it harder for them …" 17 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...
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. …
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. Turn great communities into shitholes. I didn't even know they had those big statues hanging around the city. I don't ever venture into Brampton anymore, as I don't do service calls or work as a mechanic. I basically got told, without being told they wanted a more diverse field of technicians. Over 12 years of work trying to get my mechanics license and I'm out. Guys can't even diagnose a ground on a vehicle, yet they can get the Red Seal license cause the "translator" gave them all the answers on the test. Lots of them coming over on student visas just to drop out or not go to school completely and take up basic minimum wage jobs from the actual tax payers of our Great? nation. The truck driving is also insane up north, past Thunder Bay. Trucks in ditches every 30-50 km's. Wheels coming off of trucks, turning around on the 2 lane highway in the middle of no where and gets the truck stuck cause they wanted to do a U-turn at 3am on blind corners. We driving our 3/4 ton work trucks have to pass our exits all the time cause they have their feet on the dash tailgating you. 90% of the ones that have come over, have made Canada a worse place to work/live.
Identity Attack0.27171627
Insult0.6308392
Profanity0.43272525
Threat0.011249693
Severe Toxicity0.024960563
Moderate 0.6020386 Constructive 0.749 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When was the last time a punjabi or indian kidnapped you 13:37 . Spread all the hate you want on us if it makes you happy. Cope harder. You can never out compete us in …
When was the last time a punjabi or indian kidnapped you 13:37 . Spread all the hate you want on us if it makes you happy. Cope harder. You can never out compete us in life. 😂
Identity Attack0.44690517
Insult0.3416952
Profanity0.27207452
Threat0.4339666
Severe Toxicity0.16960317
Moderate 0.47886392 Low Con 0.236
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't hate the immigrants themselves, but the way our country handles immigration. I'll be the first to admit it's getting harder to keep those two things separate. What compounds that hate is since I've …
I don't hate the immigrants themselves, but the way our country handles immigration. I'll be the first to admit it's getting harder to keep those two things separate. What compounds that hate is since I've been looking at moving out of this country... it's disheartening that most countries (rightfully so) make you have to be able to both assimilate and afford to fend for yourself to get a immigrants visa. And I guess Canada isn't enough of a shithole to get refugee status... yet. Like many Canadians now, I'm living cheque to cheque to make ends meet. So not only do I hate it here, but am essentially trapped. Next time you want to get pissed off at an immigrant, save it for a Liberal. It's a good chance he/she will be one in the same anyways.
Identity Attack0.3819294
Insult0.42367843
Profanity0.39409557
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.43965456 Constructive 0.752 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years ago. Indians cause too many problems and countries need to be like the US and expel them or make it harder for them to come in. I can say in London, London Metropolitan University and University of East London have way too many Indians and Pakistanis who barely speak English and from what I heard, some take their visas and run off into the sunset. Luckily at my university, in my program, only 1 or 2 Indians.
Identity Attack0.43896464
Insult0.24171697
Profanity0.07805514
Threat0.029933142
Severe Toxicity0.01935331
Moderate 0.3389984 Constructive 0.741 Unverified_Claim
Nov 2, 2025 IRCC Names India in Study …
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting …
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting turned down when I hand out resumes, because I'm white and I was born in Canada its bad they're taking all the student jobs and then buying the businesses where students are working and then firing the students i'm no longer in school, so it's even harder to find a job. It's gotten to the point where if you want a job you need to work for yourself. They're even taking jobs in the trades so now people are having to work for themselves under-the-table and launder their money the average median income in Canada is anywhere from $45000 to $50000 a year the average house costs $673,335 the average household only makes $80000 a year i used to dream about having my own home and starting a family now I just hope I can find an apartment for less than $2000 a month that isn't owned by a slum Lord living in Toronto that's bought the property without ever even being to Smiths Falls a day in their life.
Identity Attack0.39461556
Insult0.23704576
Profanity0.098067984
Threat0.030278467
Severe Toxicity0.016190045
Moderate 0.3389984 Constructive 0.675 Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
INDIANS ARE TAKING OVER CANADA. THEY ARE LOWERING THE PRICE OF LABOUR AND MAKING LIFE HARDER FOR THE AVERAGE CANADADIAN THAT WAS ACTUALLY BORN IN THIS COUNTRY.
INDIANS ARE TAKING OVER CANADA. THEY ARE LOWERING THE PRICE OF LABOUR AND MAKING LIFE HARDER FOR THE AVERAGE CANADADIAN THAT WAS ACTUALLY BORN IN THIS COUNTRY.
Identity Attack0.3958119
Insult0.14512913
Profanity0.02836696
Threat0.0083886795
Severe Toxicity0.013414118
Moderate 0.33836752 Moderate Con 0.38
Dec 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Personally I would never move to a country if I knew my presence would make life harder for everyone else. I especially wouldn't move to a country if the billionaires wanted me to move, I …
Personally I would never move to a country if I knew my presence would make life harder for everyone else. I especially wouldn't move to a country if the billionaires wanted me to move, I don't wanna be their pawn to lower wages. This is how you become hated, I'd much rather move somewhere that the natives are put first. I don't care about history in this context, my people were the first slaves, I don't care, what we do now as individuals is what matters, and these individuals in Canada are bad people.
Identity Attack0.23163283
Insult0.24928534
Profanity0.08581402
Threat0.009385503
Severe Toxicity0.009613037
Low Tox 0.28857216 Constructive 0.64 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Yo Tyler, I know you won’t read this and doubt you remember me. Went to the same high school in Modesto and you knew a few of my friends too. You’ve fallen so far since …
Yo Tyler, I know you won’t read this and doubt you remember me. Went to the same high school in Modesto and you knew a few of my friends too. You’ve fallen so far since those days. How far down you’ll climb for content is sad. Modesto don’t love you like that. Those around you gassing you up, telling you you’re special and you make a difference are lying to you. Find Christ, find a purpose, hit the gym, do something productive. But do something else mad, it’s just sad. You’ve aligned yourself with people who have devious, self serving intentions. Think harder man
Identity Attack0.017867407
Insult0.18107465
Profanity0.07740857
Threat0.010239923
Severe Toxicity0.0075149536
Low Tox 0.25462922 Constructive 0.55 Personal_Narrative
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
These immigrants are making life harder for regular Canadians in multiple ways. They often live and work without any legal documentation, supported by landlords and employers who are complicit in these illegal arrangements. This leads …
These immigrants are making life harder for regular Canadians in multiple ways. They often live and work without any legal documentation, supported by landlords and employers who are complicit in these illegal arrangements. This leads to unsafe housing conditions and unregulated workplaces. On the roads, many pay Indian-owned driving schools to bypass the proper tests, and then drive without registration or insurance, contributing to hit-and-runs, unsafe roads, and higher insurance premiums for everyone. In housing, the high number of newcomers increases demand, driving up prices and making it harder for Canadians to afford homes. In employment, corporations like "Singh" Hortons prefer hiring these workers who will accept lower pay, no benefits, and longer, illegal shifts, leaving Canadian youth with fewer job opportunities. Overall, these practices are making life significantly harder for regular Canadians.
Identity Attack0.21866
Insult0.0818789
Profanity0.01846078
Threat0.008259222
Severe Toxicity0.005836487
Low Tox 0.20335422 Constructive 0.642 Economic_Argument
Sep 30, 2025 IRCC Names India in Study …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
LOOOL 9:41 - If its easier to live in India why do you come to Canada? To make it harder for others that work and pay taxes? Thank you so much
LOOOL 9:41 - If its easier to live in India why do you come to Canada? To make it harder for others that work and pay taxes? Thank you so much
Identity Attack0.10221587
Insult0.04383647
Profanity0.024199532
Threat0.0066086366
Severe Toxicity0.0051498413
Low Tox 0.1587729 Moderate Con 0.388
Oct 5, 2025 15 likes Inside Canada's Indian Metropolis (Brampton)
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — …
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — and for what? To watch elected officials sit in Parliament and turn Canadian issues into a circus. It feels like half the time they’re more interested in scoring cheap political points than actually solving anything. The constant bickering, yelling, and rehearsed “outrage” looks less like leadership and more like a never‑ending performance meant to distract us from how little actually gets done. How much do you think each of them makes just sitting there doing nothing all day, and calling it a job. THE REAL CROOKS OF CANADA Politicians. Blame the Indians who come to work in Canada when send billions to Ukraine. WAKE UP CANADA TO REAL PROBLEM
Identity Attack0.026609946
Insult0.07016616
Profanity0.020168742
Threat0.008077981
Severe Toxicity0.0027656555
Low Tox 0.12867521 Moderate Con 0.49 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, …
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, proper culture, or good education—it makes everything so much harder for them when they arrive in a new country too.I also want to talk about jobs in Canada, bruh. All the industries seem dominated by specific ethnic groups that have basically taken them over. For example, in construction, you mostly see Spanish or Portuguese crews who only speak their own language on the job. And Indians—they've pretty much taken over all the Walmarts and fast-food chains in Canada.They should've kept Canada truly multicultural instead of letting it turn into this. And don't even get me started on the nepotism in the job market lol. You cant even make a gues how hard was for me to find a roofing company that speaks english in their crews lol.
Identity Attack0.06294931
Insult0.045593183
Profanity0.035399333
Threat0.007754337
Severe Toxicity0.0038719177
Low Tox 0.121732734 Constructive 0.756
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some do but the ones who don’t ruin the image for the rest of them. Other obvious problem is we’ve let in too many people in in general like more people have come than living units have been built making many problems just right there and then and it’s not really the people who immigrates fault it’s the government. I know restricting imagination and making the test to get in harder so they actually have to know something about Canadas history and our culture and realistically we need to apply more pressure on the expectation that immigrants eventually assimilate.
Identity Attack0.055673428
Insult0.03588435
Profanity0.020578653
Threat0.0075083673
Severe Toxicity0.0030326843
Low Tox 0.10696511 Constructive 0.619 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
Make it harder for them to work security, uber, truck driving. Inclusive to work only in field of study.
Make it harder for them to work security, uber, truck driving. Inclusive to work only in field of study.
Identity Attack0.0023493639
Insult0.009564889
Profanity0.009903891
Threat0.0070164283
Severe Toxicity0.0006723404
Low Tox 0.01608456 Low Con 0.265 Policy_Critique
Feb 23, 2026 Canadian immigration officers investigating hundreds …

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.