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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: "Over 4 million immigrants this …" 11 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...
Only 18,000 deported out of 5 million illegals? That is a joke. Deportations cost money because the government is way too dumb. You don't need to chase the illegals on our dime instead a few …
Only 18,000 deported out of 5 million illegals? That is a joke. Deportations cost money because the government is way too dumb. You don't need to chase the illegals on our dime instead a few bureaucratic steps will help line up the immigrants across Canada towards airports to flee and here we go: 1- Introduce a 3 months grace period for illegals to depart with their lute, no questions asked 2- Establish a Black-List-Database for all illegals and anyone who makes that list will never get permanent residence no matter how long they stay or even if they apply from abroad down the road 3- Introduce daily fines for overstaying or being here illegal with no ceiling including assets seizure to cover fines 4- Abolish automatic birth citizenship unless both parents are fully legal, else contact your embassy for birth certificate and fetch healthcare, school etc ..on your own dime 5- Revoke driver licenses, bank accounts, temporary SIN numbers of all illegals 6- Mandate the RCMP, Local Police, Sheriffs to check immigration status of anyone who comes in contact with law enforcement including traffic stops 7- Establish new Driver License and other documents for citizens and legal people with specific design and color etc.. 8- Introduce a toll-free number so citizens can report illegals and illegal activities 9- Impose hefty fines and jail time on employers who hire illegals including business closures 10- Limit running to office on all levels to Canadian born citizens 11- No illegal owns, buys or sells any real estate or property Do these and the longest line will be the line leading to airports so our friends CBSA can sit in the ri comfy offices processing illegals at their own pace.
Identity Attack0.27171627
Insult0.47384647
Profanity0.10797132
Threat0.013217449
Severe Toxicity0.014511578
Moderate 0.42568782 Moderate Con 0.448
Dec 23, 2025 15 likes Deportations From Canada at Their …
Geez, Trudeau and his Somali minister of immigration raised immigration quotas another 100,000 in part to accommodate the 4 million Muslims that India decided to kick out revoking their citizenship overnight. Now I notice about …
Geez, Trudeau and his Somali minister of immigration raised immigration quotas another 100,000 in part to accommodate the 4 million Muslims that India decided to kick out revoking their citizenship overnight. Now I notice about half of recent arrivals from India are Muslim. All third world countries are cleaning up their backyards and dumping their undesirables and minorities in yours. Happy globalism!
Identity Attack0.46028158
Insult0.3393024
Profanity0.027273865
Threat0.03304107
Severe Toxicity0.021290002
Moderate 0.39842087 Moderate Con 0.484
May 19, 2019 How much do refugees and …
Trudeau convinced millions that if we speak up about mass immigration we are all racists. He has told us in 2017 that White European ppl disgust him and we must be replaced and we will …
Trudeau convinced millions that if we speak up about mass immigration we are all racists. He has told us in 2017 that White European ppl disgust him and we must be replaced and we will be replaced. He has said we have no core identity and are the “first post national state”. These liberals let illegals in knowing they have a fake asylum claim but let them in and give them free housing free food free healthcare free money to the tune of $224 bucks a day. It takes near 4 years to have an asylum claim heard in Canada. So they are paid well over $320,000 bucks. And nobody wants to talk about this but these covid shots sterilizes males and females. But immigrants be it legal or illegals We’re not mandated to take the shots. I just read a piece on substack. I highly recommend you find it and read it. Quote Leaked internal Pfizer documents have revealed a disturbing truth: the vaccine’s greatest impact may not be on the lungs, but on the future of human reproduction. LIONESS OF JUDAH MINISTRY SEP 09, 2025 End Quote Quote: It’s titled Pfizer knew mRNA nanoparticles attack baby boys testes, damaging masculinity and fertility for generations.
Identity Attack0.33060804
Insult0.26957804
Profanity0.04516909
Threat0.009929225
Severe Toxicity0.0126394415
Moderate 0.33504707 Constructive 0.54 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
Marc Miller said while he was minister of immigration that he lost track of 1 million people and thats all that he's admitting to, how have been found? How many more have been lost in …
Marc Miller said while he was minister of immigration that he lost track of 1 million people and thats all that he's admitting to, how have been found? How many more have been lost in the fold since he lost his position over the last 4 years? What a disgrace.
Identity Attack0.0093974555
Insult0.3388922
Profanity0.018392462
Threat0.007327127
Severe Toxicity0.00333786
Moderate 0.3140926 Constructive 0.627 Policy_Critique
Feb 18, 2026 2 likes Canadian immigration officers investigating hundreds …
1 answer 82500 as soon as you step foot in Canada. I get 1650 on a pension it was 2700 last year which was 35,000 well that's just too much,im white don't deserve it since …
1 answer 82500 as soon as you step foot in Canada. I get 1650 on a pension it was 2700 last year which was 35,000 well that's just too much,im white don't deserve it since we conquered natives give them money way more than a white Canadian,and the chiefs get half a million spread among buddies live off reserve still no clean water definitely no oversight by government. I get taxed to pay immigrants welfare they do not get taxed and are practicing sharia law. Wife says partner left she has 4 to 6 kids 1800 a month per kid plus welfare benefits x 4 wives plus the husband collects on his own and the younger immigrants work shitty jobs while white kids can't get a summer job. The husband also takes a good portion of generous benefits to buy guns hide in mosques for coming jihadGovernment does nothing they loot western canada they will be gone as soon as they stolen enough . Taking our free speech turning canada into a communist hellscape. I havecollapsed arches they want 50 k but get this i still have to wait 3 yrs for a bed. How much will that cost in 3 years? Ive been paying into healthcare 52 years i want my money back.They expect us to give money to everyone sorry im for canada. They invest money in ridiculous climate scam b.s proven to not work carney doesn't care Brookfield and blackrock he is heavily invested in this government is the biggest threat to canada not Donald Trump.103 conflicts of interest 28trips around the world 3 times a lifetime carbon footprint this asshole globalist wef communist does not care about Canadians im too old im stuck here they just want me to take maid save money.
Identity Attack0.33352965
Insult0.14512913
Profanity0.03915693
Threat0.010447056
Severe Toxicity0.01159668
Moderate 0.30136615 Constructive 0.554
Nov 23, 2025 1 likes Why Canadians Are Turning Against …
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele …
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele ONLY because they all pay cash so they can circumvent the taxes. They all make babies like mice so give it 40 years and Canada will not be recognizable. And it’s the governments fault because they’re so greedy for tax money that they let the here by the boat load because they don’t wanna wait for the rest of us to make Canada larger population wise because it will take way too long. That and their tuition money for colleges, the list goes on in this non talked about bullshit that the liberals have done. They seriously do all this scheming and raising taxes just to give our tax money away to everyone but the people who pay the taxes. We could have put a huge dent in the national debt by now, but liberals just can’t conserve money hence their name. If it doesn’t stop soon, we are doomed. Surrey BC where I lived for 14 years, is just as bad as Brampton. They all own 1.6-2 million dollar houses in the suburbs of the city, all own businesses and all do the same shit as Brampton, circumvent the taxes. That’s the thanks we get for letting them here is to scam us so they can get rich quick while we all suffer and will never own a house by the looks of it. In Victoria BC where I live now, it’s gotten so bad that I can’t move out of my house I’ve been in for 4 years cuz I can’t find anything cheaper and this place is a 400sq ft 1 bedroom for $1850 a month. Can’t afford to do anything but survive while the immigrants all live like kings. There’s gotta be a line to not cross and that has been the case for too long where it’s been crossed for a long time and no one says or does anything about it out of fear of being called a racist. Call me one. Idgaf anymore. I ain’t racist. I’m just sick of the rules being severely crossed for money. Money makes everyone that has a lot of it GREEDY sons of bitches and it’s gotta stop.
Identity Attack0.2854555
Insult0.22770336
Profanity0.047173142
Threat0.008893564
Severe Toxicity0.012435913
Low Tox 0.29953843 Constructive 0.588 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Over 4 million immigrants this year come on deport deport
Over 4 million immigrants this year come on deport deport
Identity Attack0.18235919
Insult0.03522326
Profanity0.025497584
Threat0.011223801
Severe Toxicity0.0050354004
Low Tox 0.200795 Low Con 0.224 Call_To_Action
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of all these, an estimated 1.5 million people are either overstaying or have entered illegally. 3. Pakistanis and Bangladeshis are also involved in illegal activities (I’m not defending Indians—they are also involved, I’ll come to that). If you ask them, many will claim to be Indians. You can see the same trend in the UK as well. The reason I’m mentioning them is because they have a similar appearance to Indians. 4. Almost half of the Indians in Canada are living there illegally. Why do I say this? Because here in India I personally know many people from Punjab and Haryana who go there. In both states, you can easily find many agents who reassure people that they can send them to Canada or the USA without much difficulty. You can also see the trend among Punjabis—many aspire to drive trucks and cars in Canada. In India, people often see Punjabis as if their only purpose in life is to go to Canada. I love Punjabi people, but I don’t like this mindset. 5. So, the people you see doing disgusting things are most likely illegal immigrants. Why? Because genuine people go there to educate themselves and contribute something meaningful to the culture—not to behave like those individuals. 6. I really hope Canada can recover from this. I have a friend who went there in 2015, and he once told me to visit the country. Canadians are truly amazing, and the natural beauty (except the winter!) is so nice. Please, Canadian government, take some steps for the well-being of your people.❤
Identity Attack0.2308735
Insult0.05964688
Profanity0.035399333
Threat0.01238892
Severe Toxicity0.007095337
Low Tox 0.19504376 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …

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.