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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: "Oh, it would be so …" 17 comments
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no …
Stupid part is, that if a Christian were to build a giant cross; rather a Jew building a giant minor ah, there would be riots and stupid shorts demanding they be taken down. Oh no though an immigrant building a giant statue of their god, rather one of them; no it's perfectly fine
Identity Attack0.5707127
Insult0.6308392
Profanity0.44431314
Threat0.03856628
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.316 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Oh yeah Indians are using Curry as AK -7 and using their traditional wear as pistols against the superior white race, If I was dumb I would definitely term it as an "INVASION".
Oh yeah Indians are using Curry as AK -7 and using their traditional wear as pistols against the superior white race, If I was dumb I would definitely term it as an "INVASION".
Identity Attack0.55803186
Insult0.48627716
Profanity0.29209393
Threat0.13815513
Severe Toxicity0.072789766
Moderate 0.5532103 Low Con 0.256 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
SO I WOULD LIKE TO SET UP A HOUSE HOLD CAN I HAVE $50.000 I KNOW OF A HOUSE FOR SALE OH CRAP I'M CANADIAN ONLY PRIVILEGE IS TO RENT OR LIVE ON STREET MOST …
SO I WOULD LIKE TO SET UP A HOUSE HOLD CAN I HAVE $50.000 I KNOW OF A HOUSE FOR SALE OH CRAP I'M CANADIAN ONLY PRIVILEGE IS TO RENT OR LIVE ON STREET MOST CANADIANS ARE HOMELESS RENTERS SUPPORTING THEIR PURCHASE.
Identity Attack0.28034934
Insult0.40243408
Profanity0.45190978
Threat0.010938995
Severe Toxicity0.023927659
Moderate 0.50503236 Moderate Con 0.482
Mar 22, 2020 How much do refugees and …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
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...
If indian city would have more foreigner christian or foreigner muslims we would be having a civil war. Remember oh hindus our religion tells us to not live among Asuras.
If indian city would have more foreigner christian or foreigner muslims we would be having a civil war. Remember oh hindus our religion tells us to not live among Asuras.
Identity Attack0.46028158
Insult0.19734058
Profanity0.09775851
Threat0.13397428
Severe Toxicity0.023076924
Moderate 0.37955463 Moderate Con 0.313 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS SPAIN ITALY PORTUGAL some of the above nations have woken up and have said enough. Both Poland and Hungary have said enough. Now the EU is calling them racists. It’s all Indian or Muslim immigration. They don’t immigrate for a better life it’s to take over and it’s millions of fighting g age men too. Our countries are setting up for award, civil wars. France just issued a memo to hospitals to get ready for military mass casualties that will start within 12 months from now. These globalists have been planning this great reset and new world order for many decades. I stared investigating these wicked globalists over a decade ago now. I have all evidence and receipts saved. How do you implode a nation, crash an economy, make citizens reliant on govt for everything… why bring in millions of immigrants and put their needs first. You can go to any city or town in Canada now. It’s hard to find a Canadian working. In Canada we have foreign workers programs that allows businesses to hire foreigners and the liberal federal govt pays 1/3 of these foreigners salaries. So of course any business like retail or restaurant’s biggest overhead is labour costs so if they can save like $6.00 an hour on every employee why wouldn’t they opt in for that. I also did a very deep dive into the voters in Canada. At least 4.5 million out of the 8.5 million voted the Carney liberals got in April 2025 were immigrant votes. That’s why Carney and liberals pander to the gigantic Muslim population in Canada. Muslims, Chinese, Indians from India, Ukrainians, Filipinos they all pretty much vote liberal. There weee over 100 Muslim groups that told their Muslim community to only vote for candidates that support Gaza Muslims and Palestinians. How is that not election interference. We know the Chinese directly interfere in our elections by threatening Chinese Canadians to vote liberal or their families in China will be harmed or they will be harmed inside Canada. In June Carney said Muslim values are Canadian values. Either this clown has no idea how radical Islam is or he knows and just panders for votes. Liberal cabinet ministers Anita Anand and Melanie Joly they both openly campaigned saying they must support Palestine because they both have large Muslim populations in their respective ridings. Over half of the liberal voter base is foreign now. I started in 2019 telling the federal conservatives look the liberals are importing new liberal voters. The party needs a strategy to win over the immigrant vote. I proposed hiring a team of individuals from the Muslim community, Chinese community etc to brainstorm on how to get their message across that if your an immigrant your best to vote conservative because the liberals don’t care about them they just want their vote. Show them how they may never own a home, how their kids will be worse off than them. That buy bringing in about 2 million more immigrants a year it is causing inflation and the affordability crisis. I believe if you can show these immigrant communities the truth they may consider voting conservative. Bit of the conservatives refuse to pivot we will never see another federal conservative govt in our lifetimes. It’s not racist it’s the truth. We need a foreign registry act to kick out foreign entities that harass bully and threaten immigrants in Canada to bend the knee or else. If we have 100 Islamic groups telling their community it’s yo only vote one way charge them with election interference. We need electoral reform badly in Canada. We need to end all immigration to Canada for at least 5 years maybe even 10. We need to deport those here illegally. No more fake asylum claims. This country can still be saved but we need immigrants on board to help save it. We need to remove broadcasting licenses of mainstream media networks that lie and bash conservatives. That’s deliberate political interference. It’s time we enforce the law. No more hate speech or hate crimes against any community especially the Jews. Deport these ppl back to Gaza if they are here on visas or revoke their citizenship and send them packing. We need ICE in Canada like they have in America. It’s long over due. If we get a hold of our borders and we stop the drugs we would have a new trade deal with Trump tomorrow. Carney doesn’t want that because it’s all he has to fear monger ppl oh bad Trump me Tarzan me good bad orange man. Haven’t you had enough now Canada? Wake up before it’s too late for anyone to save this country.
Identity Attack0.3802808
Insult0.16766082
Profanity0.035900343
Threat0.011586283
Severe Toxicity0.012833111
Moderate 0.32074678 Constructive 0.679 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
5:19 too conservative, I think you mean to say too liberal or progressive not conservative, conservative would mean to conserve something which Canada hasn’t. Oh I forgot to blame white liberal women and the generation …
5:19 too conservative, I think you mean to say too liberal or progressive not conservative, conservative would mean to conserve something which Canada hasn’t. Oh I forgot to blame white liberal women and the generation that keeps on messing with peoples lives boomers cuz both always vote in the worst way possible.
Identity Attack0.36702603
Insult0.16780703
Profanity0.024199532
Threat0.008013252
Severe Toxicity0.0074005127
Moderate 0.3140926 Moderate Con 0.499
Aug 26, 2025 Why Canadians Are Turning Against …
Oh, I would like to see a local citizen to replace her in her job! And she can go back to her country!!!!!
Oh, I would like to see a local citizen to replace her in her job! And she can go back to her country!!!!!
Identity Attack0.19693321
Insult0.1342682
Profanity0.020646973
Threat0.021300001
Severe Toxicity0.010910034
Moderate 0.30439767 Moderate Con 0.381 Identity_Assertion
Feb 11, 2026 Canada's tighter immigration policy divides …
If only we had a time machine and cameras. Oh what the world would have to say about the pale man. Ever since emerging from the caves the sunburn prone have been a menace every …
If only we had a time machine and cameras. Oh what the world would have to say about the pale man. Ever since emerging from the caves the sunburn prone have been a menace every minute. Then sit back and point fingers. The audacity is absurd.
Identity Attack0.011691323
Insult0.23704576
Profanity0.037904397
Threat0.045572113
Severe Toxicity0.0063323975
Low Tox 0.27975297 Low Con 0.269 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
"if more immigrants came we should be very happy" oh is that so? so... if they were.... lets say.... pakistani? would you still feel the same there buddy? if there was mass migration by the …
"if more immigrants came we should be very happy" oh is that so? so... if they were.... lets say.... pakistani? would you still feel the same there buddy? if there was mass migration by the people you literally kicked out of your country 60 years ago would that make you happy?
Identity Attack0.27914262
Insult0.075868964
Profanity0.025770858
Threat0.014911477
Severe Toxicity0.0090408325
Low Tox 0.25462922 Moderate Con 0.374 Fear_Threat
Feb 4, 2026 Inside Canada's Indian Metropolis (Brampton)
CBC Trudeau obsequious news. Why would we believe them ? ... oh, it's just a wee thing that affordable housing might be an issue (in a very cold Country) and Provinces are paid back by …
CBC Trudeau obsequious news. Why would we believe them ? ... oh, it's just a wee thing that affordable housing might be an issue (in a very cold Country) and Provinces are paid back by some quota... we know how the Liberals pay back (chump change) .. and oh, these immigrants are going to make Canada more prosperous... No mention of the Globalist agenda .. Trudeau is a BIG GLOBALIST ... taking over these immigrant's Countries is part of the plan
Identity Attack0.07012023
Insult0.0806213
Profanity0.021125201
Threat0.007145886
Severe Toxicity0.0037193298
Low Tox 0.17371799 Moderate Con 0.403
Dec 28, 2018 How much do refugees and …
oh no, look at that statue. Cambodia took the right action. West allowed you in, not these statues. Lol, one months of stay (dude,it is one month), because his brother is staying here , but …
oh no, look at that statue. Cambodia took the right action. West allowed you in, not these statues. Lol, one months of stay (dude,it is one month), because his brother is staying here , but he would have sold everything in his homeland to come and settle in Canada, and he will start with a visit visa for one months, lol. Slowly breaking into settling down here. Most of these statue lovers, talk about love for their homeland, but they all want to leave their homeland and want to come settle in one of these Western, Christian countries. If you are patriotic , why do you even want to come and settle in Western Christian countries? because deep within they know Christian countries are blessed. I have heard, when they go visit their homeland, they feel so proud telling their locals that they are settled in one of these Western countries and are not locals like them. Double standards of patriotism.
Identity Attack0.03894114
Insult0.07840354
Profanity0.041912504
Threat0.008181547
Severe Toxicity0.004558563
Low Tox 0.16331999 Moderate Con 0.496 Identity_Assertion
Feb 23, 2026 Inside Canada's Indian Invasion...
I am a Jamaican descendant born Canadian and I am homeless living on the street. The irony is, I am great with money and have been working since a child at 13. I haven't taken …
I am a Jamaican descendant born Canadian and I am homeless living on the street. The irony is, I am great with money and have been working since a child at 13. I haven't taken vacations or time off. The system has failed me tremendously. I was denied second stage and transitional housing 3 times with out reason. I was discharged from shelters where I was the only one working on my betterment while others continued with poor habits such as depression, laziness and addictions. I wish I had political power because boy oh boy, things would change drastically.
Identity Attack0.019977676
Insult0.038566336
Profanity0.019622196
Threat0.00713294
Severe Toxicity0.0022792816
Low Tox 0.09785384 Constructive 0.775
Aug 28, 2025 13 likes Why Canadians Are Turning Against …
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Identity Attack0.0058456613
Insult0.0151129225
Profanity0.011406898
Threat0.01187109
Severe Toxicity0.0015544891
Low Tox 0.0466155 Low Con 0.244 Humor_Satire
Sep 29, 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.