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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: "This is what british doing …" 138 comments · Page 1 of 6
Come to Surrey, British Columbia. Watch these dumb fucks shoot each other
Come to Surrey, British Columbia. Watch these dumb fucks shoot each other
Identity Attack0.42615733
Insult0.68668073
Profanity0.7809412
Threat0.55244523
Severe Toxicity0.3735507
Toxic 0.8988238 Low Con 0.171 Insult Threat Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
Identity Attack0.5698139
Insult0.6798578
Profanity0.39409557
Threat0.013321015
Severe Toxicity0.09649272
Toxic 0.76197964 Low Con 0.276 Identity Attack Insult Fear_Threat
Feb 11, 2026 Inside Canada's Indian Invasion...
First, the British came to rule over our India. Now that we are coming, your asses are on fire.
First, the British came to rule over our India. Now that we are coming, your asses are on fire.
Identity Attack0.29188538
Insult0.50440645
Profanity0.6242122
Threat0.33294448
Severe Toxicity0.16960317
Toxic 0.74954444 Low Con 0.186 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
this is so stupid. did the british assimilate to native or french canadian culture when they came to Canada?
this is so stupid. did the british assimilate to native or french canadian culture when they came to Canada?
Identity Attack0.2877625
Insult0.68668073
Profanity0.36230123
Threat0.00780612
Severe Toxicity0.02416241
Toxic 0.73663366 Low Con 0.237 Insult Comparative_Framing
Mar 2, 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...
Like how the British were to India, 100 years ago, Tyler is the same on YouTube. A Parasitic Leech.
Like how the British were to India, 100 years ago, Tyler is the same on YouTube. A Parasitic Leech.
Identity Attack0.19890837
Insult0.67735565
Profanity0.30866358
Threat0.009644418
Severe Toxicity0.0394905
Moderate 0.64447093 Low Con 0.173 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you one Damm thing, not one of these Indians are on governments benefits, they are working their socks off unlike others from a certain religion such as the recent Minnesota problem. Furthermore how many own a house there as compared to what you people call a Canadian white person, it will be interesting to know the facts. And no the heavens didn’t open up on them with gold coins raining on their heads 😂. Here in London you get the same occasional problem where non educated white people start to moan and can’t tell the difference between an Indian person or Pakistani, by the way Indians own the most homes in London have a think why!! They actually go out and work and want to achieve something In life!!
Identity Attack0.57150364
Insult0.54471385
Profanity0.39409557
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.635 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
KKKanada wants to send people back, lets start by sending the white settlers back to where they came from, including this white colonial bitch. Wanna criminalize migration, let's start by giving back all the stolen …
KKKanada wants to send people back, lets start by sending the white settlers back to where they came from, including this white colonial bitch. Wanna criminalize migration, let's start by giving back all the stolen resources and knowledge to the indigenous people of not only this stolen land but what Imperial powers, like the British crown took and continues to take from country like India. It is amazing how quick people are to blame individuals but forget that Europe, Canada and US stole more than half of the world's resources, peoples and knowledge. There is a reason why resources, knowledge and wealth are accumulated in the West. Want to stop people from coming in? GIVE OUR DAMN RESOURCES, LAND AND KNOWLEDGE BACK.
Identity Attack0.55044734
Insult0.5177041
Profanity0.39409557
Threat0.060119797
Severe Toxicity0.16960317
Moderate 0.52811706 Moderate Con 0.425 Identity Attack Insult Moral_Argument
Sep 30, 2025 IRCC Names India in Study …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an the other 16 were either indian Pakistani or black...I'm now a foreigner now in my own country....I hate and am not proud to be British anymore 😢😢😢
Identity Attack0.57150364
Insult0.3388922
Profanity0.2564132
Threat0.030623792
Severe Toxicity0.12282934
Moderate 0.52139956 Constructive 0.632 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Come to my country we are sick of the chinese, Indian and white people here too.....the British force us to accept them for us to get independence 70 years ago and then they left all …
Come to my country we are sick of the chinese, Indian and white people here too.....the British force us to accept them for us to get independence 70 years ago and then they left all these Indian and chinese here and they refused to assimilate of evern speak local language....
Identity Attack0.6007182
Insult0.42367843
Profanity0.19401662
Threat0.031314444
Severe Toxicity0.045767322
Moderate 0.51980776 Moderate Con 0.43 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
India was invaded by Britain, they are invading a British colony. Literally karma Breh😂 the only people there having their land and culture taken are the natives and nun of y’all give af bout them …
India was invaded by Britain, they are invading a British colony. Literally karma Breh😂 the only people there having their land and culture taken are the natives and nun of y’all give af bout them so 🤷‍♀️ The reason mfs are globalist is because of England France Spain , and the Arabs tbh 😂 idk idgaf about that shi everyone’s a hypocrite
Identity Attack0.45610145
Insult0.47384647
Profanity0.34682226
Threat0.023371955
Severe Toxicity0.05025077
Moderate 0.5024724 Low Con 0.289 Comparative_Framing
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
I guess this can and should be considered as retribution for 300 years of British occupation and plundering and raping of the Indians in India. Isn't it hypocrite to just overlook this historical event?! I …
I guess this can and should be considered as retribution for 300 years of British occupation and plundering and raping of the Indians in India. Isn't it hypocrite to just overlook this historical event?! I mean, how does Indian even speak English?!!! Lol
Identity Attack0.46050715
Insult0.41767508
Profanity0.2659008
Threat0.14327845
Severe Toxicity0.03680043
Moderate 0.47886392 Moderate Con 0.316 Moral_Argument
Feb 9, 2026 Inside Canada's Indian Invasion...
WHAT A STRANGE LADY TO SAY IT'S A TOUGH PILL TO SWALLOW TO BE A MINORITY HOW WOULD THE MINORITIES FEEL IT'S REALLY WEIRD SUCH A WEIRD PERSON AND MAYBE SHE FORGETS THAT HER BRITISH …
WHAT A STRANGE LADY TO SAY IT'S A TOUGH PILL TO SWALLOW TO BE A MINORITY HOW WOULD THE MINORITIES FEEL IT'S REALLY WEIRD SUCH A WEIRD PERSON AND MAYBE SHE FORGETS THAT HER BRITISH PEOPLE COLONIZE THOSE COUNTRIES AND TORE THEM APART AND STOLE 50 TRILLION AND GOLD SO THAT'S WHY THEY'RE ALL OVER THE WORLD
Identity Attack0.2823795
Insult0.40243408
Profanity0.17334256
Threat0.016120117
Severe Toxicity0.024350211
Moderate 0.4645176 Moderate Con 0.399 Moral_Argument
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It's infuriating and heartbreaking watching my hometown of Surrey British Columbia be totally taken over with not one ounce of respect or common courtesy for our land and its people 🤬the immigrants keep to themselves …
It's infuriating and heartbreaking watching my hometown of Surrey British Columbia be totally taken over with not one ounce of respect or common courtesy for our land and its people 🤬the immigrants keep to themselves only hire family and friends refuse to learn the language the whole culture is Superior and exclusive but we're look down on if Canadians speak up‼️they might as well be spitting in our faces😢🤬P.S to anyone in the comments don't gave me the bull€hit Europeans and natives scenario that was years ago does not affect anyone living today and why would you want the same evils put on Canadian citizens now 🤦‍♀️😬
Identity Attack0.46028158
Insult0.4196762
Profanity0.27342406
Threat0.036149003
Severe Toxicity0.040387187
Moderate 0.44393396 Constructive 0.614
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them …
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them are wanted in India and will face jail time without trial for conspiring against India. But Canadian, UK, US, Australian governments don't extradite them. Even innocent people from punjab get brainwashed there. Khalistani movement get funded by Pakistani ISI to wage terrorism against india. When British people were leaving india, they divided it and formed Pakistan. Part of punjab region was gone to Pakistan. These khalistani say that they want to liberate punjab and form khalistan. But these hypocrites want to do it on indian side only, not the Pakistani punjab side.
Identity Attack0.4774257
Insult0.4339631
Profanity0.117874645
Threat0.3490162
Severe Toxicity0.038593806
Moderate 0.44002727 Moderate Con 0.446 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Well India everywhere even in Indonesia we have Tamil descendants bring by British in sumatera as slavery for plantations now they have many descendants, well we see them have DIRTY bloodline as slave and they …
Well India everywhere even in Indonesia we have Tamil descendants bring by British in sumatera as slavery for plantations now they have many descendants, well we see them have DIRTY bloodline as slave and they have darkest brown skin(KELING) and we calling them "KELING" people because sunburns when they worked as farmers
Identity Attack0.4830652
Insult0.40243408
Profanity0.26607355
Threat0.13245705
Severe Toxicity0.16960317
Moderate 0.4394682 Moderate Con 0.493
Aug 27, 2025 Why Canadians Are Turning Against …
Tyler Panjab is First country occupied by india , for kind information, Sikhs and Panjaab is not India nor hindus and Neither they are Pakistani or Muslims , and india killed half millions Sikhs in …
Tyler Panjab is First country occupied by india , for kind information, Sikhs and Panjaab is not India nor hindus and Neither they are Pakistani or Muslims , and india killed half millions Sikhs in last 125 yrs as they are bff with yemen mughals pig god of theirs as mughal mukesh ambaanies adaanies modi shaah doval jaishankar bishnoi yogi Sunak Anita Anand Jeff Patel Chandra Arya Mehta Patels Gupta aggarwals Joshies mittals mehul choksi terrorist actors when British left, they occupied Sikh country as Sikhs stood with white race in world wars 1&2 to help as soldiers in British army
Identity Attack0.5039629
Insult0.48627716
Profanity0.33453682
Threat0.3485223
Severe Toxicity0.44787344
Moderate 0.43720075 Moderate Con 0.357 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
All Norh Indians are as same as European. They are not Indians. 1800 years ago they have come to India and and mixed with the origin stole their indian culture and settle there. And then …
All Norh Indians are as same as European. They are not Indians. 1800 years ago they have come to India and and mixed with the origin stole their indian culture and settle there. And then 800 years ago too many European especially the Britishers the backstabers have come to do the business then bacstabed the real indians stalls everything from them burned down the rest. Put those people in hunger. Stil there are some non mixed indin are in the south with there ancient culture. This f nking European are Nasty. They aer not belonged to this earth. Bt they are everywhere. Im so Happy that the indo Arian are colonising the canad
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.13717735
Severe Toxicity0.10702737
Moderate 0.4269174 Moderate Con 0.476 Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
I’m live in a tent surrounded by junkies harassed daily by rich immigrants that look at me like dog meat,profiled by security guards in turbans,even the homeless shelters hire them everyday is a slap in …
I’m live in a tent surrounded by junkies harassed daily by rich immigrants that look at me like dog meat,profiled by security guards in turbans,even the homeless shelters hire them everyday is a slap in the face.our political leaders are more worried about gay pride than division of labour and resources.we need to get our kids off drugs not give them more reasons to quit life.i wish I had video of the entitled Hindu that lectured me on Brit’s in India 70yrs before he was born it’s okay to crap on British colonization but you can’t crap on them for flooding into Europe and North America because that’s racist. What do I get when I go to India? Delhi belly or pickpocketed. Maybe if we send Walmart,Tim hortons, ,McDonald’s to India and go back to mom and pop shops. Ask them how they feel about gay pride than,do they get to drive out the muslims like they did when the Brit’s left? That’s why Pakistani exists,we just expect them to drop their bullshit when they move here.ive slept in a tent next to a war memorial and was routinely woken up by free palatstine and other bullshit protests that those soldiers did not fight for
Identity Attack0.458714
Insult0.42567953
Profanity0.19893537
Threat0.13815513
Severe Toxicity0.024772761
Moderate 0.4269174 Constructive 0.618 Personal_Narrative
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
The Acadians came first and built their communities, then came the British. They destroyed indigenous territories and took their lands. But, they established the first major cities. When the Irish potato famine occurred, those Irish …
The Acadians came first and built their communities, then came the British. They destroyed indigenous territories and took their lands. But, they established the first major cities. When the Irish potato famine occurred, those Irish immigrants were called "filthy, lazy, not true whites". When the Italians immigrated, they were called "filthy, lazy, gangsters, not true whites". Then the Chinese, Koreans, and Japanese came.....the cycle continues. The colour of the skin doesn't define the immigrant lifestyle, a country's history and culture is not based on race alone. We are ever evolving. The issue with the current immigration system is that we have too many immigrants to accommodate, not that any specific group is bad.
Identity Attack0.4774257
Insult0.4339631
Profanity0.11292298
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.679 Moral_Argument
Feb 26, 2026 Inside Canada's Indian Metropolis (Brampton)
Your ancestors annihilated the aborigines and now you're complaining. Canada is a British satellite state. Remember your ancestors colonized the world, destroyed so many civilizations and millions of people lost lives. Not to mention they …
Your ancestors annihilated the aborigines and now you're complaining. Canada is a British satellite state. Remember your ancestors colonized the world, destroyed so many civilizations and millions of people lost lives. Not to mention they looted the world and now you're crying.
Identity Attack0.32184324
Insult0.34203702
Profanity0.091633186
Threat0.12536226
Severe Toxicity0.023076924
Moderate 0.42349213 Moderate Con 0.428
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I am living in a tourist town in East Kootenay, British Columbia. They are coming, they own now gas stations, pizza chains, restaurants with a Canadian tradition fasade, Tim Hortons, McDonalds, they drive like nuts, …
I am living in a tourist town in East Kootenay, British Columbia. They are coming, they own now gas stations, pizza chains, restaurants with a Canadian tradition fasade, Tim Hortons, McDonalds, they drive like nuts, they are arrogant and males are disrespectful. Sad, very sad, Invermere is slowly becoming Punjabmere. At 4:03 "...we live by our own rules, they don't learn, I don't learn..." crystal clear, they are detached from Canadian culture and want us to integrate to their culture.
Identity Attack0.36702603
Insult0.45758462
Profanity0.072882555
Threat0.008026198
Severe Toxicity0.01825585
Moderate 0.41445592 Constructive 0.615 Identity_Assertion
Sep 30, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
The Liberals & the NDP DESTROYED Canada in 10 Years.... !!! How can Canadians become REFUGEES so that WE as CANADIANS get Actual HELP... !!! ALL of this is PLANNED by the Liberals & WEF …
The Liberals & the NDP DESTROYED Canada in 10 Years.... !!! How can Canadians become REFUGEES so that WE as CANADIANS get Actual HELP... !!! ALL of this is PLANNED by the Liberals & WEF & the British CROWN .... !!! WAKE TF Up Canada... !!!
Identity Attack0.35299334
Insult0.35016364
Profanity0.2188925
Threat0.03165977
Severe Toxicity0.023076924
Moderate 0.40060925 Low Con 0.253 Unverified_Claim
Nov 21, 2025 17 likes Thousands of refugees allowed into …
we will invade all develop nations like british invaded most countries and steal all the wealth and take it back to india. all Immigrant indian are trained agent by india secret agencies and the sole …
we will invade all develop nations like british invaded most countries and steal all the wealth and take it back to india. all Immigrant indian are trained agent by india secret agencies and the sole purpose is to bring back the wealth and make india great again.
Identity Attack0.44690517
Insult0.16831873
Profanity0.09775851
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.201 Unverified_Claim
Feb 21, 2026 2 likes Inside Canada's Indian Invasion...
The Britishers came looted, murdered, done many atrocities in india but no west people condemned or raised any voice about it. Christianity came in India and is slowly changing ethnicity in India That's not the …
The Britishers came looted, murdered, done many atrocities in india but no west people condemned or raised any voice about it. Christianity came in India and is slowly changing ethnicity in India That's not the problem for these white people
Identity Attack0.4508763
Insult0.20434737
Profanity0.15371579
Threat0.1368402
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.39 Moral_Argument
Feb 9, 2026 Inside Canada's Indian Invasion...

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.