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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: "The west is their own …" 217 comments · Page 1 of 9
Cancer.. the west is fucked thanks to weak minded idiots believing in a fantasy world where everybody can hold hands and be friends.. i am tired boss.
Cancer.. the west is fucked thanks to weak minded idiots believing in a fantasy world where everybody can hold hands and be friends.. i am tired boss.
Identity Attack0.3817989
Insult0.7298119
Profanity0.8186401
Threat0.03718498
Severe Toxicity0.44787344
Toxic 0.9061063 Low Con 0.27 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians are the most disgusting, awful, destructive people the west has ever seen.
Indians are the most disgusting, awful, destructive people the west has ever seen.
Identity Attack0.79850346
Insult0.7344449
Profanity0.41194582
Threat0.114629425
Severe Toxicity0.45895407
Toxic 0.85850734 Low Con 0.179 Identity Attack Insult Identity_Assertion
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
The west is fukced
The west is fukced
Identity Attack0.23011416
Insult0.44802538
Profanity0.8690192
Threat0.0103175985
Severe Toxicity0.2322463
Toxic 0.85333383 Low Con 0.272 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
The west is being taken over by Muslims . Wake the fuk up people . Take your country back !!!
The west is being taken over by Muslims . Wake the fuk up people . Take your country back !!!
Identity Attack0.6649212
Insult0.5678696
Profanity0.6643082
Threat0.1115629
Severe Toxicity0.35368225
Toxic 0.8115627 Low Con 0.224 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The sensor can see the knives😅, yeah, the sensors can see the cell phone.These guys aren't supposed to have with them either , right.🙄😮‍💨!!!! This shit, Two hundred dollars for that b******* , room!!!! The …
The sensor can see the knives😅, yeah, the sensors can see the cell phone.These guys aren't supposed to have with them either , right.🙄😮‍💨!!!! This shit, Two hundred dollars for that b******* , room!!!! The back and forth to see this is how dudes wind up , either completely trafficked or just cut up and sold for organs!!!!! Hes freaking out. He's obliviously in the nice safe house I've ever f****** seen.That's better than a lot of american children's foster homes!!!!😮 i'm starting to think all of this is f****** fake. But the real answer is very sad. As to why the government is allowing all this s*** to happen under their nose. This is APART OF THE, NEW WORLD ORDERS, BIG PLAN THATS BEEN GOING ON. TO DESTABILIZE THE WEST , SOOO LATER, THEY CAN CLAIM THAT DEMOCRACY IN CAPITALISM WAS A COMPLETE FAILURE.!!!!! WHEN THE TRUTH IS , IT WAS THE ONE PERCENTAGE THAT CACOMPLEY DESIGNED THE FAILURES. 😢
Identity Attack0.22935481
Insult0.5270482
Profanity0.67055607
Threat0.34804323
Severe Toxicity0.45895407
Toxic 0.78711975 Constructive 0.505 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The West is done. Why aren’t white peoples allowed their own f’ing countries? F all these foreign invaders. It’s madness were made to tolerate this shit because of juice propaganda.
The West is done. Why aren’t white peoples allowed their own f’ing countries? F all these foreign invaders. It’s madness were made to tolerate this shit because of juice propaganda.
Identity Attack0.6007182
Insult0.57566804
Profanity0.71218073
Threat0.04880493
Severe Toxicity0.35004315
Toxic 0.7701451 Low Con 0.208 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. …
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. We also have serious crime here because of them. Extortion cases, gang shootings, polluting the community with drugs. Dumptruck drivers who operate trucks with serious mechanical problems risking ppl's lives. My friend works for Commercial Vehicle Safety Enforcement and says they are the biggest offenders on the road by far!! Majority of them are really nice people but when the government allows tens of thousands to flood the place the numbers of scumbags go up.
Identity Attack0.56445944
Insult0.6120431
Profanity0.70864636
Threat0.13815513
Severe Toxicity0.44787344
Toxic 0.7675452 Constructive 0.636 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
lmao no Canada is not. if you idiots down east were tired of it, you wouldnt have voted in liberals again for the 15th year in a row...you bastards down east wrecked this beautiful country. …
lmao no Canada is not. if you idiots down east were tired of it, you wouldnt have voted in liberals again for the 15th year in a row...you bastards down east wrecked this beautiful country. I am an immigrant in 1991 at 6 months old, citizen since 1991. I care more about keeping Canadian culture then you pussy libs ever will. thanks for nothing. vote correctly next time....WESTERN CANADA INDEPENENCE WE DONT NEED YOU ONTARIO If anyone of you ever left this nation and travelled to somewhere that wasn't the west, you will understand the importance of keeping this nation how it was.
Identity Attack0.41975367
Insult0.7298119
Profanity0.48510036
Threat0.023544617
Severe Toxicity0.3536391
Toxic 0.76197964 Moderate Con 0.479 Insult
Sep 17, 2025 Why Canadians Are Turning Against …
Man you’re a pig 🐷! India has many many languages cultures and types of different ethinic groups . Yes they’re are very primitive cultures in india also and very modern people also in the millions …
Man you’re a pig 🐷! India has many many languages cultures and types of different ethinic groups . Yes they’re are very primitive cultures in india also and very modern people also in the millions some are very poor and some middle class some very rich but you cannot put them all in one basket just like the western countries you have incest inbred people , look at small towns they’re full of inbred people worshiping snakes in churches in some southern states some have sex with animals like dogs and some live with dolls 😂, satan worship and sacrificing for rituals etc….. you cannot judge a society like that . Indians in general are very successful immigrants if you look at the charts but yes there’s some bad apples in all communities . But just like west is not one society but a mixture of many cultures and languages and taboo cultures , india is same like that big country with many different ppl . 😂😂😂
Identity Attack0.5135796
Insult0.6677319
Profanity0.4840093
Threat0.16067244
Severe Toxicity0.45895407
Toxic 0.75208336 Moderate Con 0.487 Identity Attack Insult Moral_Argument
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
The liberal parasites are ruining Canada, who voted for them? Too many are stupid? Than this country will no longer remain part of the "west"..and will fall down to the third world religious idiots level …
The liberal parasites are ruining Canada, who voted for them? Too many are stupid? Than this country will no longer remain part of the "west"..and will fall down to the third world religious idiots level (India, Pakistan, etc.)..so most intellignet people will leave to the US or Europe? Europe is also being destroyed by the simiral liberal tribe..(Soros, Starmer, Merz, Zelensky etc.) so it leaves only Trump, who finally removes them from power?
Identity Attack0.46028158
Insult0.7657292
Profanity0.29209393
Threat0.02440793
Severe Toxicity0.11756202
Toxic 0.7510937 Low Con 0.221 Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles. Also, my also Indian Mom recently told me about how she could never be left alone in India because there are a lot of "nasty people" over there. And I've heard those horror stories and seen various clips of that, it's insanity. Thank God I was born in the West.
Identity Attack0.57957685
Insult0.5130944
Profanity0.7107322
Threat0.046541955
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.766 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the …
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the system. The guy in bicycle has no clue about India. What nonsense rape is in their culture, rubbish crap video.
Identity Attack0.55044734
Insult0.5739874
Profanity0.5188411
Threat0.17964768
Severe Toxicity0.34962174
Toxic 0.73663366 Low Con 0.294 Identity Attack Insult Policy_Critique
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Liberals across the West are an exceptionally idiotic bunch with no real ideology or any kind of plan, the only thing they do is getting behind any guy playing the victim card !! I am …
Liberals across the West are an exceptionally idiotic bunch with no real ideology or any kind of plan, the only thing they do is getting behind any guy playing the victim card !! I am a new immigrant not from the West and I feel this really !!
Identity Attack0.4054415
Insult0.71120167
Profanity0.3597395
Threat0.014911477
Severe Toxicity0.034110364
Moderate 0.6989911 Moderate Con 0.431 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
town turned into a shithole, nice one. We need to cleanse the west of filth
town turned into a shithole, nice one. We need to cleanse the west of filth
Identity Attack0.23998553
Insult0.5130944
Profanity0.66456485
Threat0.058826666
Severe Toxicity0.16960317
Moderate 0.687436 Low Con 0.224 Insult Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Paracites all if them! East India & West Indians all paracites!😅😅😅😅
Paracites all if them! East India & West Indians all paracites!😅😅😅😅
Identity Attack0.6487889
Insult0.65129566
Profanity0.4044591
Threat0.28031203
Severe Toxicity0.50703704
Moderate 0.6611249 Low Con 0.251 Identity Attack Insult
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
You speak neither English or French? You make broom handles? you belong to a sexist idiot religion? You have 15 kids and can't even take care of yourself? You hate the West and want to …
You speak neither English or French? You make broom handles? you belong to a sexist idiot religion? You have 15 kids and can't even take care of yourself? You hate the West and want to see it destroyed? Your kids are annoying, loud and terrible? Ok you are perfect for Canada and here's 80 grand and house. Honestly, these are the people I'm constantly meeting as a teacher. Canada will be crumbling for the next 40 years, easy.
Identity Attack0.48915586
Insult0.6831271
Profanity0.29209393
Threat0.025789235
Severe Toxicity0.104393706
Moderate 0.65996873 Moderate Con 0.481 Insult Unverified_Claim
Jun 21, 2025 How Canada broke its immigration …
in that sense, all the colonies, especially from west, were also a shit hole and that's why they came to other parts of the world!
in that sense, all the colonies, especially from west, were also a shit hole and that's why they came to other parts of the world!
Identity Attack0.3857254
Insult0.5015486
Profanity0.6750904
Threat0.01086132
Severe Toxicity0.16960317
Moderate 0.65996873 Moderate Con 0.401 Insult Comparative_Framing
Dec 7, 2025 Inside Canada's Indian Metropolis (Brampton)
The West is fcked and there's nothing i can do nor say about it
The West is fcked and there's nothing i can do nor say about it
Identity Attack0.21470967
Insult0.40243408
Profanity0.70864636
Threat0.011741633
Severe Toxicity0.16960317
Moderate 0.6588125 Low Con 0.191 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
U people deserve the Pakistani rape gang I wish more islamic enrichment on the west and hope Indians r going to remember this for the next decade or so
U people deserve the Pakistani rape gang I wish more islamic enrichment on the west and hope Indians r going to remember this for the next decade or so
Identity Attack0.6007182
Insult0.5130944
Profanity0.41436642
Threat0.5195707
Severe Toxicity0.45895407
Moderate 0.6588125 Low Con 0.248 Identity Attack Insult Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working …
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working for thw first time because all new begginer entry lvl jobs are taken by all the east indians and other foriegm worker bs. It needs to change, something needs tohappen before it to late, tbh it already feels to late theyve been slowly but steady moving all of India/chyna over and taken over Canada. It feels very weird being a white person walking around your own country getting weird angry looks when you go to a specific area or neighborhood. Its just Wrong it shouldnt be like that. Dont come into our fucking country and try n turn it into your old shithole one, you Follow OUR COUNTRYs rules and laws. Smh. Canada so cooked. Love your work Tyler keep up to good stuff. Hope you enjoyed the way while you were here.
Identity Attack0.4482637
Insult0.5130944
Profanity0.5865656
Threat0.023889944
Severe Toxicity0.23225145
Moderate 0.6544696 Constructive 0.713 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The reason Indians migrate to the west is because it is cleeeeaaaan. Secondly, it’s ordered. No one goes about acting kingshit. He’d land in jail. The reason it become shitty is because the immigrants don’t …
The reason Indians migrate to the west is because it is cleeeeaaaan. Secondly, it’s ordered. No one goes about acting kingshit. He’d land in jail. The reason it become shitty is because the immigrants don’t understand how this place works and they destroy what attracted them to the place.
Identity Attack0.54996765
Insult0.5130944
Profanity0.64460015
Threat0.031314444
Severe Toxicity0.19761463
Moderate 0.6491204 Low Con 0.296 Identity Attack Insult Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Canada is the most liberal, woke, weak pathetic country in the west and how they voted in this election just truly shows that
Canada is the most liberal, woke, weak pathetic country in the west and how they voted in this election just truly shows that
Identity Attack0.48915586
Insult0.6308392
Profanity0.16403814
Threat0.007521313
Severe Toxicity0.023076924
Moderate 0.62702215 Low Con 0.187 Insult
Jun 22, 2025 1 likes How Canada broke its immigration …
Indians are slick. They undermine the domestic businesses. They are overpopulated in India and are spilling into the west to do the same. They never assimilate and are racist. Wake up
Indians are slick. They undermine the domestic businesses. They are overpopulated in India and are spilling into the west to do the same. They never assimilate and are racist. Wake up
Identity Attack0.6413409
Insult0.5130944
Profanity0.2424468
Threat0.019918699
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.203 Identity Attack Insult Identity_Assertion
Feb 23, 2026 2 likes Inside Canada's Indian Invasion...
Canadians are the biggest cucks on the planer now. They literally get social status by hating their own race and demanding to be replaced. It didn’t start with the dot Indians either, they let the …
Canadians are the biggest cucks on the planer now. They literally get social status by hating their own race and demanding to be replaced. It didn’t start with the dot Indians either, they let the Chinese take their west coast, flooded their east with Arabs, and filled the prairies with sub-Saharans. They’re all horrified to even speak about it.
Identity Attack0.57957685
Insult0.57566804
Profanity0.37854016
Threat0.023544617
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.235 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes 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.