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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "WE NEED TO DO WHAT …" 2,035 comments · Page 4 of 82
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell …
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell out of the country the fish poaching killing wild animals for food cuz they can't afford to eat it buy it we don't need people in this country that are of no use and can't even speak the language that should be the first thing
Identity Attack0.55044734
Insult0.5678696
Profanity0.5365423
Threat0.44185185
Severe Toxicity0.3536391
Toxic 0.7105462 Moderate Con 0.343 Identity Attack Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
now that the COVID-19 BS is over...they need some other shit to stirr up... its going to be Indians Today!!!
now that the COVID-19 BS is over...they need some other shit to stirr up... its going to be Indians Today!!!
Identity Attack0.55803186
Insult0.48484445
Profanity0.64657205
Threat0.07016479
Severe Toxicity0.23224287
Toxic 0.7105462 Low Con 0.14 Identity Attack Fear_Threat
Sep 7, 2025 Why Canadians Are Turning Against …
Better than black people by far they need to get rid of that stupid hay sometimes it’s hot when it’s not so big Should of covered up up white mamas face we needa here the …
Better than black people by far they need to get rid of that stupid hay sometimes it’s hot when it’s not so big Should of covered up up white mamas face we needa here the truth Black people always staring forcing there presence on people think it’s funny to harass people can never mind there business or respect peoples preferences or beliefs. They all need to be sent back to Africa ect. Let’s do a American poll and world and go on that for ice to get them
Identity Attack0.6649212
Insult0.57787937
Profanity0.43669638
Threat0.36820486
Severe Toxicity0.35368225
Moderate 0.6989911 Moderate Con 0.429 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
WE IN CANADA NEED TO BAN SHARIA LAW. WE DONT WANT THAT EVIL SATANIC GARBAGE IN OUR COUNTRY
WE IN CANADA NEED TO BAN SHARIA LAW. WE DONT WANT THAT EVIL SATANIC GARBAGE IN OUR COUNTRY
Identity Attack0.5051609
Insult0.65865606
Profanity0.33453682
Threat0.022163315
Severe Toxicity0.16960317
Moderate 0.6989911 Low Con 0.173 Identity Attack Insult
Aug 31, 2025 2 likes Why Canadians Are Turning Against …
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)
They need to be fired ....allll of em , they suck at their jobs
They need to be fired ....allll of em , they suck at their jobs
Identity Attack0.057037655
Insult0.5723624
Profanity0.48510036
Threat0.09316374
Severe Toxicity0.11492836
Moderate 0.6863638 Low Con 0.194 Insult Policy_Critique
Nov 21, 2025 1 likes Thousands of refugees allowed into …
Canada needs to deport the 3rd world garbage
Canada needs to deport the 3rd world garbage
Identity Attack0.58743036
Insult0.6308392
Profanity0.31043148
Threat0.044278983
Severe Toxicity0.16960317
Moderate 0.6863638 Low Con 0.095 Identity Attack Insult Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
They need to leave Canada , go back to India ! Dirty country
They need to leave Canada , go back to India ! Dirty country
Identity Attack0.6649212
Insult0.57787937
Profanity0.22792831
Threat0.01254427
Severe Toxicity0.16960317
Moderate 0.6852916 Low Con 0.153 Identity Attack Insult Fear_Threat
Feb 22, 2026 2 likes Inside Canada's Indian Invasion...
I can genuinely say we in canada do not want you need you or have any use for you. Please leave and never come back. WE DO NOT WANT YOU INDIANS
I can genuinely say we in canada do not want you need you or have any use for you. Please leave and never come back. WE DO NOT WANT YOU INDIANS
Identity Attack0.7115778
Insult0.4794537
Profanity0.22653213
Threat0.13815513
Severe Toxicity0.3494667
Moderate 0.68408644 Moderate Con 0.405 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
15:30 minutes in, THIS kind of immigrant need to be kick out of here FAST, WE DO NOT NEED YOUR KIND HERE, if you like it that much go back to your home country AND …
15:30 minutes in, THIS kind of immigrant need to be kick out of here FAST, WE DO NOT NEED YOUR KIND HERE, if you like it that much go back to your home country AND LEAVE US ALONE WE DO NOT NEEEEEEEEEEEED YOU
Identity Attack0.6007182
Insult0.48627716
Profanity0.25275812
Threat0.44942492
Severe Toxicity0.35368225
Moderate 0.68408644 Moderate Con 0.328 Identity Attack Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother …
Since PM MODI of INDIA is now HUGGING King Jong Un, Putin, and China Leaders............... At the Summit of Anti Western Nations.... They are all East Indians who need to be shut out?! Their Mother Country Seeks Menace to Canada. Otherwise MODI wouldn't treat Canada like Shit. They laugh at us. Cut them off. Show Modi were not your dumping ground. HOW WILL CHINA, RUSSIA Like it when India in their "Partnership" should ASK For their Indians to go in DROVES to Russia, China.................... HAH!!!!!!!!!!!!!!! NO WAY. Canada SHUT IT DOWN. INDIANS dont Respect US. Their home Country conspires and SHOOTS canadian CITIZENS and Then SNUBS US. MAKE YOUR OWN COUNTRY. DO BETTER SCAMMERS!!!!!!!!!!
Identity Attack0.55044734
Insult0.5935568
Profanity0.4662011
Threat0.34804323
Severe Toxicity0.35515398
Moderate 0.6744087 Low Con 0.279 Identity Attack Insult Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
NEED TO DEPORT ANY IMMIGRANT WHO EVER ARRIVED SINCE GAY TRUE DUMASS WAS ELECTED
NEED TO DEPORT ANY IMMIGRANT WHO EVER ARRIVED SINCE GAY TRUE DUMASS WAS ELECTED
Identity Attack0.6778536
Insult0.46625584
Profanity0.29209393
Threat0.33294448
Severe Toxicity0.23226519
Moderate 0.6744087 Low Con 0.178 Identity Attack
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
We need less Indians and more Pakistanis
We need less Indians and more Pakistanis
Identity Attack0.7426507
Insult0.4125297
Profanity0.22663295
Threat0.15276608
Severe Toxicity0.35368225
Moderate 0.6667219 Low Con 0.212 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Polish guy was lying you need driving license from that particular region where you going to offer rideshare, plus many more documents to verify identity. Yea all Polish also look alike. Pure bullcrap
Polish guy was lying you need driving license from that particular region where you going to offer rideshare, plus many more documents to verify identity. Yea all Polish also look alike. Pure bullcrap
Identity Attack0.46028158
Insult0.6306599
Profanity0.45706853
Threat0.011482717
Severe Toxicity0.08332442
Moderate 0.6667219 Moderate Con 0.336 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl …
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl when it is time for her to get a job because my little girl and I are white, so we are put at the bottom of the list for being employed. And on top of that i am expected to bow down and not have a voice or an opinion about anything when it comes to immigrants and that because my daughter and i are white so we are automatically considered to be racists colonizers and forced to pay the price of something that happened long before i was even born and had nothing to do with just because the color of my skin . God gave us all our skin color and made us all . I had no say with being born with the color of my skin. Canadians of all colors and cultures are suffering so badly because we brought in so many immigrants who demand we change everything and pretty much bow down to them and told that we all have to change . Stop trying to change Canada and the Candian people . I refuse to bow down to anyone who tells me that i dont matter, and my opinion doesn't matter because of my skin color and because i am assumed to have bs white privilege. The only people i see having all of the privileges are the immigrants coming in trying to force us to bow down to them while starting protests to change Canada . I will fight against these immigrants who are trying to force Canada to change to their ways, which won't ever happen . If you want to change Canada to your way of life and culture, then just stay in your own damn country . We need to get rid of these protesting immigrants who do this crazy shit . It's pretty pathetic and sickening that Canada lost it's back bone and allowed angry immigrants to come in here and take over everything and try to change the country and laws and treat the Canadian people as if we are less than them which is sickening. As far as i am concerned, any immigrant that came here that are fighting and protesting against Canada to change Canada to how they want Canada to be while treating all Canadian people as second class citizens plus destroying the country and destroying nature while breaking laws and demanding that all Canadians give in to their demands need to be kicked out of Canada and never be allowed to return . It will be a cold day in hell before i bow down to any of them who try to destroy my country and tell me that i am white so i need to be silenced because i am white and a colonizer so i dont matter . And white people have a hard time finding work . My daughter is sick, and so am i, so when it takes 2 years to see a gynecologist or take 6 weeks to see a doctor, it is insane. This situation is so bad for all Canadians that we need to grow a pair of balls and take back Canada and stop sending our money to other countries and stop allowing immigrant terrorists destroying the Canadian people and Canada and it's nature . If Canada doesn't start to fight back, we will all be screwed even more in the very near future . CANADA NEEDS TO GROW A PAIR OF BALLS AND PUT AN END TO THE GOVERNMENT BS AND TO STOP THESE IMMIGRANT TERRORISTS AND CLOSE OUR BOARDERS AND STOP SENDING MONEY TO OTHER COUNTRIES AND DEPORT ANY IMMIGRANTS WHO TAKES PART IN TERRORISTS ACTS AND BREAKS THE LAWS . And it kills me to say this because i love my country, but if Canadians are not going to stand together as one and take back our country and our lives and fight for change now then we might as well become Americas 51st state because we lost our Canadian pride . And it shows that Canadians don't care about Canada anymore . 💔
Identity Attack0.5498214
Insult0.5588244
Profanity0.6643082
Threat0.03304107
Severe Toxicity0.3361876
Moderate 0.6611249 Constructive 0.595 Identity Attack Insult
Sep 7, 2025 Why Canadians Are Turning Against …
Come to Australia, our Australia Day holiday is also india day… they need to fk back off to their own country !!!
Come to Australia, our Australia Day holiday is also india day… they need to fk back off to their own country !!!
Identity Attack0.58743036
Insult0.489133
Profanity0.5013569
Threat0.04718852
Severe Toxicity0.34927294
Moderate 0.6588125 Low Con 0.226 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the …
It’s not about colour!! It’s about belligerence,arrogance,and don’t give a shit attitude about the Canada!! Sorry but I’m not nice to the one’s who get around with that attitude!! When in Rome do what the Roman’s do!! I’m an immigrant as well,and my blood is boiling with these species!! Thank Trudeau and now us clown carney!! What it is doing is causing a lot of hate, Canadians need to get off their asses and start voicing and pushing back on this situation than turning a blind eye!! The ones who shouldn’t be here need to be deported!!
Identity Attack0.4139151
Insult0.5678696
Profanity0.5365423
Threat0.061089642
Severe Toxicity0.21596274
Moderate 0.6588125 Moderate Con 0.477 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
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...
They need to send the send the military and bomb the shit out of Brampton,Surrey and Will woods Edmonton and NE (Calgary).
They need to send the send the military and bomb the shit out of Brampton,Surrey and Will woods Edmonton and NE (Calgary).
Identity Attack0.22458547
Insult0.46625584
Profanity0.55356324
Threat0.5382386
Severe Toxicity0.22207877
Moderate 0.6544696 Low Con 0.248 Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
2:50 so in addition to my passport, driving permit I need to carry a briefcase with my bank account info, residential proof and tax returns.... ARE YOU F*****KIDDING ME! Keep trumpstan to yourself!! There are …
2:50 so in addition to my passport, driving permit I need to carry a briefcase with my bank account info, residential proof and tax returns.... ARE YOU F*****KIDDING ME! Keep trumpstan to yourself!! There are plenty of other places to go to!! 😂😂
Identity Attack0.0019028455
Insult0.20342655
Profanity0.3929872
Threat0.0009930151
Severe Toxicity0.00004160182
Moderate 0.6491975
Dec 9, 2025
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa …
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa and Punjabis from India who have become society's nuisance. So don't group them as Indians. Hindus are never a problem. Learn to identify the different ethnicity. Yes go ahead and call me a racist. But the fact is the problem persists.
Identity Attack0.56711763
Insult0.6675394
Profanity0.22622968
Threat0.011042561
Severe Toxicity0.03321367
Moderate 0.6491204 Constructive 0.501 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Why don't you media organizations really tell canadains why all this immigration came to Canada and all white countries tell people the truth.We need the truth since we the taxpayer pay for all the refugees …
Why don't you media organizations really tell canadains why all this immigration came to Canada and all white countries tell people the truth.We need the truth since we the taxpayer pay for all the refugees and other fucks.
Identity Attack0.5135796
Insult0.54471385
Profanity0.58072567
Threat0.011405042
Severe Toxicity0.16960317
Moderate 0.6491204 Moderate Con 0.37 Identity Attack Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Im tired of seeing these god damn rainbow flags and foreigners getting getting with PDFile stuff (mostly Pakistanis). Canada needs to be aloud to own pistols for home defense
Im tired of seeing these god damn rainbow flags and foreigners getting getting with PDFile stuff (mostly Pakistanis). Canada needs to be aloud to own pistols for home defense
Identity Attack0.49584505
Insult0.5130944
Profanity0.6069483
Threat0.06690872
Severe Toxicity0.16960317
Moderate 0.6491204 Moderate Con 0.34 Insult
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
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...
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Identity Attack0.40447855
Insult0.5588244
Profanity0.44366163
Threat0.061736204
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.25 Insult Identity_Assertion
Jan 27, 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.