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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: "What will I do without …" 416 comments · Page 1 of 17
Canada is the only country without these measures. That’s why we have all sorts of trash in Canada now.
Canada is the only country without these measures. That’s why we have all sorts of trash in Canada now.
Identity Attack0.10378842
Insult0.8771548
Profanity0.0017793262
Threat0.0012187145
Severe Toxicity0.000052016956
Toxic 0.92997193 Insult Unverified_Claim
Dec 9, 2025
8:37 Complete bullshit!!! You can't drive an uber without a Canadian license. Dude is just pissed to see Indians. They all look similar? Yeah yeah we do. 😂
8:37 Complete bullshit!!! You can't drive an uber without a Canadian license. Dude is just pissed to see Indians. They all look similar? Yeah yeah we do. 😂
Identity Attack0.5135796
Insult0.5543018
Profanity0.7466957
Threat0.027688526
Severe Toxicity0.44787344
Toxic 0.8629672 Moderate Con 0.434 Identity Attack Insult Humor_Satire
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
how stupid this government is. Did they take any responsibilities for this country or they just take the salary without brain. laid off of all
how stupid this government is. Did they take any responsibilities for this country or they just take the salary without brain. laid off of all
Identity Attack0.08170113
Insult0.7827088
Profanity0.34536663
Threat0.012181788
Severe Toxicity0.02430326
Toxic 0.7998551 Low Con 0.202 Insult
Nov 23, 2025 1 likes Thousands of refugees allowed into …
4:15 yeah that's you guys shitting and junking around 😂😂😂 can't live without fentanyl right?
4:15 yeah that's you guys shitting and junking around 😂😂😂 can't live without fentanyl right?
Identity Attack0.10409598
Insult0.48627716
Profanity0.6242122
Threat0.04098356
Severe Toxicity0.35368225
Toxic 0.7856813 Low Con 0.225 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Cant go to a beach without stepping in hindu shit anymore and call the cops and you get called racist. We should be allowed to rub their noses in it. You act like an animal, …
Cant go to a beach without stepping in hindu shit anymore and call the cops and you get called racist. We should be allowed to rub their noses in it. You act like an animal, we'll treat like one
Identity Attack0.5707127
Insult0.6308392
Profanity0.7107322
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.7856813 Low Con 0.289 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I won't believe a single video you post for going after soft white unbelly. You don't research stuff and like to defamate people's reputation without doing due diligence. You're a horrible person and karma is …
I won't believe a single video you post for going after soft white unbelly. You don't research stuff and like to defamate people's reputation without doing due diligence. You're a horrible person and karma is a B*tch!!! Mark is one of the most transparent, genuine people that wishes to help people and when someone like you who only goes for likes and could care less about helping people is pathetic.
Identity Attack0.21866
Insult0.6991143
Profanity0.5643384
Threat0.016638106
Severe Toxicity0.3493117
Toxic 0.7761081 Constructive 0.539 Insult Meta_Commentary
Feb 16, 2026 Inside Canada's Indian Invasion...
Okay.. but why do we have so many here in the first place??? Who is allowing them to come here and fully enter our country without having any rights at all of being here??? Our …
Okay.. but why do we have so many here in the first place??? Who is allowing them to come here and fully enter our country without having any rights at all of being here??? Our government is stupid!!
Identity Attack0.23846684
Insult0.7657292
Profanity0.32965264
Threat0.008492245
Severe Toxicity0.023270357
Toxic 0.7675452 Moderate Con 0.334 Insult
Dec 25, 2025 Deportations From Canada at Their …
wtff POLISH DUDE WITHOUT A SHIRT AND LUKING UGLY COMPLAINING ABOUT THE PEOPLE WALKING NAKED IN THEIR OWN HOUSE AND WHY THE HELL IS HE PEEPINGG!! HES JUST FREE AND UNEMPLOYED
wtff POLISH DUDE WITHOUT A SHIRT AND LUKING UGLY COMPLAINING ABOUT THE PEOPLE WALKING NAKED IN THEIR OWN HOUSE AND WHY THE HELL IS HE PEEPINGG!! HES JUST FREE AND UNEMPLOYED
Identity Attack0.31307843
Insult0.5130944
Profanity0.58072567
Threat0.044602267
Severe Toxicity0.35368225
Toxic 0.76523775 Low Con 0.265 Insult
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
I came here 5 years ago and every year since then it's gotten worse. The government stewed the country. I was working for GFL as a drivermaking $29/hr and they fired me on the last …
I came here 5 years ago and every year since then it's gotten worse. The government stewed the country. I was working for GFL as a drivermaking $29/hr and they fired me on the last day of my probation, then call me back a month after trying to pay me $21/hr now its mostly Asians working now. Shit is crazy the Libs are fucking us without lube.
Identity Attack0.46028158
Insult0.5101222
Profanity0.7673477
Threat0.021300001
Severe Toxicity0.20067264
Toxic 0.75208336 Constructive 0.504 Insult Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because …
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because I do not want to feed the algorithm and promote your sleezy hate videos. You find the whitest, shittiest people you can find and let them spread their garbage. Channels like yours need to be stomped out.
Identity Attack0.50515765
Insult0.65865606
Profanity0.541926
Threat0.34552678
Severe Toxicity0.3525603
Toxic 0.7510937 Moderate Con 0.321 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
That lady is 10000% correct about the auto insurance. Same bullshit is happening in California. Newsom and our dumb ass government lets illegals register cars without a drivers license and without insurance and it’s causing …
That lady is 10000% correct about the auto insurance. Same bullshit is happening in California. Newsom and our dumb ass government lets illegals register cars without a drivers license and without insurance and it’s causing my insurance to double year after fucking year on a 1996 Toyota with 200k miles. Same shit for CDL drivers. You have illegals with no license operating a train on wheels at 80mph on the freeway.
Identity Attack0.3817989
Insult0.6099415
Profanity0.70864636
Threat0.013165667
Severe Toxicity0.19455661
Toxic 0.743089 Constructive 0.557 Insult Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Ohhhh Canada, plus a corrupt illegal migrant scam that runs deep into the government, 5 million recently unaccounted for in the country illegally. If they were of my genetic home of France I'd be even …
Ohhhh Canada,  plus a corrupt illegal migrant scam that runs deep into the government,  5 million recently unaccounted for in the country illegally. If they were of my  genetic home of France I'd be even more pissed because I could say something without being called a fucking racist. Adding an average if 70'000 to the 1.5 million city we live in 5 YEARS IN A ROW IS SIMPLE FUCKING ECONOMICS. In my neighborhood in 9 months 7 houses have burnt down, the same workers with different shell names come in and built the same 8 plex where a SINGLE HOME STOOD, they ONLY move in people from THEIR home country, they buy up business and ONLY hire people from their country. And THOSE ARE THE ONES WHO COME HERE LEGALLY from the same country that make up 90% the unaccounted 5 million in the education visas scam and other scams. I have evidence of so much, so so much.
Identity Attack0.55044734
Insult0.6120431
Profanity0.5722072
Threat0.0824309
Severe Toxicity0.35368225
Toxic 0.7105462 Constructive 0.61 Identity Attack Insult Unverified_Claim
Aug 10, 2025 How Canada broke its immigration …
best country in the world my ass you can't even go out on the street without the fear of someone attacking you for no reason
best country in the world my ass you can't even go out on the street without the fear of someone attacking you for no reason
Identity Attack0.12735364
Insult0.39743927
Profanity0.6242122
Threat0.11309616
Severe Toxicity0.16960317
Moderate 0.687436 Moderate Con 0.351 Fear_Threat
Jan 27, 2026 9 likes Inside Canada's Indian Invasion...
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no …
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no khalistani in India at any cost. Only Indian Sikh brother welcome. Let them rot with islamic shariya.
Identity Attack0.6487889
Insult0.6500014
Profanity0.43744424
Threat0.4352635
Severe Toxicity0.44860926
Moderate 0.687436 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
How the fuck can anyone drive an uber without a license !! Total BS !! And the guy not even trying to cross question the polish guy clearly shows how rigged up this "random" encounter …
How the fuck can anyone drive an uber without a license !! Total BS !! And the guy not even trying to cross question the polish guy clearly shows how rigged up this "random" encounter is !! And that MF says he grew up in Poland byt speaks in a perfect Canadian accent !! At least "try" to make this whole thing authentic man !!
Identity Attack0.25647953
Insult0.48228607
Profanity0.6370159
Threat0.019055385
Severe Toxicity0.232236
Moderate 0.68408644 Moderate Con 0.389 Meta_Commentary
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
These white pricks invaded Canada first. Ask them to leave first , after looting and invading countries all around the world and now they are asking Indians to go back. This generation of white descendants …
These white pricks invaded Canada first. Ask them to leave first , after looting and invading countries all around the world and now they are asking Indians to go back. This generation of white descendants have only one skills, that is all about making step dads and step moms, and they cry for opportunities without skills.😂
Identity Attack0.6637263
Insult0.62169385
Profanity0.38845423
Threat0.048481647
Severe Toxicity0.23224974
Moderate 0.6588125 Moderate Con 0.302 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for …
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for a long time until the new ppl started showing up. Aside from that these videos make ppl who lived here for generations also look bad. A sikh solider on 1 stamp and everyone started freaking out without knowing context. Everyday i see ppl blaming the action of 1 person on everyone, culture, and etc. I see ppl actively lying and many ppl actaully believing in jt. These ppl highlight only the bad as the biggest picture leaving out the actual story.
Identity Attack0.40713623
Insult0.5270482
Profanity0.55356324
Threat0.045895394
Severe Toxicity0.35058254
Moderate 0.6544696 Constructive 0.59 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro, your mother is dirty. Disagree without dehumanizing. Criticize ideas, not entire races or nations. Verify before sharing. Refuse to amplify content that thrives on outrage, fear, or humiliation of others.
Bro, your mother is dirty. Disagree without dehumanizing. Criticize ideas, not entire races or nations. Verify before sharing. Refuse to amplify content that thrives on outrage, fear, or humiliation of others.
Identity Attack0.14875233
Insult0.6677319
Profanity0.30690086
Threat0.0138755
Severe Toxicity0.070156105
Moderate 0.6491204 Moderate Con 0.395 Insult
Jan 27, 2026 1 likes 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...
Disgusting man even most of us First Nations are sick of this. They come throw there trash everywhere piss when kids are around fish and hunt without a license. Also take the fish when they're …
Disgusting man even most of us First Nations are sick of this. They come throw there trash everywhere piss when kids are around fish and hunt without a license. Also take the fish when they're spawning they don't follow the rules they scam human trafficking everything you can think of fokken disgusting.
Identity Attack0.072601855
Insult0.6308392
Profanity0.41255033
Threat0.010472948
Severe Toxicity0.16960317
Moderate 0.6426206 Constructive 0.508 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
To the good fellow Canadians. It's still in our hands. Do not hire an immigrant without citizenship. Just don't anymore. Don't hire a new Indian. You can vet their desire to assimilate to our Canadian …
To the good fellow Canadians. It's still in our hands. Do not hire an immigrant without citizenship. Just don't anymore. Don't hire a new Indian. You can vet their desire to assimilate to our Canadian culture by having them speak to a reliable older immigrant that you already know and trust. Do not hire someone through a reference otherwise. Keep supporting our own people. Do it quietly. These dirty bastards will leave
Identity Attack0.5135796
Insult0.6407567
Profanity0.42990944
Threat0.0347677
Severe Toxicity0.13336399
Moderate 0.63782936 Constructive 0.608 Identity Attack Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Canada is truly turning into a third world shithole and it's all self inflicted. Yet it's not just broken immigration system and corrupted politicians but also the greedy educational institutions. And let's not forget the …
Canada is truly turning into a third world shithole and it's all self inflicted. Yet it's not just broken immigration system and corrupted politicians but also the greedy educational institutions. And let's not forget the main culprit behind this all this is the average ignorant Canadian who allowed this to happen in the first place without resisting.
Identity Attack0.49855098
Insult0.6261769
Profanity0.4370703
Threat0.010680079
Severe Toxicity0.13863131
Moderate 0.63782936 Moderate Con 0.438 Insult Policy_Critique
Jun 20, 2025 2 likes How Canada broke its immigration …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant values you should not be aloud in PERIOD. Canadian born Punjabi even we see it its not everyone but were getting a bad rap cause of stupidly
Identity Attack0.46028158
Insult0.6500014
Profanity0.29209393
Threat0.012026439
Severe Toxicity0.02425631
Moderate 0.6342749 Moderate Con 0.477 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We need the immigrants who ARE assimilating to speak out with us. Canadians can’t say shit without being labeled.
We need the immigrants who ARE assimilating to speak out with us. Canadians can’t say shit without being labeled.
Identity Attack0.3819294
Insult0.4718924
Profanity0.64657205
Threat0.009566744
Severe Toxicity0.02604016
Moderate 0.6308517 Moderate Con 0.486 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Try Winnipeg!! Brutal! Love how they can ride motorcycles without helmets! Who pays the price for the head injuries?? THE FKN CANADIAN TAX PAYERS! Canada has gone to HELL! Time for this Canadian to move …
Try Winnipeg!! Brutal! Love how they can ride motorcycles without helmets! Who pays the price for the head injuries?? THE FKN CANADIAN TAX PAYERS! Canada has gone to HELL! Time for this Canadian to move to India, cant be any left over there!!
Identity Attack0.54151535
Insult0.5130944
Profanity0.4840093
Threat0.057856824
Severe Toxicity0.2281948
Moderate 0.6289369 Moderate Con 0.328 Identity Attack Insult Fear_Threat
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)

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.