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

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Active: "When you are in another …" 411 comments · Page 2 of 17
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction …
Were to weak to speak up, we ban people for harsh words, We keep our heads burried in the sand then complain about how shitty things are. Too scared to point fingers in ANY direction out of fear, good job Canada! I hate my country I couldnt care less anymore, if we became the 51 state or not because who cares, were shit either way! Go ahead block this comment im just another racist right??? keep going down this path I dont mind becomming what you all want me to be... I was raised to believe in equality for all. I havent seen anything but a mass victimization of everything! Migration, Mental Health, Work place orrientation. People just gotta really start being honest with themselves first. in a society where its common to duisguise yourself with a "digital filter", I really think self honesty is going to be a very important tool for the future. learning to live with the "ugly truth" instead of trying to cover things up all the time, some people just suck no matter the race color or culture more realistically.
Identity Attack0.2964622
Insult0.5739874
Profanity0.596623
Threat0.04686524
Severe Toxicity0.20678867
Moderate 0.6588125 Constructive 0.644 Insult Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
印拿大果然名不虚传, spiral out of control, another shit hole is in the making.
印拿大果然名不虚传, spiral out of control, another shit hole is in the making.
Identity Attack0.27991617
Insult0.5130944
Profanity0.5865656
Threat0.012751401
Severe Toxicity0.13336399
Moderate 0.6544696 Low Con 0.174 Insult
Nov 28, 2025 Inside Canada's Indian Metropolis (Brampton)
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
Identity Attack0.6220118
Insult0.6308392
Profanity0.27477357
Threat0.010369381
Severe Toxicity0.12809667
Moderate 0.64447093 Low Con 0.29 Identity Attack Insult Moral_Argument
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...
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds …
Another fact if a skilled immigrant like a Doctor come to Canada under a skilled immigrant program , apply wait in home country and gets his PR before coming.. the doc need to show funds to support him/her and the family. He/she gets shit from the Govt , the Doc has to spend his/her own money to get credentials recognized, go back to uni at own cost . While asylum seekers gets everything free doing shit all day.
Identity Attack0.2949366
Insult0.5130944
Profanity0.6242122
Threat0.010343489
Severe Toxicity0.052044146
Moderate 0.6342749 Constructive 0.501 Insult Policy_Critique
Feb 25, 2026 1 likes LILLEY UNLEASHED: The fall of …
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
Identity Attack0.65625757
Insult0.4794537
Profanity0.114160895
Threat0.053330876
Severe Toxicity0.23224287
Moderate 0.62136006 Moderate Con 0.369 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
Just yet another example of how foolish Canadians were in 2015 when they replaced a competent Harper government with a very incompetent Trudeau/Carney government!
Just yet another example of how foolish Canadians were in 2015 when they replaced a competent Harper government with a very incompetent Trudeau/Carney government!
Identity Attack0.46028158
Insult0.6500014
Profanity0.089370176
Threat0.007197669
Severe Toxicity0.023076924
Moderate 0.61223894 Low Con 0.279 Insult Policy_Critique
Feb 22, 2026 LILLEY UNLEASHED: The fall of …
its great to see immigrants complaining about another immigrant 😂 also does he know how much indians contribute to the gdp....... govt wants us fool
its great to see immigrants complaining about another immigrant 😂 also does he know how much indians contribute to the gdp....... govt wants us fool
Identity Attack0.50125694
Insult0.62169385
Profanity0.25275812
Threat0.009981008
Severe Toxicity0.023076924
Moderate 0.60311776 Low Con 0.247 Identity Attack Insult Humor_Satire
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
Another dumbhead content just scroll it out 1:01
Another dumbhead content just scroll it out 1:01
Identity Attack0.055673428
Insult0.49389273
Profanity0.34391102
Threat0.024062606
Severe Toxicity0.0394905
Moderate 0.6027529 Low Con 0.113 Meta_Commentary
Feb 6, 2026 Inside Canada's Indian Invasion...
Rape ? Let’s talk about rape . Just google the worst sex offenders, rapists /murderers like Karla homologation and Paul Bernardo who raped and killed more than a dozen women , they are great looking …
Rape ? Let’s talk about rape . Just google the worst sex offenders, rapists /murderers like Karla homologation and Paul Bernardo who raped and killed more than a dozen women , they are great looking WHITE CANADIAN, isn’t ? or Colonel Russel Williams , the Canadian airforce base commander who raped and murdered women while cross dressing at night and flying the prime minister ….another WHITE GOOD CANADIAN . what about the worst of worst serial pedophiles like the famous EPSTEIN …THAT’S A STEIN , who basically made a living raping , abusing and exploiting underage innocent white women . You see I can go on and on, but the worst of the worst when it comes to rape and sexual violence are the good old white Canadians, Americans ……
Identity Attack0.4911651
Insult0.5332045
Profanity0.32965264
Threat0.43656045
Severe Toxicity0.33047765
Moderate 0.6020386 Moderate Con 0.452 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Just because we don't believe in multiculturalism doesn't make us racist. It means we like our country's culture as it is and don't want to conform to another's radical ass ways
Just because we don't believe in multiculturalism doesn't make us racist. It means we like our country's culture as it is and don't want to conform to another's radical ass ways
Identity Attack0.24150419
Insult0.37960073
Profanity0.5722072
Threat0.008738215
Severe Toxicity0.023692908
Moderate 0.6020386 Moderate Con 0.436 Identity_Assertion
Aug 29, 2025 Why Canadians Are Turning Against …
Another banger racist video! Tylers hate for any race but white people has no bounds!
Another banger racist video! Tylers hate for any race but white people has no bounds!
Identity Attack0.58354634
Insult0.4534306
Profanity0.1654338
Threat0.015774792
Severe Toxicity0.024772761
Moderate 0.60152835 Low Con 0.217 Identity Attack Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
The birth rate slowed because of a corrupt Liberal government who priced everyone out of their homes. Canadians are not bringing new babies into a world when they are broke and taxed to death. We …
The birth rate slowed because of a corrupt Liberal government who priced everyone out of their homes. Canadians are not bringing new babies into a world when they are broke and taxed to death. We can't justify adding another mouth to feed when we can't afford to feed the mouths that are here now. And they are not importing to sustain the population....they are importing votes to stay in power. The Liberal mantra...."Fuck Canadians!!! Do what we need to do to stay in power". Immigrant to votes ratio is 1:1.
Identity Attack0.5051593
Insult0.5270482
Profanity0.5013569
Threat0.100830056
Severe Toxicity0.21902075
Moderate 0.5972042 Moderate Con 0.44 Identity Attack Insult Policy_Critique
Sep 10, 2025 Why Canadians Are Turning Against …
Another once proud majority same race nation, now turned into a melting pot sh*thole by a traitor government ran by AIPAC, and the Zionist banking empire.
Another once proud majority same race nation, now turned into a melting pot sh*thole by a traitor government ran by AIPAC, and the Zionist banking empire.
Identity Attack0.46028158
Insult0.5145894
Profanity0.48510036
Threat0.024235269
Severe Toxicity0.16960317
Moderate 0.584095 Low Con 0.132 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh see folks another racist video to get clicks. Riding the gravy train of hating brown people
Oh see folks another racist video to get clicks. Riding the gravy train of hating brown people
Identity Attack0.57957685
Insult0.40243408
Profanity0.2453505
Threat0.043955702
Severe Toxicity0.035007052
Moderate 0.584095 Low Con 0.176 Identity Attack
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Why the f*ck would you move to another part of the world and bring your country with you? The whole point of leaving your country is to start new and acclimatize to the country you've …
Why the f*ck would you move to another part of the world and bring your country with you? The whole point of leaving your country is to start new and acclimatize to the country you've moved to...🙄
Identity Attack0.104676254
Insult0.33154017
Profanity0.61633086
Threat0.009437286
Severe Toxicity0.072789766
Moderate 0.57271194 Moderate Con 0.387
Nov 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The entire province of Ontario is starting to look like Brampton. I live in Guelph and I just quit my job after only 3 months because I had to keep telling my supervisor that I …
The entire province of Ontario is starting to look like Brampton. I live in Guelph and I just quit my job after only 3 months because I had to keep telling my supervisor that I didn't speak Indian!!! I'm not working another second until every Indian is deported. I am not training a terrorist to be a normal citizen. They're all saboting scumbags too. Especially the gen z Indians! They are the worst. Lazy, entitled, always on their phones and constantly wonders why white ppl work so hard. Yknow if you work hard your day will go by quicker.
Identity Attack0.5516043
Insult0.5678696
Profanity0.36230123
Threat0.04686524
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.562 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
What I saw in this video was smelly rats are jealous of another smelly rats
What I saw in this video was smelly rats are jealous of another smelly rats
Identity Attack0.10221587
Insult0.5130944
Profanity0.28249276
Threat0.010188141
Severe Toxicity0.044870634
Moderate 0.5721988 Moderate Con 0.325 Insult Humor_Satire
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m not against immigration, I’m against the governments stupidity. They must be employable, believe in democracy and free speech. And not be a burden on the taxpayers… carneys another Trudeau…. Stop bringing in the ones …
I’m not against immigration, I’m against the governments stupidity. They must be employable, believe in democracy and free speech. And not be a burden on the taxpayers… carneys another Trudeau…. Stop bringing in the ones that don’t want to join us and become Canadians.
Identity Attack0.2774022
Insult0.6109131
Profanity0.2298641
Threat0.009126588
Severe Toxicity0.02116089
Moderate 0.5716857 Moderate Con 0.409 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
You can blame Doug Ford for the sky high rents, because he helped his corporate buddies. Get that were landlords, he took off rent So you can thank Doug Ford for that one. And as …
You can blame Doug Ford for the sky high rents, because he helped his corporate buddies. Get that were landlords, he took off rent So you can thank Doug Ford for that one. And as far as jobs go, you can think mark Carney, the successor of the supremely, crooked Liberal Party from Justin Trudeau. To another idiot bleeding the blind leading the blind of Liberal Party. They're the ones that allowed all these illegal immigrants in here to stay. We need mass deportations, maybe it's time to become part of the fifty first state.Let trump do his mass deportations and waive these illegal pieces of garbage foreign workers bye.Bye
Identity Attack0.27340925
Insult0.6308392
Profanity0.22542313
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.55739564 Moderate Con 0.391 Insult Policy_Critique
Sep 9, 2025 Why Canadians Are Turning Against …
This haplened over decades of bringing in millions of immigrants a year .. last year they brought over half a million immigrants even though we have a housing crisis .. once again due to mass …
This haplened over decades of bringing in millions of immigrants a year .. last year they brought over half a million immigrants even though we have a housing crisis .. once again due to mass immigration .. just stop bringing in temp workers just because they're subsidized.. send the shit immigrants back home .. we will have more jobs for the people that are actually born here .. there will be places for our citizens to live ... all these things our citizens should have .. It just needs to stop Canadian women need to spread their legs and produce more kids .. but can't do that because no one is able to support another person .. because we cannot even support ourselves due to the lack of jobs and places because of immigrants
Identity Attack0.46028158
Insult0.5101222
Profanity0.47435758
Threat0.053330876
Severe Toxicity0.16960317
Moderate 0.55739564 Moderate Con 0.426 Insult
Sep 8, 2025 Why Canadians Are Turning Against …
Geez, who could have predicted that the country where the Air India terrorist attack was planned and executed by one group of East Indians against another could have degenerated into a third world sh!thole with …
Geez, who could have predicted that the country where the Air India terrorist attack was planned and executed by one group of East Indians against another could have degenerated into a third world sh!thole with more immigrants from there.
Identity Attack0.5135796
Insult0.48399165
Profanity0.47191826
Threat0.14802226
Severe Toxicity0.16960317
Moderate 0.5566829 Moderate Con 0.318 Identity Attack
Sep 27, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
My cousin came to canada under a 1 year work visa,, shes white french woman.. Speaks 5 languages, has 3 degrees, ran a business in France.. she landed here 1 years ago,, had to spend …
My cousin came to canada under a 1 year work visa,, shes white french woman.. Speaks 5 languages, has 3 degrees, ran a business in France.. she landed here 1 years ago,, had to spend 400$ to prove she speaks ENGLISH, (she speaks it fluently),, she paid taxes the moment she landed and got a job, bought a car, a small apartment. Everything Canadian,, not like these degenerate scum sucking immigrants. Had to spend another 500$ to extend her visa for another year.. Everything was going well. Until these worthless liberal cockroaches knocks on her door and told her she has 1 month to leave, because shes taking a JOB away from a CANADIAN!!!.. Are you fuckin kidding me.. These worthless ungrateful, self serving pakis, indies and chinese and who knows what else we let in, are getting subsidies to work at tim hortons,, Walmart,, canadaian tires.. Meanwhile our real Canadian kids can't get summer jobs or part times,, because of these worthless immigrants. Shes corporate, she doesn't take small coffee serving jobs..
Identity Attack0.5135796
Insult0.5543018
Profanity0.36230123
Threat0.012699619
Severe Toxicity0.16960317
Moderate 0.53579444 Moderate Con 0.484 Identity Attack Insult Personal_Narrative
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
We would only be lucky if all our immigrants came from India because in my 30 plus years of interactions with them I'd say bring more of them and stop bringing in Islamic terrorists Pakistani …
We would only be lucky if all our immigrants came from India because in my 30 plus years of interactions with them I'd say bring more of them and stop bringing in Islamic terrorists Pakistani at that, you never hear of a suicide bomber from India blowing himself up on our buses subways schools etc as Muslims do yes we had a air India bombing from infighting but that's so rare because their religion doesn't teach them to convert or kill like piss lam does and that thing Muslims do because their Quran teaches them its okay you know sexually enslaving our infidels girls, another good point is they will fight side by side with us once the Muslims start following their qurans and wage jihad on our asses
Identity Attack0.56445944
Insult0.47357693
Profanity0.36230123
Threat0.3733964
Severe Toxicity0.27908814
Moderate 0.51869136 Constructive 0.607 Identity Attack Unverified_Claim
Jan 29, 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.