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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: "For all the ignorant people …" 80 comments · Page 1 of 4
Africans are unintelligent, terrible terrible, people.😮... The ignorance of the man.
Africans are unintelligent, terrible terrible, people.😮... The ignorance of the man.
Identity Attack0.7895903
Insult0.69164425
Profanity0.33453682
Threat0.028206514
Severe Toxicity0.35368225
Toxic 0.8299589 Low Con 0.163 Identity Attack Insult Unverified_Claim
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
The most selfish, ignorant, loud, disrespectful people ever! Never stop using their phones, never keep their voices down, only hire their own, destroy most businesses they "run" - literally every store never has a "hello …
The most selfish, ignorant, loud, disrespectful people ever! Never stop using their phones, never keep their voices down, only hire their own, destroy most businesses they "run" - literally every store never has a "hello how are you" just nothing. It's getting real fucking annoying
Identity Attack0.10221587
Insult0.67254376
Profanity0.6643082
Threat0.042662576
Severe Toxicity0.26195827
Toxic 0.78711975 Moderate Con 0.433 Insult
Jan 27, 2026 420 likes Inside Canada's Indian Invasion...
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country …
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country and people from zionist and its lobbyists groups. the prove is that you did not push back the ignorant racist, low iq homeless man who said fake and lie stereotypes about Indians and Africans. He is the one want who eats poop, low iq and violent homeless. Brown and black are the future
Identity Attack0.5504064
Insult0.67254376
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.294 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Bro, you gotta stop giving ignorant fat white people the ability to voice their opinions! It's too embarrassing 😭
Bro, you gotta stop giving ignorant fat white people the ability to voice their opinions! It's too embarrassing 😭
Identity Attack0.6227552
Insult0.6675394
Profanity0.29209393
Threat0.012906751
Severe Toxicity0.16960317
Toxic 0.7308154 Low Con 0.285 Identity Attack Insult Meta_Commentary
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian, what I've noticed the most is that they're very arrogant, very ignorant people. Its very strange coming from a group so ugly, and smelly tbh...
As a Canadian, what I've noticed the most is that they're very arrogant, very ignorant people. Its very strange coming from a group so ugly, and smelly tbh...
Identity Attack0.40883094
Insult0.7418356
Profanity0.22693542
Threat0.008129764
Severe Toxicity0.02430326
Toxic 0.72028047 Moderate Con 0.473 Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
This fool portrays the indigenous people of America as white, forgetting that the indigenous people are the Native Americans, whose women were raped and whose people were killed. And here is the criminal who usurped …
This fool portrays the indigenous people of America as white, forgetting that the indigenous people are the Native Americans, whose women were raped and whose people were killed. And here is the criminal who usurped the land of others, complaining about the presence of other cultures and peoples who came peacefully, unlike some of his white ancestors. This channel is blatantly racist and the channel owner is a hypocrite. Ultimately, every country and every state has its own system; don't take your anger out on the residents or distorts certain races and cultures if there's a loophole in your region's system. There are criminals and ignorance in every race, in every culture. Generalization is the language of the ignorant. I hope you learn from some polite and educated white people who spread peace instead of inciting hatred, This includes good people of other races. Peace.
Identity Attack0.46050715
Insult0.65231085
Profanity0.39670458
Threat0.19862294
Severe Toxicity0.29050803
Moderate 0.6827122 Constructive 0.569 Insult Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
I’m so sick of the Muslims and their bs being here they get 7 grand a month from our government to live free in Canada it’s disgusting when we have our own people poor hungry …
I’m so sick of the Muslims and their bs being here they get 7 grand a month from our government to live free in Canada it’s disgusting when we have our own people poor hungry . These people are ignorant I agree with the African boy your not here to change or ways but adapt to ours
Identity Attack0.6458014
Insult0.62169385
Profanity0.26098207
Threat0.011172019
Severe Toxicity0.16960317
Moderate 0.681338 Constructive 0.536 Identity Attack Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Work in Ontario for years. They are very ignorant people.
Work in Ontario for years. They are very ignorant people.
Identity Attack0.2795294
Insult0.71027446
Profanity0.13432594
Threat0.007819066
Severe Toxicity0.020127986
Moderate 0.6611249 Moderate Con 0.364 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
That naked balding grossly ignorant Polish🇵🇱 racist 7:50 minutes into the video, came as a refugee in the 80s, when the🇨🇦 welfare system was much better at helping poor people... The Indian🇮🇳 immigrants paid their …
That naked balding grossly ignorant Polish🇵🇱 racist 7:50 minutes into the video, came as a refugee in the 80s, when the🇨🇦 welfare system was much better at helping poor people... The Indian🇮🇳 immigrants paid their own way, and got ripped off paying extra high tuitions to receive substandard Canadian🇨🇦 educations. Now they are being forced to take substandard slave jobs, to pay for their student loans, thanks to Canadian🇨🇦 ripoff artists....🙁
Identity Attack0.55011386
Insult0.6370372
Profanity0.21673056
Threat0.011741633
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.426 Identity Attack Insult
Sep 19, 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...
VERY SOON, ALL Canadians wlll be MADE to take Driving Tests, except Globalists will make EXCEPTIONS for IGNORANT, LOW IQ, Foreigners! OR be called RACIST! And it is the White People who allow it by …
VERY SOON, ALL Canadians wlll be MADE to take Driving Tests, except Globalists will make EXCEPTIONS for IGNORANT, LOW IQ, Foreigners! OR be called RACIST! And it is the White People who allow it by NOT STANDING UP For THEIR race. Being a Racist is only Self Preservation!
Identity Attack0.56711763
Insult0.6261769
Profanity0.0961592
Threat0.011793415
Severe Toxicity0.041283876
Moderate 0.63782936 Low Con 0.228 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
What a load of rubbish. After watching the video, I had to sit back and wonder if these people are ignorant or if they are intentionally trying to fool us. I happen to believe its …
What a load of rubbish. After watching the video, I had to sit back and wonder if these people are ignorant or if they are intentionally trying to fool us. I happen to believe its the later. Angela Merkel destroyed Europe using similar propaganda. Now it has come to Canada .
Identity Attack0.11744241
Insult0.6675394
Profanity0.20262444
Threat0.01119791
Severe Toxicity0.023076924
Moderate 0.63782936 Moderate Con 0.423 Insult
Nov 12, 2017 51 likes How much do refugees and …
The man with the bike is an ignorant a..hole. Africans are some of the most educated people on earth.
The man with the bike is an ignorant a..hole. Africans are some of the most educated people on earth.
Identity Attack0.27510223
Insult0.67735565
Profanity0.37854016
Threat0.009696201
Severe Toxicity0.02449106
Moderate 0.62136006 Low Con 0.298 Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Yeah mad frustrating with the increase at times, Im all for more people coming over but don't fucking try to change it into the place you're trying to escape from? The Disrespect seeing them ignore …
Yeah mad frustrating with the increase at times, Im all for more people coming over but don't fucking try to change it into the place you're trying to escape from? The Disrespect seeing them ignore the anthem and the rudeness towards woman and children can be downright disgusting
Identity Attack0.10221587
Insult0.41530323
Profanity0.61633086
Threat0.012492486
Severe Toxicity0.12809667
Moderate 0.6020386 Constructive 0.667 Identity_Assertion
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year …
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year long put up signs in their stores about "Ed" and "Ramadan". They can't say the word "Christmas" !! Us white Canadians make this company what it is today, NOT these people from India. It's wrong. I really hate these woke companies. And thanks to these ignorant Indian people we are not allowed to do fire works on Canada Day because they had to ruin that for us as well by setting off fire works all the time at all hours of the night during their holidays. Fire works of any kind are now banned.
Identity Attack0.56445944
Insult0.57566804
Profanity0.41031027
Threat0.027170537
Severe Toxicity0.16960317
Moderate 0.6020386 Constructive 0.634 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
when you " hate " other group of people because of their ethnicity and you thinkALL they are different from the " good white " you know you were indoctrinated to be a racist and …
when you " hate " other group of people because of their ethnicity and you thinkALL they are different from the " good white " you know you were indoctrinated to be a racist and to be racist you gotta be a woefully ignorant.
Identity Attack0.44690517
Insult0.6261769
Profanity0.19278693
Threat0.009618527
Severe Toxicity0.023076924
Moderate 0.60152835 Low Con 0.232 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
India has 1.4+ billion people — more than all of Europe combined. Migration pressure is global. Blaming Indians is lazy. Blame a stupid government, led by Justin Trudeau, that ignored planning, housing, and wages — …
India has 1.4+ billion people — more than all of Europe combined. Migration pressure is global. Blaming Indians is lazy. Blame a stupid government, led by Justin Trudeau, that ignored planning, housing, and wages — and learned nothing from Europe’s mistakes.
Identity Attack0.44690517
Insult0.6308392
Profanity0.2268346
Threat0.0104988385
Severe Toxicity0.023076924
Moderate 0.5972042 Moderate Con 0.383 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Imagine thinking third worlders in mass BENEFIT your country. How can people be so ignorant and brainwashed to believe this psyop?
Imagine thinking third worlders in mass BENEFIT your country. How can people be so ignorant and brainwashed to believe this psyop?
Identity Attack0.2808415
Insult0.6308392
Profanity0.16636424
Threat0.008090926
Severe Toxicity0.021548226
Moderate 0.5885171 Low Con 0.209 Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Soon there will be garbage all throughout the street, rivers, lake and even more in the cities than there is already. It’s sad. Ignorant people with no civic duties in their culture. It’s not racist …
Soon there will be garbage all throughout the street, rivers, lake and even more in the cities than there is already. It’s sad. Ignorant people with no civic duties in their culture. It’s not racist to notice patterns. If the shoe was on the other foot, Canadians would be laughed at and run out if we imposed our religion and moved in millions of people over a decade. Stole all the jobs, destroy industries with low cheap labour. Exactly what’s happening in Canada. Can’t even speak the damn language yet, we are racist for getting mad I have to repeat “large black coffee” 17 times just to get a Chai Tea with 5 sugars in it. Canada has gone to shit.
Identity Attack0.36702603
Insult0.5739874
Profanity0.39409557
Threat0.016292779
Severe Toxicity0.03321367
Moderate 0.57271194 Constructive 0.522 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Wow, What a 'hot take'. 🙄There are assholes everywhere - So when the country increases immigration massively, Canada will see an influx of both amazing people AND assholes. Reducing it to a race issue is …
Wow, What a 'hot take'. 🙄There are assholes everywhere - So when the country increases immigration massively, Canada will see an influx of both amazing people AND assholes. Reducing it to a race issue is so reductive and incredibly ignorant. This is a complex issue - most communities are suffering from a lack of infrastructure and planning with the sudden mass immigration that's happened. Let me also remind you - Canada is a MULTICULTURAL country, with most of it being TREATY LAND. Which means that at one point, us or our ancestors were the assholes who came here and didn't assimilate. If you're not ready to have some grace and embrace people individually, feel free to move down to that melting pot you're so fond of.
Identity Attack0.26833034
Insult0.56997263
Profanity0.41375932
Threat0.011146127
Severe Toxicity0.09912638
Moderate 0.5716857 Constructive 0.702 Insult Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That white guy on a bike is so ignorant. "Africans cannot even operate a cashier..." Really? I guess they import all their pilots, doctors, engineers, nurses, etc... Also, Africa is 54 countries, and in each …
That white guy on a bike is so ignorant. "Africans cannot even operate a cashier..." Really? I guess they import all their pilots, doctors, engineers, nurses, etc... Also, Africa is 54 countries, and in each country you could literally find numerous cultures and languages. Even within the same culture or family, two people aren't alike. This is why I watch YouTube videos that showcase Africa, because ignorance exists and has real-world consequences. Imagine that guy in HR, he'll obviously deny you a job if he learns that you're from Africa because he believes you're not intelligent.
Identity Attack0.5135796
Insult0.5678696
Profanity0.17473823
Threat0.015256803
Severe Toxicity0.02406851
Moderate 0.56269526 Constructive 0.698 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
All this BS please, if you want to know why the racist immigrants are here taking over the country they escaped, for being poor and raped and beheaded, Islam is the worse kind of people …
All this BS please, if you want to know why the racist immigrants are here taking over the country they escaped, for being poor and raped and beheaded, Islam is the worse kind of people they have let in, they aren't looking for peace they are looking for power EVEIL power, please ask the LIBERALS Why they are here, and when getting a job WHAT HAPPENED to CANADIANS FIRST, Canada I doomed, doomed if you are in your 20's 30's you may still experience the hate, they already speak their own language, refusing to speak English, refusing to serve people who are different from them, Canada is letting in selfish ignorant people, everything we Canadians say or ask them to is discrimination, they dress their way they run businesses their way, just like in their country, AND WHY ? because the Canadian government is weak, they can't defend the country or it's people shame on this Liberal government, they totally suck.
Identity Attack0.55044734
Insult0.5130944
Profanity0.27274927
Threat0.13313138
Severe Toxicity0.16960317
Moderate 0.56269526 Moderate Con 0.457 Identity Attack Insult Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. …
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. Told them it was 2AM in the morning and people want to sleep. This is the second night. Your a bunch of ignorant bastards. Complete silence after that as they slinked to their tents. Still awake it’s too late. I felt like making all kinds of noise after that but I’m better then that
Identity Attack0.30103904
Insult0.5678696
Profanity0.45190978
Threat0.034422375
Severe Toxicity0.038593806
Moderate 0.52811706 Constructive 0.521 Insult Personal_Narrative
Aug 27, 2025 3 likes Why Canadians Are Turning Against …
Im sick of these people coming into OUR country and straight up ignoring our laws!!!! They literally make the older kids like 6 years old watch and babysit the 2+ year old while they run …
Im sick of these people coming into OUR country and straight up ignoring our laws!!!! They literally make the older kids like 6 years old watch and babysit the 2+ year old while they run the roads in the city by themselves all hours and when you see these people getting in their cars they DONT buckle their children in their seats. The immigrants who come here and disrespect everything need to go💯 i know some of them are actually coming here for help and a better life and they do try but the majority of these immigrants need to follow our laws or leave 💯
Identity Attack0.5135796
Insult0.4810288
Profanity0.20483992
Threat0.0287245
Severe Toxicity0.16960317
Moderate 0.51980776 Constructive 0.537 Identity Attack
Sep 8, 2025 1 likes Why Canadians Are Turning Against …

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.