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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "people are too scared to …" 22 comments
Yeah dammm Africans make people scared 😂😂
Yeah dammm Africans make people scared 😂😂
Identity Attack0.6458014
Insult0.46476576
Profanity0.5013569
Threat0.029587816
Severe Toxicity0.23224974
Moderate 0.65996873 Low Con 0.27 Identity Attack Humor_Satire
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
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)
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...
Why are these white people so scared of becoming a minority in that city? Are minorities treated bad or something? Is that why they are scared? By the way, the 60-year-old man with the cap …
Why are these white people so scared of becoming a minority in that city? Are minorities treated bad or something? Is that why they are scared? By the way, the 60-year-old man with the cap on backwards saying they pay no taxes, do you pay taxes? It looks like you can't even take care of yourself and pay no taxes yourself. Hypocrite.
Identity Attack0.46028158
Insult0.66500133
Profanity0.17101645
Threat0.009204263
Severe Toxicity0.023076924
Moderate 0.6426206 Moderate Con 0.426 Insult
Nov 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Whenever you come back to Canada and you wanna see something crazy I am your guy Drove down in town from out of town with one of a kind hay wagon/home shop with $40,000 of …
Whenever you come back to Canada and you wanna see something crazy I am your guy Drove down in town from out of town with one of a kind hay wagon/home shop with $40,000 of tool in it lol In only one month got 31 breaking enter attempt 14 people threaten me with guns and crossbow lol But they’re all pussy scared of me 😂 I don’t blame them being scared they seen I was not afraid of bullet Thinking about setting them up with camera to show the world those stupid crackhead Still got videos and picture of them trying My life was a movie. and tell the police pull me over And rob 10k in front of my face with six witness
Identity Attack0.28034934
Insult0.5723624
Profanity0.46460027
Threat0.2836219
Severe Toxicity0.18232453
Moderate 0.5921536 Moderate Con 0.445 Insult Personal_Narrative
Feb 5, 2026 Inside Canada's Indian Invasion...
As a Canadian, I don’t know why Canadians are so scared to say it but we’re sick of this sh!t! Peoples relatives are dying cause the healthcare system is flooded. Housing market is rising every …
As a Canadian, I don’t know why Canadians are so scared to say it but we’re sick of this sh!t! Peoples relatives are dying cause the healthcare system is flooded. Housing market is rising every year And to top it all off they don’t respect our countries policies and traditions, why should we respect there’s?
Identity Attack0.1714862
Insult0.40975618
Profanity0.5013569
Threat0.012803185
Severe Toxicity0.02373986
Moderate 0.50789946 Constructive 0.549 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Canadians have to realize that we will need much stronger Government which will say NO to all of these new migrants (not immigrants) who are taking jobs, culture, raising their idols, praying in the street …
Canadians have to realize that we will need much stronger Government which will say NO to all of these new migrants (not immigrants) who are taking jobs, culture, raising their idols, praying in the street and making havoc to other people. They are acting like that are entitled to do that just because they are allowed to ! I am immigrant too and I didn't came here to watch all these people how change and make it dirty more and more every day. They just bringing same shit where they are running from ? You see how stupid that is ? We have to change Government as fast as possible otherwise Canada is done ! People wake up don't be scared to say NO ! I would love to see how this beautiful country goes down the drain. Cheers ❤❤❤
Identity Attack0.39677486
Insult0.46625584
Profanity0.45706853
Threat0.014566151
Severe Toxicity0.024725812
Moderate 0.4826145 Constructive 0.616 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
You guys are horrible you know the Liberals have destroyed our countries & CTV & CBC carry the liberals tanker full of BS for the Liberal party & we are feeling the pain. If you …
You guys are horrible you know the Liberals have destroyed our countries & CTV & CBC carry the liberals tanker full of BS for the Liberal party & we are feeling the pain. If you didn't scare & cas light the Canadian people we would have a deal with Trump & the US.
Identity Attack0.16801116
Insult0.4986907
Profanity0.1654338
Threat0.020436687
Severe Toxicity0.02077355
Moderate 0.47119883 Moderate Con 0.308
Dec 28, 2025 1 likes Deportations From Canada at Their …
People who leave the shelters do it because they don't follow the rules, not because of they are scared of the Africans. They get kicked out. Africans are called monkeys by people in the shelters. …
People who leave the shelters do it because they don't follow the rules, not because of they are scared of the Africans. They get kicked out. Africans are called monkeys by people in the shelters. I have seen it and heard it. The amount of ignorance is amazing.
Identity Attack0.48949075
Insult0.47787863
Profanity0.19770569
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.591 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who …
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who both were very dirty but overall it was a decent place but past forward to 2025 the building got a lot more dirty because of other new Indian Neighbors u can’t even use the lifter because of the smell one of them brought his family from India and I think the dad peeid in the lifter and they brought bugs with them imagine how bad the situation was 🤮… also one them was literally walking barefoot with a weird disgusting towel he scared the shit out of me for a moment I felt so unsafe as a girl thank god I wasn’t alone otherwise I know he would’ve done something bad to me … I would never go back to that place ever again.. I spoke to Canadians who lived there they all had plans to move out to other areas they couldn’t stand them anymore like I went to asian and arabs / North Africans and sub Saharan Africans Jewish Mexican neighborhoods yeah they weren’t 100% clean but it’s clean nice smell and people aren’t loud like u see decent looking civilized people even tho some are very poor so it’s not about poverty
Identity Attack0.4911651
Insult0.47384647
Profanity0.18049006
Threat0.012906751
Severe Toxicity0.024350211
Moderate 0.4574824 Constructive 0.737 Fear_Threat
Mar 2, 2026 2 likes Inside Canada's Indian Invasion...
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and …
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and when the guy that worked there was serving me, I asked him, why don't I ever see any Americans working there? He said, because Americans are lazy, and especially the black ones. He said Americans always want days off. Days off because you're sick, or days off because it's a holiday, days off for everything. They don't want to work. This is all because of Clinton. He made a deal where Indians could come to the US, and they were given money to "start" a company. The idea was, they would BUILD a company, and hire Americans to work it. Instead, they bought stores and motels and used those to import their family and friends from India to here, for work. When I went back to school, I had no choice but to work at a gas station. I was off on payday once, and went in to get my check. There was a new guy at the counter, an Indian. I asked for my check, and wanted him to cash it for me. We always did that if there was enough money in the register. He told me to move, customers waiting. He didn't speak English very well. I went to the office to see the work schedule, and he yelled at me to get out of there! I told him what I was doing, he said "You work no!! I work! You boss no own, my boss own! Leave now! After a little more back and forth yelling, I found out my boss sold the gas station the night before and we were all out of a job. I blew up in front of all the customers! They started to walk out. Lol. That station didn't even last a year, and they had to close down. If they had a drive off (back in the days of a pump and run) they would call the police, but couldn't speak English very well. So they would tell police robbery! After a few times of that, the police told them to never call again. This was a very small town in SW PA, and word got around, and no one went to that station any more. This is the same area that was featured in Tyler's and others videos about all the Haitians that were shipped in by Biden. Bell Vernon PA, right across the river from Charleroi PA. The area is still FULL of Haitians, scaring all the native people away. Taking over the Walmart that is right across the street from where this gas station used to be. One of the many reasons I live in TX now.
Identity Attack0.4911651
Insult0.40243408
Profanity0.2327678
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.79 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
White people scared to point out the problem. One based White dude on a bike.
White people scared to point out the problem. One based White dude on a bike.
Identity Attack0.4830652
Insult0.17237684
Profanity0.11601777
Threat0.02613456
Severe Toxicity0.019482423
Moderate 0.39915034 Low Con 0.26 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for this. As a Canadian this has been a huge problem that people are too scared to talk about because the liberals will call them racist. I am sickened about what has happened …
Thank you for this. As a Canadian this has been a huge problem that people are too scared to talk about because the liberals will call them racist. I am sickened about what has happened to my country. Make Canada Canadian again. They don’t assimilate, the commit mass amounts of fraud and extortion, and think they own this place.
Identity Attack0.27759558
Insult0.3388922
Profanity0.026180768
Threat0.009981008
Severe Toxicity0.008773804
Moderate 0.3375374 Constructive 0.636 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Indian hate is so forced. They’re literally model minorities. People of a certain age just instinctively hate changing demographics compared to their childhood on principle, even the south Asian people who have lived in Canada …
Indian hate is so forced. They’re literally model minorities. People of a certain age just instinctively hate changing demographics compared to their childhood on principle, even the south Asian people who have lived in Canada for decades are scared lol
Identity Attack0.37953663
Insult0.16053712
Profanity0.057944927
Threat0.0084793
Severe Toxicity0.01159668
Moderate 0.3308965 Moderate Con 0.41 Moral_Argument
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
We need to take care of our own first. I am tempted by the threat of sharia law to be against Muslim people, although I realize that most are not bad but the radicals and …
We need to take care of our own first. I am tempted by the threat of sharia law to be against Muslim people, although I realize that most are not bad but the radicals and their rate of reproducing scares me. We are losing Canada not just to trump but to the new immigrants. What should we do?
Identity Attack0.3817989
Insult0.08508729
Profanity0.020032106
Threat0.014566151
Severe Toxicity0.00869751
Moderate 0.3048984 Constructive 0.721 Fear_Threat
Aug 28, 2025 Why Canadians Are Turning Against …
its funny how indian guy is trying to divert the public attention from The Indian fatigue that canada is going through and is trying to scare people of other religions. well tried diddy.
its funny how indian guy is trying to divert the public attention from The Indian fatigue that canada is going through and is trying to scare people of other religions. well tried diddy.
Identity Attack0.32768643
Insult0.16766082
Profanity0.026044132
Threat0.010058682
Severe Toxicity0.008049011
Moderate 0.30136615 Low Con 0.269
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
people are too scared to tell the truth because of fear of being called a racist..Wake up grow, a pair and and speak your truth. That "you are racist game" I dont play . Be …
people are too scared to tell the truth because of fear of being called a racist..Wake up grow, a pair and and speak your truth. That "you are racist game" I dont play . Be a realist dont be crippled by something thats not true.
Identity Attack0.10221587
Insult0.19225755
Profanity0.036651865
Threat0.008039144
Severe Toxicity0.00579834
Low Tox 0.2763787 Moderate Con 0.394 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
These same people have the nerve to criticize Trump and Americans. Btw ... Abortions are encouraged, the global warming scare, and cost of living, made young Canadians not have children,what did you expect?
These same people have the nerve to criticize Trump and Americans. Btw ... Abortions are encouraged, the global warming scare, and cost of living, made young Canadians not have children,what did you expect?
Identity Attack0.05612817
Insult0.060752302
Profanity0.015523086
Threat0.009204263
Severe Toxicity0.0032424927
Low Tox 0.15158679 Moderate Con 0.465
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
People are scared to say how they really think 😂😂😂😂
People are scared to say how they really think 😂😂😂😂
Identity Attack0.011025362
Insult0.026315894
Profanity0.030389199
Threat0.00948907
Severe Toxicity0.0033950806
Low Tox 0.11316007 Low Con 0.275 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Too many people from India immigrated over the last 5 years. It's an inconvenient truth that people are scared to talk about outside of their home or close friend group , but every Canadian has …
Too many people from India immigrated over the last 5 years. It's an inconvenient truth that people are scared to talk about outside of their home or close friend group , but every Canadian has had this conversation
Identity Attack0.1007269
Insult0.024382202
Profanity0.012038844
Threat0.0060778605
Severe Toxicity0.0018978119
Low Tox 0.104361884 Constructive 0.606 Identity_Assertion
Jul 10, 2025 24 likes How Canada broke its immigration …
Thank goodness a few people are smart enough and brave enough to see the truth and say it out loud a lot of the issues we have in our country are people are scared to …
Thank goodness a few people are smart enough and brave enough to see the truth and say it out loud a lot of the issues we have in our country are people are scared to be canceled and it’s destroying our home and our traditional ways of life
Identity Attack0.008657498
Insult0.028612386
Profanity0.015557245
Threat0.007948523
Severe Toxicity0.0017166138
Low Tox 0.083999306 Constructive 0.616 Fear_Threat
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.