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Perspective API

Toxicity Scores & Embeddings

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

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

Summary Charts

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All 13 Dimensions

Score Distribution

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

Comment Explorer

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

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Active: "Don't threaten us, you don't …" 7 comments
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...
That last guy just threatened Canada and said the most ridiculous thing they can’t adapt to us we are not going to adapt to you especially your religion is in your country not ours
That last guy just threatened Canada and said the most ridiculous thing they can’t adapt to us we are not going to adapt to you especially your religion is in your country not ours
Identity Attack0.3817989
Insult0.48627716
Profanity0.10363861
Threat0.01940071
Severe Toxicity0.019998873
Moderate 0.47323486 Low Con 0.294
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent …
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent billions and aren't getting guns but this time they will and Chinese mercenaries have no ties so they will have no problem turning their guns on us. I believe he is planning a genocide of older people to save money on Healthcare after all death cures everything. His orange man bad narrative is going to come true if he thinks trump will put up with massive immigration and ccp soldiers in our military. Carney has so many conflicts of interest he is tanking canada on purpose so he can sell his green scam tech which surprise is owned by Brookfield a Canadian company which he moved to New York to avoid paying our high taxes. He is the biggest security threat to canada ever he is a madman ,arrogant prick that needs to go to jail along with his gangster liberal buddies. I cant believe how lefties believe his b.s every word out of his mouth is a lie. He attacks Pierre and he is not the government and says its a global problem. No its liberal mismanagement and corruption. The election is over after ontario and quebec votes because its gerrymandered with not enough seats out west because they think we are children and we pay the bills and no immigrants are working i get taxed 1500 on my 1450 pension to pay for these parasites. Carney talks out of the side of his mouth id love to play poker with him he cant lie worth shit. There is no way these policies are put in for any reason other than to impoverish us they are ridiculous. How about the teacher in hope b.c who got a 750,000 fine for a perfectly reasonable post about trans insanity. They say they are going to give it to lgbq+ offended teachers. You disagree with the government narrative they freeze your bank account, cancel you and bankrupt you all in violation of the charter of rights and freedoms. There not even trying to hide their dictatorship with their new kings clause where a company thats in with pm can basically break Canadian laws if pm says so. I hope ee get invaded i will never go to a hospital to die . In ontario 65 people got maid in 24 hours without talking to family and without life threatening conditions. This guy is a co trol freak has to be stopped now
Identity Attack0.43896464
Insult0.38852
Profanity0.1184936
Threat0.27243137
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535 Unverified_Claim
Feb 25, 2026 LILLEY UNLEASHED: The fall of …
All these people praying to false idols in the hundreds in India alone, when there is only One True Living God in Jesus Christ. Then look at all of the people in Asia and all …
All these people praying to false idols in the hundreds in India alone, when there is only One True Living God in Jesus Christ. Then look at all of the people in Asia and all around the world worshiping the antichrist in the Islamic faith, doing voodoo and black magics in Africa, Jamaica, Haiti, Mexico, Columbia and the list goes on, all serving Satan praying to false gods. The concept of "one way to God through Jesus" stems from the biblical declaration in John 14:6 where Jesus says, "I am the way, the truth, and the life. No one comes to the Father except through me". This Christian belief holds that Jesus's unique role as God's Son, his perfect life, and his sacrificial death for humanity's sins make him the sole mediator and the only path to reconciliation and salvation with God. Yes, praying to false idols is considered a grave sin, as it is a form of idolatry that violates the fundamental principle of worshipping only the one true God. Idolatry is defined as the worship of something other than God, including physical idols, created beings, or even earthly things, and is seen as a profound sin because it steals glory due to God and prioritizes something powerless over the all-powerful true God. To pray to false idols from different Nations was and still is a trick, lie and manipulation of the devil to ensure that you all burn for all eternity in Hell with Satan, when Jesus returns. This is not meant as an insult to people from other cultures but a word of Gods truth being shared so you too can be delivered from the evil in todays word when Jesus does return and He is coming. Not everyone is guilty of evil works of the devil but we are all guilty of sin in every nation and every culture. God gifted us with the death of Christ so we can be delivered form sin in todays world and saved from eternal damnation. No other offer is made to man except those who believe in Christ. Why do you think that they want to destroy Christianity and all who choose God in Christ. Satan knows his time is up and he wants you and your generations to suffer eternal damnation with him. Government employees doing acts of terror against Christian places of worship. This is who our Corrupt Governments hire, not to protect and serve the people but do literal acts of terror against them. https://youtu.be/uCLkFrPdhXw Just look at our government run businesses in the LCBO https://youtu.be/THQWvc3_jcc ,which appears to have a very high number of East Indian employees as staffers and the police do nothing against it or in defense of the taxpayer. It appears that many from India are doing the devils works against Canadians https://youtu.be/LfLzJX7kXuI What is Pierre Poilievre doing for our economy again, as he claims that he has more important things to do to save our economy than stand in defense of the Canadian people for our rights and freedoms. https://youtu.be/sJyC7yda2FE Lies all lies as he plays the role of Pinocchio. Canada Nation Defense for terrorists against the people of Canada and believers in Jesus Christ. health Canada scientists promoting death and illness promoting things that are harmful to pregnant women, fake science and forcing these things on people by threatening their incomes livelihoods and freedoms to have basic living essential and conditions. Canada Revenue robbing every tax payer until the have nothing left. Even in your death as they find new was to ensure that death comes sooner than later in our lives by creating suicide programs, and free drug programs, criminal release programs, allowing criminals to break into your home to steal, destroy and kill you and your family, inviting terrorist into the country and free to do whatever harm they want to the Canadian people. You go to jail and they are free to do it again. This story of capital gains https://youtu.be/c0OukNP1vZ8is even before Carneys new 2026 Capital gains tax laws on you initial home and property as well, not just secondary real estate. They are greedy and want everything that you have worked your whole life for. Truth be told though, they have being saying this the whole time "you will have nothing and be happy" All these things are real and are happening in Canada under this evil agenda of both the Federal and Provincial governments. You as Canadians need to arm yourselves with the power Of God in Jesus Name as His word warns us in Ephesians 6:12; For we wrestle not against flesh and blood, but against principalities, against powers, against the rulers of the darkness of this world, against spiritual wickedness in high places. If you still don't believe me, then ask yourself "What has any one of those fake politicians Federal and provincial done against any of these evil actions that have been forced onto the Canadian people since Trudeau too power ten years ago...That was rhetorical, that have done nothing but talk from both sides of their mouths. They have done nothing for the people but they have served themselves in every possible way as they are all guilty of taking your money and living high on the hog while you go broke, homeless and without food. They are true evil ang guilty of crimes against humanity. I vow as I decree and declare to my Father in the heavens in the name of Jesus, that I will pray for the good people of Canada against this evil and corruption every day. I hope that many of you will join me in these prayers IN THE MORNING AND AT NIGHT, for Him to defend us against our modern day Pharaoh in Canada and deliver us from our oppressors', as He did for Moses and his people in the Book of Exodus against that evil that Satan brought and is bring to us again today. Amen!
Identity Attack0.40713623
Insult0.26957804
Profanity0.11477985
Threat0.014393489
Severe Toxicity0.022064678
Moderate 0.3722269 Constructive 0.51 Meta_Commentary
Sep 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They kept us quiet by threatening us with the label of "racist" but now white people are fed up and now I don't care if you call me a racist because to me that only …
They kept us quiet by threatening us with the label of "racist" but now white people are fed up and now I don't care if you call me a racist because to me that only means that I am standing up for MY RACE and MY RACE made this country and MY RACE developed this country and MY RACE made the values that once made this country great and now I am ashamed of what the politicians have done to my once great country. The reason the birth rate dropped to nothing is because people can't afford children anymore, the cost of living is way to high to afford children.
Identity Attack0.38176915
Insult0.24928534
Profanity0.0961592
Threat0.013528148
Severe Toxicity0.017029278
Moderate 0.3625127 Constructive 0.524 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. It is nothing but people from India. They're Punjab, people from Nigeria, Africa, and the Philippines, and in my experience. I am a blind, white single woman who owns my condo and a perfect parking spot for 8 years. I have bean horrifically harassed, buy these people. Because I would not bow down to their demands to give them my parking stall. They used the Calgary city police as weapons against me. Calling them and telling them I am a child molester, because I was Videoing in public videoing, taking evidence Of what is going on around here? Witches, my constitutional right? They called the cops telling them, I am a racist, a drug dealer, and a killer. They almost we're successful in having my nephew arrested telling the police that he hit their little cockroaches. With his car, the black cop that I invited into my home stupidly. Was Very hot and waning arrest both of us, but there was no damage on the car. No damage on their little cockroaches, no charges, but the black cop 2 hours later cold because he wanted my nephew's license plate number. He was probably trying to catch him driving dirty, but never called back. So he didn't find anything. These people have threatened to shoot me. They have threatened big consequences. They have threatened to slap the f out of me. They have threatened to pop the pimples out of my eyes. And when they found out that I was blind, that's when they ramped up the harassment, the cops did nothing about the threats towards me when they told the cops that we I threatened to kill them. They are the ones that threaten to chop my nephew and his dog up. The cops never did anything about their threats. They told me to stay in my unit for safety or move for my safety. The condo corporation refuses to do anything as well. So if anyone nose a good civil rights lawyer, please reply to me. Because I fear for my life, this is no joke and because I have to move. I will have a good case to sue the condo corporation as I feel unsafe. These people from these countries do not like people. With disabilities, they believe that we are a curse and that we are a waste of society.
Identity Attack0.3780483
Insult0.32682732
Profanity0.14402086
Threat0.02250864
Severe Toxicity0.019998873
Moderate 0.36095104 Constructive 0.759 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Not sure why this isn’t country wide. I came to Canada as a legal immigrant 40 years ago worked and paid taxes my whole life. Pains me when I see fake refugee claimants getting free …
Not sure why this isn’t country wide. I came to Canada as a legal immigrant 40 years ago worked and paid taxes my whole life. Pains me when I see fake refugee claimants getting free dental while I pay through the nose. And many such injustices. Many fake refugees claimants say they are gay when they are not claim life threatened at home country but as soon as get documents run home for a visit…lThis government needs to stop making us hardworking folks pay for these abusers cause they want to be so called politically correct. I remember when Trudeau told all the migrants Trump wouldn’t tolerate to come to Canada. What a plonker.
Identity Attack0.37879246
Insult0.25007802
Profanity0.04867618
Threat0.012958534
Severe Toxicity0.010910034
Moderate 0.33338684 Constructive 0.597
Nov 24, 2025 Quebec Ends Economic Immigration Program …

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.