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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: "You have crossed our border …" 68 comments · Page 1 of 3
Who want to cross that border anymore, a total piece of crap country, with even worse leadership
Who want to cross that border anymore, a total piece of crap country, with even worse leadership
Identity Attack0.012611309
Insult0.92108315
Profanity0.66630256
Threat0.0012754737
Severe Toxicity0.00020931811
Toxic 0.9787394 Insult Identity_Assertion
Dec 11, 2025 1 likes
my dumb ass thought he would actually cross the border.
my dumb ass thought he would actually cross the border.
Identity Attack0.051580742
Insult0.5130944
Profanity0.7181329
Threat0.01238892
Severe Toxicity0.16960317
Toxic 0.8403191 Moderate Con 0.352 Insult Humor_Satire
Feb 22, 2026 Inside Canada's Indian Invasion...
Shoot all illegals! No matter what! If you cross a border illegally to come to North America you are fair game. I agree with the lady that said the influx of illegal foreigners is RETARDED! …
Shoot all illegals! No matter what! If you cross a border illegally to come to North America you are fair game. I agree with the lady that said the influx of illegal foreigners is RETARDED! Stop coming here! You are NOT WELCOME HERE!!!!!!!! Go back to where you came from.
Identity Attack0.6682205
Insult0.6109131
Profanity0.36902615
Threat0.6943677
Severe Toxicity0.45895407
Toxic 0.83334327 Moderate Con 0.35 Identity Attack Insult Threat Fear_Threat
Jan 29, 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...
I have no sympathy for any Canadian that crosses the border at this point. Just as brainless as the Yankee doodles.
I have no sympathy for any Canadian that crosses the border at this point. Just as brainless as the Yankee doodles.
Identity Attack0.08970363
Insult0.5150182
Profanity0.00050681824
Threat0.00079605915
Severe Toxicity0.000015781674
Moderate 0.6255485 Insult Identity_Assertion
Dec 10, 2025
Darn. Joanie is exactly describing PP's wife, who crossed our border illegally and has been living high off the hog for years on end now in a taxpayer funded mansion, with servants. Huh.
Darn. Joanie is exactly describing PP's wife, who crossed our border illegally and has been living high off the hog for years on end now in a taxpayer funded mansion, with servants. Huh.
Identity Attack0.10221587
Insult0.41530323
Profanity0.45190978
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.47323486 Moderate Con 0.383 Unverified_Claim
Feb 23, 2026 3 likes 'We do know that there's …
You are gonna make the orange man mad at us canadians more for illegal border crossings pls no we are getting raped enough by tariffs
You are gonna make the orange man mad at us canadians more for illegal border crossings pls no we are getting raped enough by tariffs
Identity Attack0.21668483
Insult0.2838064
Profanity0.21564959
Threat0.12382901
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.327 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I'm an Indian and Punjab is the worst state where all the drugs, criminals, illegal border crossings, rape, human traffickers and terrorism, gangs, gang violence connecting with khalistan are raised and they just have plenty …
I'm an Indian and Punjab is the worst state where all the drugs, criminals, illegal border crossings, rape, human traffickers and terrorism, gangs, gang violence connecting with khalistan are raised and they just have plenty of land plus black money which gives them power. Sad some of the states have totally put the whole country name to such a shame and have never evolved from such a mindset. I just pray Indians to represent their country abroad as a better citizen and respect their laws and culture.
Identity Attack0.44690517
Insult0.36537176
Profanity0.20916378
Threat0.12689553
Severe Toxicity0.031420294
Moderate 0.38601747 Constructive 0.704 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
thats crazy, ppl are illegally crossing the us border from canada to get into the us, thats crazy
thats crazy, ppl are illegally crossing the us border from canada to get into the us, thats crazy
Identity Attack0.11163961
Insult0.37960073
Profanity0.09195647
Threat0.008065036
Severe Toxicity0.0104522705
Moderate 0.37751234 Low Con 0.275 Comparative_Framing
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Those indian students may have crossed U.S. border and now Trump is kicking them back to their home country
Those indian students may have crossed U.S. border and now Trump is kicking them back to their home country
Identity Attack0.44690517
Insult0.14331897
Profanity0.08904689
Threat0.13815513
Severe Toxicity0.019482423
Moderate 0.37751234 Low Con 0.255 Comparative_Framing
Oct 2, 2025 IRCC Names India in Study …
They are given 50,000 and I'm given nothing to start up my family while being born here and being raised in a poor family! Also those crossing the border Illgeally should be treated like criminals! …
They are given 50,000 and I'm given nothing to start up my family while being born here and being raised in a poor family! Also those crossing the border Illgeally should be treated like criminals! Can I go to your country illegally? So why with mine??? More people made rent higher, lower wages from competition and traffic is crazy now! Immigration has helped anyone but the immigrant and made my life harder.. all for being nice. Being nice doenst have any benefits except for being Walked on. Trudeau is just trying to buy votes
Identity Attack0.28034934
Insult0.3388922
Profanity0.06746418
Threat0.010395273
Severe Toxicity0.015867263
Moderate 0.36095104 Constructive 0.706
Jan 15, 2019 How much do refugees and …
I bet that all those Indian students crossed the border and are in the US. It's time for the Trump administration to militarized the northern border. Canada can't be trusted.
I bet that all those Indian students crossed the border and are in the US. It's time for the Trump administration to militarized the northern border. Canada can't be trusted.
Identity Attack0.38223284
Insult0.1469393
Profanity0.022969801
Threat0.013269233
Severe Toxicity0.010604858
Moderate 0.3302291 Moderate Con 0.387 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
All those indian went to cross the us border... that reason trump put all...
All those indian went to cross the us border... that reason trump put all...
Identity Attack0.40158966
Insult0.11172232
Profanity0.03840541
Threat0.010938995
Severe Toxicity0.01412424
Moderate 0.3266089 Low Con 0.256 Comparative_Framing
Oct 3, 2025 IRCC Names India in Study …
You obviously have never read the United Nations Document - The Replacement. We are paying for hotels, food, housing and a percentage of their paycheque through our taxes, Federal, Provincial and Municipal. Canadians cannot find …
You obviously have never read the United Nations Document - The Replacement. We are paying for hotels, food, housing and a percentage of their paycheque through our taxes, Federal, Provincial and Municipal. Canadians cannot find jobs because they hire the illegals. I will not call them immigrants. Immigrants came here legally. Illegals have been flying in claiming asylum, still crossing our borders and given special treatment. WE ARE MAD AT THE IMMIGRANTS - THEY KNOW THEY HAVE IT MADE
Identity Attack0.34649673
Insult0.18852992
Profanity0.01893901
Threat0.008764107
Severe Toxicity0.011749268
Moderate 0.31963667 Constructive 0.594 Unverified_Claim
Aug 25, 2025 Why Canadians Are Turning Against …
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or …
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or an irregular crossing he did not want to turn into a national morality play. For years, he has warned Canadians that the country is being overrun by “illegal border crossers,” “queue jumping asylum seekers,” and “abusers of the system.” He delivers these warnings with the solemnity of a man announcing a biblical plague, not a handful of exhausted families walking across a ditch in Quebec. In Poilievre’s political universe, Roxham Road is not a rural footpath. It is a symbol of national decline. It is chaos incarnate. It is the place where the rule of law goes to die. It is, in short, the perfect stage upon which he can perform his favorite role: the lone defender of order in a world gone soft. At least, that is the story he tells the public. The private story, as publicly reported, is considerably less heroic. The Public Record That Refuses to Behave: According to reporting from The Breach and the National Observer, someone described as the uncle of Poilievre’s spouse has an immigration history that reads like a greatest hits compilation of everything Poilievre claims to oppose. The reporting outlines that he entered Canada and made a refugee claim. That claim was refused. A deportation order was issued. He later re-entered Canada through Roxham Road. He then filed a humanitarian and compassionate application. Poilievre’s spouse reportedly helped prepare that application. This is not fringe gossip. This is what journalists documented through correspondence, interviews, and immigration records. In other words, the exact pathway Poilievre condemns as “abuse of the system” is the same pathway publicly reported to have been used by someone connected to him. And suddenly, the man who treats Roxham Road like a national security breach becomes quieter than a library at midnight. The slogans stop. The outrage evaporates. The border, once a sacred line, becomes a flexible suggestion. The Rhetoric: A Symphony of Outrage: Poilievre’s immigration rhetoric is a carefully orchestrated performance. He warns that irregular border crossings undermine the rule of law. He insists humanitarian and compassionate applications are loopholes. He claims the system is being gamed. He declares that Canada must “take back control.” He delivers these lines with the moral certainty of a man who believes compassion is a gateway drug. In his speeches, asylum seekers are not people. They are symbols. They are props. They are the raw material from which he fashions his political identity. He is the sheriff. They are the threat. The border is the battleground. And Canada is the damsel in distress. It is a compelling narrative. It is also a narrative that collapses the moment it becomes personally inconvenient. The Reality: A Study in Elastic Principles: When someone connected to Poilievre uses the very same system he condemns, the rules change with breathtaking speed. Irregular border crossings are no longer a crisis. They are a misunderstanding. A technicality. A regrettable but understandable choice. Humanitarian and compassionate applications are no longer loopholes. They are legitimate pathways. Necessary tools. Evidence of a compassionate system. The border is no longer a sacred line. It is a suggestion. A guideline. A flexible concept open to interpretation. It is a remarkable transformation, like watching a man insist that jaywalking is a crime against humanity until his friend does it, at which point it becomes a misunderstood act of civic expression. The Political Convenience of Shifting Standards: Poilievre’s political identity is built on the idea that he alone will restore order. He alone will enforce the rules. He alone will protect Canada from the chaos of irregular migration. But the moment the rules become inconvenient, they are no longer rules. They are preferences. They are vibes. They are whatever he needs them to be in the moment. This is not a minor contradiction. It is a fundamental collapse of the moral architecture he has built his political brand upon. If irregular crossings are a crisis, then they are a crisis for everyone. If humanitarian applications are loopholes, then they are loopholes for everyone. If the system is broken, then it is broken for everyone. But Poilievre’s version of justice is not universal. It is conditional. It is situational. It is deeply, profoundly personal. The Broader Pattern: Institutions Are Sacred Until They Are Not: This is not the first time Poilievre’s principles have proven to be more flexible than advertised. He has attacked the Supreme Court of Canada when its rulings do not align with his political needs. He has accused the justice system of being too lenient when it suits him and too harsh when it does not. He has framed himself as the defender of institutions while undermining them whenever they become inconvenient. It is a pattern. It is a habit. It is a worldview. And it reveals something essential about his politics. For Poilievre, institutions are not pillars of democracy. They are tools. They are props. They are instruments to be used when helpful and discarded when not. The Satirical Truth: A Philosophy in One Sentence: Pierre Poilievre’s immigration philosophy can now be summarized with clinical precision: Canada must crack down on irregular border crossings, except for the ones that are fine. And he will decide which ones are fine. It is a stance that bends so far backward it could qualify for a gymnastics medal. It is a stance that reveals more about political convenience than national security. It is a stance that exposes the gap between what Poilievre says and what Poilievre does. And it is a stance that makes one thing abundantly clear. Polievre's Hypocrisy
Identity Attack0.10221587
Insult0.28586254
Profanity0.023379711
Threat0.00866054
Severe Toxicity0.007209778
Moderate 0.30439767 Constructive 0.557 Policy_Critique
Feb 23, 2026 LILLEY UNLEASHED: The fall of …
To be honest, the border is wayy too easy to cross. I literally crossed it by accident while fishing in New Brunswick, had no frkg idea until some Americans came by and noticed my accent😭
To be honest, the border is wayy too easy to cross. I literally crossed it by accident while fishing in New Brunswick, had no frkg idea until some Americans came by and noticed my accent😭
Identity Attack0.12208464
Insult0.0838533
Profanity0.34682226
Threat0.009903334
Severe Toxicity0.014963473
Low Tox 0.29771072 Moderate Con 0.465 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
You’re wild for crossing the border Andrew Callaghan just got arrested for doing the same thing like a less than a year ago
You’re wild for crossing the border Andrew Callaghan just got arrested for doing the same thing like a less than a year ago
Identity Attack0.020681098
Insult0.15556364
Profanity0.066963166
Threat0.012440704
Severe Toxicity0.0073242188
Low Tox 0.25462922 Moderate Con 0.303 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
An Indian family consisting of a mother and father and their 11 and 3 year old children froze to death in the middle of a Manitoba blizzard while trying to cross the border illegally into …
An Indian family consisting of a mother and father and their 11 and 3 year old children froze to death in the middle of a Manitoba blizzard while trying to cross the border illegally into the US. They also payed an Indian human smuggler to get them across the border. Human smuggling is far more prevalent than any of us realize
Identity Attack0.26155844
Insult0.06529768
Profanity0.022764845
Threat0.03787563
Severe Toxicity0.008926392
Low Tox 0.22846605 Moderate Con 0.492 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
People who cross the border illegally are not Canadian citizens and we should pay them 0.
People who cross the border illegally are not Canadian citizens and we should pay them 0.
Identity Attack0.20680901
Insult0.06302499
Profanity0.014600786
Threat0.013321015
Severe Toxicity0.0063705444
Low Tox 0.20705862 Low Con 0.199
Mar 17, 2019 1 likes How much do refugees and …
LOL 11:43 This border crossing is in the area I live in Vermont. Crossed it many times. I would highly recommend you do not come across illegally.
LOL 11:43 This border crossing is in the area I live in Vermont. Crossed it many times. I would highly recommend you do not come across illegally.
Identity Attack0.048995655
Insult0.058475737
Profanity0.027273865
Threat0.010576514
Severe Toxicity0.0049972534
Low Tox 0.19124292 Constructive 0.69 Personal_Narrative
Jan 27, 2026 20 likes Inside Canada's Indian Invasion...
like the person who comes under a student visa, is here for months or years, and then when it comes time for them to go home, they make an asylum claim? If a claim is …
like the person who comes under a student visa, is here for months or years, and then when it comes time for them to go home, they make an asylum claim? If a claim is not made the minute they cross the border, they are totally bogus.
Identity Attack0.027614836
Insult0.083112895
Profanity0.020783609
Threat0.0074954215
Severe Toxicity0.0024795532
Low Tox 0.16851899 Moderate Con 0.316 Policy_Critique
Feb 24, 2026 6 likes 'We do know that there's …
Dude, you haven't been "human-trafficked". You voluntarily hired the services of a smuggler -- just like everyone else who wants to cross a border illegally.
Dude, you haven't been "human-trafficked". You voluntarily hired the services of a smuggler -- just like everyone else who wants to cross a border illegally.
Identity Attack0.031206898
Insult0.07491849
Profanity0.015932998
Threat0.007741391
Severe Toxicity0.0032424927
Low Tox 0.16331999 Moderate Con 0.366 Policy_Critique
Feb 19, 2026 Inside Canada's Indian Invasion...
Canadian government officials saying that illegal border crossings to USA does not exist !!! BS!!!
Canadian government officials saying that illegal border crossings to USA does not exist !!! BS!!!
Identity Attack0.049761772
Insult0.06652143
Profanity0.062454045
Threat0.0071717775
Severe Toxicity0.004787445
Low Tox 0.16331999 Low Con 0.159 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
omg, you don't need a human smuggler to get from Canada to the US. just go to any wooded border area where there's no official border crossing point and hike over it, gee people are …
omg, you don't need a human smuggler to get from Canada to the US. just go to any wooded border area where there's no official border crossing point and hike over it, gee people are dense.
Identity Attack0.030691283
Insult0.06858205
Profanity0.021945024
Threat0.009592636
Severe Toxicity0.0038909912
Low Tox 0.15822013 Low Con 0.235 Humor_Satire
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll …
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll money comes after tax. Maybe minor fraction like (0.01%) might be working in cash not paying tax. It’s just their frustration speaking. Almost all Indian immigrants are not refugee that they come free to Canada and live in hotels for free. Indian immigrants are economic immigrants, who came here legally with investing big money and working in country and giving back. Most people in this video are confusing refugee with Indian immigrants. Indian immigrants don’t get any extra benefits than any other Canadians, even gets less or exploited by locals…
Identity Attack0.120924085
Insult0.058475737
Profanity0.018324144
Threat0.0068999166
Severe Toxicity0.003376007
Low Tox 0.15490346 Constructive 0.797 Policy_Critique
Nov 25, 2025 Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.