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Canadian Immigration Dashboard [ CID ]
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: "Canada is invaded by US. …" 13 comments
Canadian here. These scumbags turned my once hippie ass into the biggest racist ever. I fucking despise them. They have destroyed Canada. I moved to Vancouver briefly and fuck me. I went home back to …
Canadian here. These scumbags turned my once hippie ass into the biggest racist ever. I fucking despise them. They have destroyed Canada. I moved to Vancouver briefly and fuck me. I went home back to alberta so fast, and then these cockroaches invaded us here too. It’s become so dirty everywhere.
Identity Attack0.6458014
Insult0.75027496
Profanity0.844891
Threat0.13566011
Severe Toxicity0.46477664
Toxic 0.90451443 Moderate Con 0.409 Identity Attack Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
This is just more of the juice Kalergi Plan to enforce white replacement of all western countries. If citizens had any courage they would organize and kick them out of once white Canada. The only …
This is just more of the juice Kalergi Plan to enforce white replacement of all western countries. If citizens had any courage they would organize and kick them out of once white Canada. The only way to save Canada, America, Europe, and western countries is mass deportation and shut the borders! Most of us don't want your stinky invaders here nor your bullsh*t non assimilating cultures! GTFO!
Identity Attack0.57957685
Insult0.6308392
Profanity0.5013569
Threat0.13815513
Severe Toxicity0.23225145
Moderate 0.6863638 Low Con 0.266 Identity Attack Insult Unverified_Claim
Feb 20, 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...
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Canada is invaded by US. United States is one of the most evil countries on the planet. Love you, Canada.
Canada is invaded by US. United States is one of the most evil countries on the planet. Love you, Canada.
Identity Attack0.48915586
Insult0.40189892
Profanity0.06495911
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.43965456 Low Con 0.299 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
People from India have to assimilate! Government sholud not allow worship statutes/temples. They are invading this country. Canada should mostly allow people from north america (US, Mex) or europe, Not Asia, nor Middle East, not …
People from India have to assimilate! Government sholud not allow worship statutes/temples. They are invading this country. Canada should mostly allow people from north america (US, Mex) or europe, Not Asia, nor Middle East, not Russia, etc...
Identity Attack0.46028158
Insult0.15911613
Profanity0.026044132
Threat0.009256045
Severe Toxicity0.019224197
Moderate 0.37458646 Moderate Con 0.311 Identity_Assertion
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
You all are missing the point . SEE THE BIG PICTURE!!!!! WHEN USA 🇺🇸 INVADES A “COUNTRY” !!! ITS ALIES HAVE TO OBEY USA 🇺🇸 RULES !! So they so called “ THE OPPOSITION” get …
You all are missing the point . SEE THE BIG PICTURE!!!!! WHEN USA 🇺🇸 INVADES A “COUNTRY” !!! ITS ALIES HAVE TO OBEY USA 🇺🇸 RULES !! So they so called “ THE OPPOSITION” get transformed onto “ REFUGEES “ and temporarily student visas !! . So , ALL THOSE PEOPLE ARE SEND TO , CANADA ,GERMANY , FRANCE , ENGLAND , ITALY ,USA!!! . And that’s the price any country pays , TO BELONG TO “ NATO” . It’s up to Us , to rescue Canada 🇨🇦!! Before is too late !! . NEW IMMIGRANTS!! Please , INTEGRATE!! ,ADAPT , to this country !! OR GO BACK TO YOUR COUNTRY AND FIGHT FOR YOUE FREEDOM and RIGHTS!!!! But STOP TERRAFORMING THIS COUNTRY !! Once upon a time, IT WAS A GREAT COUNTRY !!!
Identity Attack0.2823795
Insult0.16846494
Profanity0.047674157
Threat0.015947454
Severe Toxicity0.020127986
Moderate 0.3266089 Moderate Con 0.45
Sep 16, 2025 1 likes Why Canadians Are Turning Against …
Canada is fighting the US while being invaded by India. Lol
Canada is fighting the US while being invaded by India. Lol
Identity Attack0.37361985
Insult0.1087965
Profanity0.049177196
Threat0.039602257
Severe Toxicity0.0126394415
Moderate 0.32236105 Low Con 0.099
Oct 1, 2025 1 likes IRCC Names India in Study …
If you order a dish you will get every content of it not the cheese only. ... Illegal immigration is always worst but you have invaded countries together with United States, canada supported US Karma …
If you order a dish you will get every content of it not the cheese only. ... Illegal immigration is always worst but you have invaded countries together with United States, canada supported US Karma always hits back
Identity Attack0.1294935
Insult0.070799805
Profanity0.0138151245
Threat0.008556974
Severe Toxicity0.004558563
Low Tox 0.1996317 Moderate Con 0.379 Moral_Argument
Nov 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
A reckoning is coming for the people who do not want to assimilate to our customs and norms Canadians tolerate a lot of abuse and just smile and look the other way hoping people will …
A reckoning is coming for the people who do not want to assimilate to our customs and norms Canadians tolerate a lot of abuse and just smile and look the other way hoping people will realize how they are acting eventually and change their behavior the people from the middle east your gonna start a civil war. I am Canadian my family been here for many generations don't think for one second this place is gonna turn into the middle east Canada was the first to invade and liberate the Netherlands from the nazis don't for a second think we won't act that way on our own soil to people who disrespect us at home during covid the government got lucky that we were peaceful what happens when you corner a wild animal people are gonna find out
Identity Attack0.08004672
Insult0.0670459
Profanity0.019553876
Threat0.016810767
Severe Toxicity0.0052261353
Low Tox 0.15822013 Constructive 0.639
Aug 25, 2025 Why Canadians Are Turning Against …
The globalist WON... it is now IMPOSSIBLE for the global landmass formally known as "canada" to recover. These people will out breed us 4 to 1 AT LEAST. Even if the invasion was to be …
The globalist WON... it is now IMPOSSIBLE for the global landmass formally known as "canada" to recover. These people will out breed us 4 to 1 AT LEAST. Even if the invasion was to be stopped IF the liberals lose in 4 years it's too late. The worlds second largest country will be occupied and owned by the worlds 1st and 2nd largest populations... india and china. The irony of "canada" which has worlds largest untapped resources of oil, natural gas, minerals, forestry, tourism being in the hands of INDIA AND CHINA is laughable. The liberals/ndp/globalist have zero foresight, literally zero! India and china will rape this land and it's people, they will drain Lake Louise just for lost coins. If the natives think they will abide by some land treaty they are kidding themselves. 10 MILLION invaders per YEAR is nothing for these 2 countries. CANADA IS DESTROYED, IT'S ONLY A MATTER OF TIME.
Identity Attack0.04564415
Insult0.0638991
Profanity0.017162729
Threat0.008414571
Severe Toxicity0.0038337708
Low Tox 0.13388206 Moderate Con 0.318 Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Liberal is like Democrats when it comes to immigration, we need trump version to save Canada heritage because the foreign countries are slowly changing the culture, religion, businesses, jobs and etc. They do not need …
Liberal is like Democrats when it comes to immigration, we need trump version to save Canada heritage because the foreign countries are slowly changing the culture, religion, businesses, jobs and etc. They do not need a military forces to take over Canada, it's already been invaded from "WITHIN" and some Canadian are worried about the US invading this country.
Identity Attack0.05612817
Insult0.02657372
Profanity0.0117997285
Threat0.008052089
Severe Toxicity0.0021839142
Low Tox 0.09828771 Moderate Con 0.473 Fear_Threat
Nov 22, 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.