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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 #}

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Active: "Now that this is exposed. …" 87 comments · Page 1 of 4
Matter of time before someone exposes his racist ass for who he really is.
Matter of time before someone exposes his racist ass for who he really is.
Identity Attack0.36702603
Insult0.6120431
Profanity0.6321197
Threat0.0347677
Severe Toxicity0.16960317
Toxic 0.76197964 Low Con 0.157 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
It is clear that Carney and the sycophantic Liberals (emphasis on the first syllable) have to go; PERIOD. Let's stop making excuses for these moronic, stupid incompetent and corrupt individuals and get all the foreign …
It is clear that Carney and the sycophantic Liberals (emphasis on the first syllable) have to go; PERIOD. Let's stop making excuses for these moronic, stupid incompetent and corrupt individuals and get all the foreign interference compromised MPs exposed and charged immediately. Get the priorities straight here.
Identity Attack0.10221587
Insult0.7418356
Profanity0.26603898
Threat0.022335978
Severe Toxicity0.023076924
Moderate 0.6852916 Low Con 0.182 Insult Call_To_Action
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
From 5:12 is straight out racism! This kKK retard exposing his delulu views on Africans and Africa yet you give him audience
From 5:12 is straight out racism! This kKK retard exposing his delulu views on Africans and Africa yet you give him audience
Identity Attack0.5135796
Insult0.5678696
Profanity0.41194582
Threat0.046218675
Severe Toxicity0.2733782
Moderate 0.681338 Low Con 0.122 Identity Attack Insult Moral_Argument
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his get the ahh whooping he deserves. Bro does 3 videos on real journalism exposes real issues but runs back to his roots. RACISM 😂😂😂😂😂😂. I couldn't imagine flying around the world can't possibly be enjoying yourself cause he is too busy doing rat shit. And bothering people trying to assimilate into the country. But because a few are causing issues we have to make it look 👀👀 like it's bigger so the big guy can do some more of that negotiating he been doing. Everywhere he goes bullshit follows 😡😡😡
Identity Attack0.50515443
Insult0.5130944
Profanity0.46460027
Threat0.3203622
Severe Toxicity0.35368225
Moderate 0.6744087 Moderate Con 0.438 Identity Attack Insult
Jan 27, 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...
good one tyler expose these traitorus liberal gov scumbags destroying canada
good one tyler expose these traitorus liberal gov scumbags destroying canada
Identity Attack0.3072352
Insult0.67735565
Profanity0.29209393
Threat0.10389658
Severe Toxicity0.0475607
Moderate 0.64447093 Low Con 0.229 Insult Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Identity Attack0.10221587
Insult0.6831271
Profanity0.34536663
Threat0.049774777
Severe Toxicity0.023880709
Moderate 0.6407703 Moderate Con 0.339 Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
It's about damn time Bramladesh gets exposed!
It's about damn time Bramladesh gets exposed!
Identity Attack0.12556632
Insult0.3393024
Profanity0.57488567
Threat0.046541955
Severe Toxicity0.02604016
Moderate 0.5721988 Low Con 0.267 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If you have guts go and expose muslims
If you have guts go and expose muslims
Identity Attack0.57957685
Insult0.36798462
Profanity0.26631543
Threat0.49142194
Severe Toxicity0.17926651
Moderate 0.5532103 Low Con 0.239 Identity Attack Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
This video should be titled exposing racists, especially fatty on his scooter
This video should be titled exposing racists, especially fatty on his scooter
Identity Attack0.44690517
Insult0.46923602
Profanity0.26555094
Threat0.047835086
Severe Toxicity0.042180564
Moderate 0.53579444 Low Con 0.198 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same …
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same way California has done with other groups to the point they constantly vote Liberal. Canada is a complete shit show and the LMIA scams expose how big the rot is. I see more Turban in Toronto than Canadians its insane, it was not like this 20 or 30 years ago at all. Also the SIkhs/Panjabs in Canada will ultimately want an ethno state within Canada they have a lot more political power in Canada than in their native country .
Identity Attack0.4911651
Insult0.5130944
Profanity0.4185329
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.455 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA …
As a Indian born citizen of The USA. I love my country The United States of America. I support this content expose them Indians who are ungrateful and rape there country God bless The USA and Nothern Usa aka Canada.
Identity Attack0.56711763
Insult0.43450394
Profanity0.33453682
Threat0.44942492
Severe Toxicity0.3247677
Moderate 0.52007306 Constructive 0.505 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Read book Hitler's Priestess thesis i posted in past they reported my 3 ids to not expose their genocides of all races , anita Anand is Pm of Canada with rubber stamp Carney, Carney is …
Read book Hitler's Priestess thesis i posted in past they reported my 3 ids to not expose their genocides of all races , anita Anand is Pm of Canada with rubber stamp Carney, Carney is just drum beater to support Hindu cement collections cash collectors running world level drugs peddling child prostitution all hindus looted all indian banks to inavde white race to plant politicians which won't supprt rule of law of white race ,monkeys is arson symbol to burn everything which dont favor Hindutvaa saffron terrorist activities to expand mughals in each white country
Identity Attack0.55011386
Insult0.5101222
Profanity0.22703624
Threat0.2836219
Severe Toxicity0.17926651
Moderate 0.509388 Moderate Con 0.343 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Damn, thank you for exposing this. It's been happening for years
Damn, thank you for exposing this. It's been happening for years
Identity Attack0.01274247
Insult0.16853803
Profanity0.61633086
Threat0.009074804
Severe Toxicity0.023076924
Moderate 0.49139655 Moderate Con 0.491 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
People are calling the bike guy honest or funny, but if you actually listen to him, he’s just exposing how racist and uneducated he is.
People are calling the bike guy honest or funny, but if you actually listen to him, he’s just exposing how racist and uneducated he is.
Identity Attack0.18158256
Insult0.54471385
Profanity0.07223598
Threat0.008453408
Severe Toxicity0.016125489
Moderate 0.4850187 Low Con 0.261 Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
INDIAN PRINCIPLES EXPOSED FINALLY!!! DIFFERENT CULTURE IMPOSE!!! THERE HERE TO TAKE ADVANTAGE OF GOVERNMENT LOOPHOLE LEGALLY!!!LIKE SEVEN YEARS TAX BREAKS ON BUSINESS AFTER SELL IT TO FAMILY MEMBERS IT'S A CYCLE! WHEN HIRING ONLY INDIANS …
INDIAN PRINCIPLES EXPOSED FINALLY!!! DIFFERENT CULTURE IMPOSE!!! THERE HERE TO TAKE ADVANTAGE OF GOVERNMENT LOOPHOLE LEGALLY!!!LIKE SEVEN YEARS TAX BREAKS ON BUSINESS AFTER SELL IT TO FAMILY MEMBERS IT'S A CYCLE! WHEN HIRING ONLY INDIANS NEED TO APPLY! NOT HERE TO BUILT BETTER COUNTRY! BUT TO TAKE OVER ! MEXICANS NO SECRET NEVER DO CONSTRUCTION JOBS FOR INDIAN! WHEN FINISH ONLY PAY 10% FOR JOB ! HYGIENE DON'T USE TOILET PAPER INSTEAD LEFT HAND ! IN INDIA THEY POO OPEN AIR ! DON'T BELIEVE IN DEORANT! EVEN DOCTORS! THEY LIVE IN ALMOST MANSION INSIDE LIKE SHACKS ! THERE GOD IS NOT A COW IS MONEY! THERE HUNGRY FOR IT ! FROM EXPERIENCE LEARN THE HARD WAY AND PAY A PRICE! STAY AWAY FROM GAS STATION THERE KNOWN TO HAVE SKIMMERS.! THEY CREATE MAFIAS SELLING CELLULAR TO WORKING IN HOSPITALS!!!
Identity Attack0.4931391
Insult0.40975618
Profanity0.18171974
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.4850187 Moderate Con 0.491 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Thank you so much for exposing our garbage city. Been following you for a while, wish I knew you were here. I'd help show you worse then you came across.
Thank you so much for exposing our garbage city. Been following you for a while, wish I knew you were here. I'd help show you worse then you came across.
Identity Attack0.015958117
Insult0.5177041
Profanity0.108590275
Threat0.012130005
Severe Toxicity0.01502803
Moderate 0.47886392 Constructive 0.666 Insult Solidarity
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
thank you for exposing what these greedy capitalist TRAITORS are doing to our country. They are trying to REPLACE us with low wage workers.
thank you for exposing what these greedy capitalist TRAITORS are doing to our country. They are trying to REPLACE us with low wage workers.
Identity Attack0.12735364
Insult0.5130944
Profanity0.07126612
Threat0.009722093
Severe Toxicity0.015350811
Moderate 0.46186632 Moderate Con 0.421 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Don't come india your mindset exposed you , what is your intention, your vedio only target to india it show your mindset ,
Don't come india your mindset exposed you , what is your intention, your vedio only target to india it show your mindset ,
Identity Attack0.36702603
Insult0.3388922
Profanity0.1352073
Threat0.026307223
Severe Toxicity0.023364257
Moderate 0.4269174 Low Con 0.207 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Please expose texas and the Indian scam
Please expose texas and the Indian scam
Identity Attack0.46028158
Insult0.37392882
Profanity0.13961408
Threat0.05236103
Severe Toxicity0.023076924
Moderate 0.42129645 Low Con 0.193 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro india hate mindset exposed
Bro india hate mindset exposed
Identity Attack0.4482637
Insult0.3388922
Profanity0.20375896
Threat0.036839653
Severe Toxicity0.02378681
Moderate 0.41168427 Low Con 0.245 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If you're out here going "oh poor Canada, I hope they fix this immigration issue"... But you downplay the US..... Stay the hell out of the US 😂 the OP is cool tho, he's tryna …
If you're out here going "oh poor Canada, I hope they fix this immigration issue"... But you downplay the US..... Stay the hell out of the US 😂 the OP is cool tho, he's tryna expose it
Identity Attack0.2803029
Insult0.34101152
Profanity0.35597226
Threat0.018882722
Severe Toxicity0.023076924
Moderate 0.41168427 Moderate Con 0.431 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Do u expose grôomers? When yes r u pedophobe?
Do u expose grôomers? When yes r u pedophobe?
Identity Attack0.10221587
Insult0.39743927
Profanity0.2347036
Threat0.039602257
Severe Toxicity0.02373986
Moderate 0.39915034 Low Con 0.266 Question
Feb 15, 2026 Inside Canada's Indian Invasion...
Wait till they start exposing the scam colleges and the scam Indian trucking licenses.
Wait till they start exposing the scam colleges and the scam Indian trucking licenses.
Identity Attack0.39966375
Insult0.40243408
Profanity0.08904689
Threat0.012337137
Severe Toxicity0.015802706
Moderate 0.39842087 Low Con 0.103 Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Identity Attack0.35948995
Insult0.24767025
Profanity0.29209393
Threat0.02440793
Severe Toxicity0.023645958
Moderate 0.38601747 Constructive 0.575 Identity_Assertion
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.