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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: "Who will be the loser …" 47 comments · Page 1 of 2
dudes farming off hate , what a fucking loser.
dudes farming off hate , what a fucking loser.
Identity Attack0.15303208
Insult0.82974654
Profanity0.89909166
Threat0.03787563
Severe Toxicity0.45895407
Toxic 0.944597 Low Con 0.119 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Loser straight up this guy is loving for these dumb fucks. We hate them here. 11:11
Loser straight up this guy is loving for these dumb fucks. We hate them here. 11:11
Identity Attack0.2949366
Insult0.7967344
Profanity0.83974665
Threat0.09929679
Severe Toxicity0.45895407
Toxic 0.944597 Low Con 0.127 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Look at the loser sucking up to a certain demographic again. He knew his Scientology video wasn’t going to do numbers so went straight to harassing immigrants. Spineless bitch
Look at the loser sucking up to a certain demographic again. He knew his Scientology video wasn’t going to do numbers so went straight to harassing immigrants. Spineless bitch
Identity Attack0.46028158
Insult0.802824
Profanity0.7785769
Threat0.060766358
Severe Toxicity0.4195425
Toxic 0.90451443 Low Con 0.143 Insult Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
@MyReply_MyChannelBio_forBots keep crying bloody muslim 😂😂😂😂 i can't understand what urdu shit u speaking. I can understand that u r frustrated and is a loser 😂😂😂😂😂😂 coz u can't do shit 😂😂😂😂 bloody muslim 🤮🤮🤮🤮🇵🇰🖕
@MyReply_MyChannelBio_forBots keep crying bloody muslim 😂😂😂😂 i can't understand what urdu shit u speaking. I can understand that u r frustrated and is a loser 😂😂😂😂😂😂 coz u can't do shit 😂😂😂😂 bloody muslim 🤮🤮🤮🤮🇵🇰🖕
Identity Attack0.6990888
Insult0.7775208
Profanity0.70864636
Threat0.44185185
Severe Toxicity0.66102874
Toxic 0.8988238 Low Con 0.277 Identity Attack Insult Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Last time I checked the Canadian economy was heavily dependent on indian immigration. You can kick them out. But remember no one gives a shit about Canada. Once we invade your asses yall gonna be …
Last time I checked the Canadian economy was heavily dependent on indian immigration. You can kick them out. But remember no one gives a shit about Canada. Once we invade your asses yall gonna be Called Americans...fucking sorry losers
Identity Attack0.53446084
Insult0.7418356
Profanity0.7796426
Threat0.34804323
Severe Toxicity0.44969136
Toxic 0.8629672 Low Con 0.247 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
the guy with the bike l, who spoke with brown jacket, his apartment probably smells like shit, his definitely a loser He can talk shit as much as he wants but he didnt even get …
the guy with the bike l, who spoke with brown jacket, his apartment probably smells like shit, his definitely a loser He can talk shit as much as he wants but he didnt even get accepted by white ppl
Identity Attack0.55044734
Insult0.7090544
Profanity0.7785769
Threat0.02924249
Severe Toxicity0.35368225
Toxic 0.85850734 Low Con 0.265 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
If you whites are so tired of this shit then ban immigration losers, you are stealing the manpower we need for our development. The same future you stole from us with your colonialism and then …
If you whites are so tired of this shit then ban immigration losers, you are stealing the manpower we need for our development. The same future you stole from us with your colonialism and then you have the audacity to call us all sorts of names. Even if you may be right; remember that this is all your doing. Otherwise we know how clean London was even in the victorian era and how civilised you were when the Roman kicked your asses.
Identity Attack0.6007182
Insult0.66500133
Profanity0.73341435
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.8364697 Moderate Con 0.321 Identity Attack Insult Moral_Argument
Feb 12, 2026 3 likes Inside Canada's Indian Invasion...
Why are you giving this loser a voice he’s a nobody and we here in Alberta fired his ass
Why are you giving this loser a voice he’s a nobody and we here in Alberta fired his ass
Identity Attack0.084182754
Insult0.7418356
Profanity0.5643384
Threat0.26849106
Severe Toxicity0.21902075
Toxic 0.83334327 Low Con 0.273 Insult Meta_Commentary
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Bloody loser ask ur govt??? Why they lettin Indian migrate?? Ur earnin from us lmao racist
Bloody loser ask ur govt??? Why they lettin Indian migrate?? Ur earnin from us lmao racist
Identity Attack0.46028158
Insult0.71027446
Profanity0.41081807
Threat0.044602267
Severe Toxicity0.35368225
Toxic 0.7998551 Low Con 0.185 Insult Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
He’s a loser he’s got egg on his face you need to punish him
He’s a loser he’s got egg on his face you need to punish him
Identity Attack0.099072486
Insult0.7497506
Profanity0.38483799
Threat0.49142194
Severe Toxicity0.23224801
Toxic 0.78207105 Low Con 0.202 Insult
Dec 9, 2025 IRCC Names India in Study …
This is piss poor reporting and why Tyler will never make it as a serious journalist. He just goes around the world being racist. A real loser
This is piss poor reporting and why Tyler will never make it as a serious journalist. He just goes around the world being racist. A real loser
Identity Attack0.11280017
Insult0.755201
Profanity0.38063943
Threat0.009929225
Severe Toxicity0.06101104
Toxic 0.75208336 Low Con 0.18 Insult Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Look at Surrey Mayor 😂😂😂 she looks like a loser.
Look at Surrey Mayor 😂😂😂 she looks like a loser.
Identity Attack0.033527173
Insult0.7775208
Profanity0.22429734
Threat0.007598988
Severe Toxicity0.022839356
Toxic 0.7252971 Low Con 0.163 Insult Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
why are losers always blamming immigratns, its funny? you are saying there is no successful whites there rofl... locals always hate it when outsiders succeed more than them.. just losers
why are losers always blamming immigratns, its funny? you are saying there is no successful whites there rofl... locals always hate it when outsiders succeed more than them.. just losers
Identity Attack0.48949075
Insult0.71120167
Profanity0.22562476
Threat0.009566744
Severe Toxicity0.024350211
Toxic 0.72028047 Low Con 0.251 Insult
Dec 8, 2025 Inside Canada's Indian Metropolis (Brampton)
This is such bull. Country for losers.
This is such bull. Country for losers.
Identity Attack0.36702603
Insult0.7065844
Profanity0.28938356
Threat0.0091524795
Severe Toxicity0.02416241
Toxic 0.71760553 Low Con 0.117 Insult Identity_Assertion
Jun 10, 2025 Canadian Citizenship Test 2025 – …
Indian money, students, businesses are keeping the Canadian economy afloat. Deal with it! Dienfranchised Unemployed Impoverished Homeless Anglos on the Dole can take a hike! You have no contribution to the GDP of Canada. Pathetic …
Indian money, students, businesses are keeping the Canadian economy afloat. Deal with it! Dienfranchised Unemployed Impoverished Homeless Anglos on the Dole can take a hike! You have no contribution to the GDP of Canada. Pathetic Whiny Losers!
Identity Attack0.4139151
Insult0.72756535
Profanity0.19032755
Threat0.009540852
Severe Toxicity0.02439716
Toxic 0.7105462 Low Con 0.186 Insult Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Sad people in east loser criminal so many criminals in liberals government so sad loser people
Sad people in east loser criminal so many criminals in liberals government so sad loser people
Identity Attack0.2949366
Insult0.71120167
Profanity0.22213541
Threat0.009955117
Severe Toxicity0.027833538
Moderate 0.6989911 Low Con 0.094 Insult
Sep 28, 2025 IRCC Names India in Study …
5:31 this guy is the type of person who is a loser and only blames others, typical discord mod build racist too. 😂
5:31 this guy is the type of person who is a loser and only blames others, typical discord mod build racist too. 😂
Identity Attack0.28034934
Insult0.6149945
Profanity0.32658687
Threat0.018364733
Severe Toxicity0.16960317
Moderate 0.687436 Low Con 0.197 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to …
If you're not working by in group preferences by now you're part of the problem...prioritize your people or watch them be destroyed. And going through the comments its sad how many losers are proud to not be having kids...you are self deleting and literally giving up like a bunch of weak whinny selfish little babies...you are truly a pathetic bunch of weaklings smh
Identity Attack0.06294931
Insult0.72756535
Profanity0.26631543
Threat0.035803676
Severe Toxicity0.02449106
Moderate 0.6852916 Low Con 0.287 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Trailer trash white people can't find a job now they are blaming Africans for their failures . Make it make sense. Sounds like a loser to me.
Trailer trash white people can't find a job now they are blaming Africans for their failures . Make it make sense. Sounds like a loser to me.
Identity Attack0.6106996
Insult0.64537907
Profanity0.34536663
Threat0.01238892
Severe Toxicity0.16960317
Moderate 0.68408644 Low Con 0.129 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Ship those smelly losers back
Ship those smelly losers back
Identity Attack0.10815793
Insult0.6991143
Profanity0.33453682
Threat0.13815513
Severe Toxicity0.055630904
Moderate 0.6827122 Low Con 0.2 Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I will tolerate any immigrants but never indian cow worshipper 😡 Never these insecure losers...
I will tolerate any immigrants but never indian cow worshipper 😡 Never these insecure losers...
Identity Attack0.60238177
Insult0.65129566
Profanity0.2847897
Threat0.030969119
Severe Toxicity0.16960317
Moderate 0.6827122 Low Con 0.233 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Only losers blame indians....
Only losers blame indians....
Identity Attack0.56445944
Insult0.6407567
Profanity0.22612886
Threat0.009981008
Severe Toxicity0.02378681
Moderate 0.6611249 Low Con 0.175 Identity Attack Insult Meta_Commentary
Sep 9, 2025 Why Canadians Are Turning Against …
High quality immigrants like that polish loser?
High quality immigrants like that polish loser?
Identity Attack0.37292135
Insult0.6798578
Profanity0.22213541
Threat0.008181547
Severe Toxicity0.023076924
Moderate 0.6544696 Low Con 0.239 Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
you got every thing right brother im a pensioner that moved to Colombia South America Canada is a shit hole Colombia is BAD but I like it bad. in Colombia they speak spanish and this …
you got every thing right brother im a pensioner that moved to Colombia South America Canada is a shit hole Colombia is BAD but I like it bad. in Colombia they speak spanish and this is all you hear in the the streets no Punjab no Chinese not losers taking advantage of the tax payers contribution
Identity Attack0.57150364
Insult0.57566804
Profanity0.48510036
Threat0.012337137
Severe Toxicity0.17315048
Moderate 0.6544696 Constructive 0.557 Identity Attack Insult Comparative_Framing
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
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...

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.