Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "Cameras were there a while …" 34 comments · Page 1 of 2
So damn gullible these people, you see a white person with a mic and camera. And you help him trash your own people. As for the white poor guy on the bike wearing the vest. …
So damn gullible these people, you see a white person with a mic and camera. And you help him trash your own people. As for the white poor guy on the bike wearing the vest. You said it best buddy. you're nothing but a trash. WHITE trash.
Identity Attack0.7426507
Insult0.755201
Profanity0.6370159
Threat0.061089642
Severe Toxicity0.45895407
Toxic 0.8696708 Low Con 0.287 Identity Attack Insult Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Identity Attack0.38200524
Insult0.5739874
Profanity0.70864636
Threat0.013372798
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.208 Insult Moral_Argument
Feb 4, 2026 5 likes 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...
Whenever you come back to Canada and you wanna see something crazy I am your guy Drove down in town from out of town with one of a kind hay wagon/home shop with $40,000 of …
Whenever you come back to Canada and you wanna see something crazy I am your guy Drove down in town from out of town with one of a kind hay wagon/home shop with $40,000 of tool in it lol In only one month got 31 breaking enter attempt 14 people threaten me with guns and crossbow lol But they’re all pussy scared of me 😂 I don’t blame them being scared they seen I was not afraid of bullet Thinking about setting them up with camera to show the world those stupid crackhead Still got videos and picture of them trying My life was a movie. and tell the police pull me over And rob 10k in front of my face with six witness
Identity Attack0.28034934
Insult0.5723624
Profanity0.46460027
Threat0.2836219
Severe Toxicity0.18232453
Moderate 0.5921536 Moderate Con 0.445 Insult Personal_Narrative
Feb 5, 2026 Inside Canada's Indian Invasion...
"im as racist as the next guy" like dude you have a camera in your face you didnt have to be THAT honest🥀🥀🥀
"im as racist as the next guy" like dude you have a camera in your face you didnt have to be THAT honest🥀🥀🥀
Identity Attack0.35948995
Insult0.3388922
Profanity0.22889622
Threat0.13228847
Severe Toxicity0.109661035
Moderate 0.52272606 Moderate Con 0.309 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
They all say we are the same. They are on their best behaviour while on camera: of course they would be. But so many shit on beaches and even peoples lawns. Some of them might …
They all say we are the same. They are on their best behaviour while on camera: of course they would be. But so many shit on beaches and even peoples lawns. Some of them might be great but a large majority are not. The food banks are empty. They are coming and receiving money and care that our own citizens cant get. Its just too much. Maybe some are amazing but its just too much
Identity Attack0.031464707
Insult0.34101152
Profanity0.4756165
Threat0.0086087575
Severe Toxicity0.022193791
Moderate 0.4394682 Constructive 0.573
Dec 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I'm dying reading these comments I just want to let you guys now the guy in the camera flipping off the camera is the whitest brown person you can ever meet
I'm dying reading these comments I just want to let you guys now the guy in the camera flipping off the camera is the whitest brown person you can ever meet
Identity Attack0.44690517
Insult0.16795322
Profanity0.174273
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.412 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes …
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes and many of them did 50-100km over the speed limit. I wish there are more cameras around to catch these ugly drivers. Too much freedom is going to create more criminal!
Identity Attack0.3758158
Insult0.40243408
Profanity0.098377466
Threat0.017156094
Severe Toxicity0.016383713
Moderate 0.4013387 Constructive 0.626 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are …
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are evil from the teachers and the brown students of which outnumber you 20/1 take that mileage and run with it. Many employers and landlords will not even give you a chance unless you are of their faith or from their home region in india or pakistan, and if you are black or white than you shouldnt even bother trying… aint gonna happen. There is a massive entitlement from the younger Sikhs who actively want to see the country become more closer to the punjab with Brampton being the new Lahore. Street violence rarely gets brought up anymore because it is so frequent so media only jumps on it if they got nothing else to use. The majority of gangs are in Bramalea south of Kennedy. This isnt just circumstances because “they have it so hard here boohoo”. The Tamel people that live in Brampton come from India and Sri Lanka. Many fled due to the tigers and because India has been trying to destroy their culture for a long while. You wont find Tamel who has lived in Canada more than a year in a gang, or with a thick as lard accent, or speaking their previous language in public. They are good people, very respectful.
Identity Attack0.44690517
Insult0.3388922
Profanity0.17101645
Threat0.025961896
Severe Toxicity0.022710243
Moderate 0.38601747 Constructive 0.663 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I have a large office building on the Gold Coast Australia. Recently we have been culturally enriched and now there are about 1/2 a dozen 'businesses' near me that offer 'training' in aged/disability services exclusively …
I have a large office building on the Gold Coast Australia. Recently we have been culturally enriched and now there are about 1/2 a dozen 'businesses' near me that offer 'training' in aged/disability services exclusively for immigrants. How lovely. Completely unrelated I am sure, but I have had to pay 4 times to have human excrement removed from the garden in front on my building THIS YEAR and I lost count for 2025. I have put in thorny bushes, cameras, and even a polite note asking these amazing people who are now in my country to please not defalcate in my garden as my business offers services exclusively to children with disabilities.
Identity Attack0.26494437
Insult0.33964422
Profanity0.2253223
Threat0.04363242
Severe Toxicity0.023076924
Moderate 0.36095104 Constructive 0.775 Fear_Threat
Jan 27, 2026 196 likes Inside Canada's Indian Invasion...
There should be a term for this type of reporting "Indophobia" or specifically should we call "Hinduphobia" .....take your camera towards the mosque of a Pakistani neighborhood and you will suddenly realize Indians are much …
There should be a term for this type of reporting "Indophobia" or specifically should we call "Hinduphobia" .....take your camera towards the mosque of a Pakistani neighborhood and you will suddenly realize Indians are much better for a citizen.
Identity Attack0.41052565
Insult0.16795322
Profanity0.05168226
Threat0.012803185
Severe Toxicity0.015609037
Moderate 0.3389984 Moderate Con 0.412 Policy_Critique
Nov 2, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
These mfs turn b town into little India Making insurance nearly impossible to get They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor N ask …
These mfs turn b town into little India Making insurance nearly impossible to get They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor N ask bout the multimillion speed camera building 😂😂
Identity Attack0.25478655
Insult0.24928534
Profanity0.21024476
Threat0.013217449
Severe Toxicity0.019224197
Moderate 0.3140926 Low Con 0.273 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
Very poor show. You shouldn't have shown the guy's face. No one was ever going to stab you You were never in any danger. Doing weird camera angles playing a loud heartbeat and dangerous music …
Very poor show. You shouldn't have shown the guy's face. No one was ever going to stab you You were never in any danger. Doing weird camera angles playing a loud heartbeat and dangerous music doesn't make it dangerous.. But they putting all that effort for you and gave you a place to stay and you didn't pay them a penny.
Identity Attack0.006881601
Insult0.13245803
Profanity0.04516909
Threat0.13815513
Severe Toxicity0.010910034
Moderate 0.30716252 Constructive 0.58
Jan 27, 2026 Inside Canada's Indian Invasion...
14:48 - uh, what now? hasnt Modi been running on Hindu Nationalism and has specifically targeted the Muslim population? Lol this guy is doing a good job when a camera is on him.
14:48 - uh, what now? hasnt Modi been running on Hindu Nationalism and has specifically targeted the Muslim population? Lol this guy is doing a good job when a camera is on him.
Identity Attack0.2949366
Insult0.123407245
Profanity0.03915693
Threat0.039602257
Severe Toxicity0.011978149
Moderate 0.30514878 Low Con 0.268 Moral_Argument
Oct 3, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
A group of Indian young men from Brampton robbed a number of LCBO stores, got caught on camera, threatening with a dog spray, lcbo employees were complicit with it. Police say they caught them, but …
A group of Indian young men from Brampton robbed a number of LCBO stores, got caught on camera, threatening with a dog spray, lcbo employees were complicit with it. Police say they caught them, but they were freed on bail and back doing similar crime.. India is also full of advertising how to get a Canadian PR..
Identity Attack0.36702603
Insult0.13245803
Profanity0.024609445
Threat0.03649433
Severe Toxicity0.01121521
Low Tox 0.295883 Constructive 0.537 Unverified_Claim
Oct 4, 2025 IRCC Names India in Study …
If only we had a time machine and cameras. Oh what the world would have to say about the pale man. Ever since emerging from the caves the sunburn prone have been a menace every …
If only we had a time machine and cameras. Oh what the world would have to say about the pale man. Ever since emerging from the caves the sunburn prone have been a menace every minute. Then sit back and point fingers. The audacity is absurd.
Identity Attack0.011691323
Insult0.23704576
Profanity0.037904397
Threat0.045572113
Severe Toxicity0.0063323975
Low Tox 0.27975297 Low Con 0.269 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I've never seen a guy so over it yet so accepting of his racism and being alright with it on camera 😂 what an aura
I've never seen a guy so over it yet so accepting of his racism and being alright with it on camera 😂 what an aura
Identity Attack0.14875233
Insult0.14512913
Profanity0.06145202
Threat0.008686432
Severe Toxicity0.00793457
Low Tox 0.26104406 Moderate Con 0.302 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
there are 10 indian "students" living next door in a single family dwelling of 3 bedrooms. they share 3 cars and do uber eats delivery (and or other food delivery) around the clock -- reason …
there are 10 indian "students" living next door in a single family dwelling of 3 bedrooms. they share 3 cars and do uber eats delivery (and or other food delivery) around the clock -- reason i know this is because they often pull into my drive way during ungodly hours for extended period of time and triggers my surveilance camera (aimed only at my drive way set to trigger more during night times for movements and noise), since they just park there, and blast music so loud 100 feet radius ground is shaking, the surveillance cam picks up their shift change all the time. i did try to go over twice to voice my concern, and guess what, they either dont speak english or pretend to not speak english. ok i guess. and the reason they park on my drive way is because, well, they dont shovel theirs. lol. so its easier to just use my drive way and walk to their side door. but hey i mean good for them for making a living. but its just weird and disrespectful. and i have to worry about salting my own fking drive way because if they fall, they can sue the shit out of me and i cant complain about their trespassing. bless the canadian law. so i guess for me. they dont bug me, except the fact they just use my drive way because its convenient for them, and the blasting of music middle of the night. lol also i stopped going to tim hortons a few years ago after a few consecutive diarrhea immediately after morning coffee visits. good times
Identity Attack0.23770751
Insult0.089778624
Profanity0.069969244
Threat0.019573374
Severe Toxicity0.009994507
Low Tox 0.23812068 Constructive 0.68 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Despite this guy’s racism he got welcomed everywhere & got food, sweet & gifts. Now imagine if he go to where European colonisers lives. He wouldn’t able to even save his camera. Actually he went …
Despite this guy’s racism he got welcomed everywhere & got food, sweet & gifts. Now imagine if he go to where European colonisers lives. He wouldn’t able to even save his camera. Actually he went to European areas you have to see those Europeans. Half of them are ranging on roads under alcohol & drug intoxication. They doesn’t seems they took bath in their lives or get raised in normal family. Just look how they treated this same guy. Their area and how and what they talk with him.
Identity Attack0.15945168
Insult0.083112895
Profanity0.020100424
Threat0.007948523
Severe Toxicity0.005645752
Low Tox 0.20705862 Moderate Con 0.387
Sep 20, 2025 13 likes Inside Canada's Indian Metropolis (Brampton)
Canada has hate speech laws so Im sure some were too afraid to say the truth on camera
Canada has hate speech laws so Im sure some were too afraid to say the truth on camera
Identity Attack0.09245483
Insult0.06477321
Profanity0.019075647
Threat0.0068999166
Severe Toxicity0.0026893616
Low Tox 0.1641865 Moderate Con 0.35
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why don’t you or these other guys wear those glasses with cameras in em? It’s not crazy 4K quality but better than being told not to record id imagine
Why don’t you or these other guys wear those glasses with cameras in em? It’s not crazy 4K quality but better than being told not to record id imagine
Identity Attack0.0076955543
Insult0.056719027
Profanity0.07934829
Threat0.009618527
Severe Toxicity0.0042152405
Low Tox 0.15932569 Low Con 0.266
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
Pretty sure they exactly know why they're in Canada, to seek better life and it is completely disrespectful to lie about it in front of the cameras and expect anyone to accept you later. Some …
Pretty sure they exactly know why they're in Canada, to seek better life and it is completely disrespectful to lie about it in front of the cameras and expect anyone to accept you later. Some say they just love themselves too much but I'd rather say they are straight out lying about their real motives all the time.
Identity Attack0.04538634
Insult0.06826523
Profanity0.015010698
Threat0.0067898775
Severe Toxicity0.0022697449
Low Tox 0.14256015 Constructive 0.573 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
how did you get a front car camera and a drone camera without the guy noticing lolol
how did you get a front car camera and a drone camera without the guy noticing lolol
Identity Attack0.004994711
Insult0.029053112
Profanity0.033645786
Threat0.015256803
Severe Toxicity0.0051498413
Low Tox 0.13561769 Low Con 0.242 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
12:50 Canada 101: Never state that a tool is for self-defense on camera or to an officer. *You bought that knife to butter your bread.
12:50 Canada 101: Never state that a tool is for self-defense on camera or to an officer. *You bought that knife to butter your bread.
Identity Attack0.0034962974
Insult0.031146556
Profanity0.015557245
Threat0.036149003
Severe Toxicity0.003929138
Low Tox 0.11378009 Low Con 0.187 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
7:52 camera man did that on purpose XD
7:52 camera man did that on purpose XD
Identity Attack0.008842488
Insult0.016860934
Profanity0.03489832
Threat0.013631714
Severe Toxicity0.005302429
Low Tox 0.09438288 Low Con 0.235 Meta_Commentary
Jan 27, 2026 20 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.