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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Bro what is this video …" 24 comments
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives …
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives to bait views "Inside Canada's Indian invasion", it's one fucking town in Canada.. Hate to break it to you there's thousands of towns across the world that have large ethnic communities Just shut your channel down, or go back to making more brain rot 🤦you're the problem in this world
Identity Attack0.38185352
Insult0.65129566
Profanity0.541926
Threat0.18597278
Severe Toxicity0.45895407
Toxic 0.82048255 Moderate Con 0.407 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
bro really had to top the video off about indians with a scam ass sponsor 🤣
bro really had to top the video off about indians with a scam ass sponsor 🤣
Identity Attack0.4931391
Insult0.5130944
Profanity0.5188411
Threat0.04718852
Severe Toxicity0.25624833
Toxic 0.73663366 Low Con 0.179 Insult Meta_Commentary
Jan 27, 2026 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...
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for …
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for a long time until the new ppl started showing up. Aside from that these videos make ppl who lived here for generations also look bad. A sikh solider on 1 stamp and everyone started freaking out without knowing context. Everyday i see ppl blaming the action of 1 person on everyone, culture, and etc. I see ppl actively lying and many ppl actaully believing in jt. These ppl highlight only the bad as the biggest picture leaving out the actual story.
Identity Attack0.40713623
Insult0.5270482
Profanity0.55356324
Threat0.045895394
Severe Toxicity0.35058254
Moderate 0.6544696 Constructive 0.59 Insult Personal_Narrative
Jan 28, 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...
lol bro didnt get enough hate from indians from the poop festival video
lol bro didnt get enough hate from indians from the poop festival video
Identity Attack0.55044734
Insult0.4555076
Profanity0.39670458
Threat0.040638234
Severe Toxicity0.1762085
Moderate 0.63782936 Low Con 0.169 Identity Attack Humor_Satire
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Thank you for making this video bro this crap has come too far
Thank you for making this video bro this crap has come too far
Identity Attack0.059311368
Insult0.42567953
Profanity0.54024357
Threat0.01187109
Severe Toxicity0.029626917
Moderate 0.62702215 Moderate Con 0.392 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
Bro, I was just sitting here eating my cereal & looking for something good to watch & now I'M catching strays?! Wtf.. the video isnt even ABOUT US 😂
Bro, I was just sitting here eating my cereal & looking for something good to watch & now I'M catching strays?! Wtf.. the video isnt even ABOUT US 😂
Identity Attack0.024801146
Insult0.13245803
Profanity0.4185329
Threat0.02855184
Severe Toxicity0.024631912
Moderate 0.4575469 Moderate Con 0.459 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, generalizing an entire country based on hateful reels that I know you make as well. This adds fuel to the fire. By your logic, you probably live in a crack den, surviving on canned beans and food I wouldn’t even feed my farm animals, doped up on speed, living the American dream? I should make a video showing Tyler Oliveira’s homeland and cut to montages of Kensington, Philadelphia, Skidrow, and all those poor homeless communities you visit and antagonize for views and money. I should show all the weirdos that you know wander the streets of the country you call home, hurting and killing people in the name of beef or some ridiculously moronic bullshit. At least I don’t have to worry about getting shot or kidnapped by masked men in my country, but go on, bro, focus on the poop slingers and beggars. I’m absolutely not against you making videos on such topics, highlighting the abuse of the immigration system in both countries is important and above that, is your right to express yourself or report on. However, adding these unwanted tangents for clout and view baiting is not the definition of “independent journalism” that you claim to do. I was a huge fan of yours, but ever since you started making content about immigrants in New York City, you’ve gone down a very dark path. I hope you reflect on your actions and reconsider your outlook on the world.
Identity Attack0.12556632
Insult0.44126466
Profanity0.1308005
Threat0.02613456
Severe Toxicity0.023076924
Moderate 0.42349213 Constructive 0.686 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in …
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in my opinion. And first time I’m saying this a bit racist
Identity Attack0.3817989
Insult0.14874944
Profanity0.16217725
Threat0.016810767
Severe Toxicity0.01986976
Moderate 0.3722269 Constructive 0.546 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
“Don’t get human trafficked for a YouTube video” bro, I’m dead 🤣🤣🤣🤣🤣🤣
“Don’t get human trafficked for a YouTube video” bro, I’m dead 🤣🤣🤣🤣🤣🤣
Identity Attack0.016159095
Insult0.038566336
Profanity0.12639372
Threat0.2606104
Severe Toxicity0.01986976
Moderate 0.3389984 Moderate Con 0.345 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Why not interview the policy makers instead of poor people who are just pawns spending their entire life saving 😅😅. Tyler, you are just collecting cheap views bro. Every video of yours. You might be …
Why not interview the policy makers instead of poor people who are just pawns spending their entire life saving 😅😅. Tyler, you are just collecting cheap views bro. Every video of yours. You might be the next Nas Daily soon.
Identity Attack0.019575719
Insult0.26395
Profanity0.04892669
Threat0.0076507707
Severe Toxicity0.0064468384
Moderate 0.30514878 Low Con 0.253 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Send em back. Hurry up about it please. ✌️ Great video though Bro, well done. Hit the nail on the head ✌️
Send em back. Hurry up about it please. ✌️ Great video though Bro, well done. Hit the nail on the head ✌️
Identity Attack0.020681098
Insult0.06023245
Profanity0.09098661
Threat0.34804323
Severe Toxicity0.01825585
Low Tox 0.27975297 Constructive 0.502
Sep 11, 2025 Why Canadians Are Turning Against …
Could you just make a video where you don't risk your life, Tyler? That's crazy dedication bro. I'd say keep it up but more importantly stay safe brother!
Could you just make a video where you don't risk your life, Tyler? That's crazy dedication bro. I'd say keep it up but more importantly stay safe brother!
Identity Attack0.009249465
Insult0.07491849
Profanity0.057944927
Threat0.02613456
Severe Toxicity0.0065994263
Low Tox 0.22043827 Constructive 0.645
Jan 27, 2026 Inside Canada's Indian Invasion...
There are more Chinese people in Canada than there are Indians... when's that video coming? It's funny cuz bro even interviewed people at the Chinese mall in Brampton
There are more Chinese people in Canada than there are Indians... when's that video coming? It's funny cuz bro even interviewed people at the Chinese mall in Brampton
Identity Attack0.27914262
Insult0.053791173
Profanity0.02433617
Threat0.0079873605
Severe Toxicity0.00541687
Low Tox 0.21642438 Moderate Con 0.469 Question
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
Identity Attack0.015254694
Insult0.024511116
Profanity0.072882555
Threat0.04233929
Severe Toxicity0.008163452
Low Tox 0.13561769 Constructive 0.511 Meta_Commentary
Feb 25, 2026 Inside Canada's Indian Invasion...
Bro you got no idea being from BC to moving across the country to New Brunswick you see how much this video is true!!!! But it goes so much deeper!!!!!!
Bro you got no idea being from BC to moving across the country to New Brunswick you see how much this video is true!!!! But it goes so much deeper!!!!!!
Identity Attack0.008953481
Insult0.03665562
Profanity0.022013342
Threat0.007534259
Severe Toxicity0.0037574768
Low Tox 0.11652588 Constructive 0.583 Personal_Narrative
Feb 6, 2026 Inside Canada's Indian Invasion...
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
Identity Attack0.010433395
Insult0.028722567
Profanity0.029050145
Threat0.01101667
Severe Toxicity0.0043296814
Low Tox 0.112643376 Moderate Con 0.441 Meta_Commentary
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
Bro casually comes up with a another eye opening video
Bro casually comes up with a another eye opening video
Identity Attack0.014551271
Insult0.022899706
Profanity0.052183274
Threat0.025789235
Severe Toxicity0.0060653687
Low Tox 0.11192002 Low Con 0.224 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro what is this video even about
Bro what is this video even about
Identity Attack0.009434453
Insult0.01632893
Profanity0.046922635
Threat0.011560392
Severe Toxicity0.0046539307
Low Tox 0.08241652 Moderate Con 0.308 Question
Jan 29, 2026 Inside Canada's Indian Invasion...
where is the 20 bodyguard video bro?
where is the 20 bodyguard video bro?
Identity Attack0.008102531
Insult0.014960921
Profanity0.028503597
Threat0.016465442
Severe Toxicity0.0038719177
Low Tox 0.069754265 Low Con 0.264 Meta_Commentary
Feb 16, 2026 9 likes Inside Canada's Indian Invasion...
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
Identity Attack0.019877186
Insult0.016100928
Profanity0.030389199
Threat0.009126588
Severe Toxicity0.0030708313
Low Tox 0.058490243 Moderate Con 0.462 Meta_Commentary
Feb 18, 2026 Inside Canada's Indian Invasion...
Bro didn't visit east coast. That would be a wholesome video.
Bro didn't visit east coast. That would be a wholesome video.
Identity Attack0.013345404
Insult0.013782915
Profanity0.024677763
Threat0.010576514
Severe Toxicity0.0030136108
Low Tox 0.04834723 Moderate Con 0.321 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro 100% correct. Every single thing about this video is accurate and true.
Bro 100% correct. Every single thing about this video is accurate and true.
Identity Attack0.0042177555
Insult0.009013886
Profanity0.013849284
Threat0.0076766624
Severe Toxicity0.0012683868
Low Tox 0.018095128 Moderate Con 0.488 Meta_Commentary
Aug 25, 2025 10 likes Why Canadians Are Turning Against …

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.