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: "Tyler bro why you in …" 16 comments
That was insane, w da f bro. Tyler was lucky, get yo a s s back to safety brother. Damn that was some crazy sshh!!tt keep safe always brother!!!!!
That was insane, w da f bro. Tyler was lucky, get yo a s s back to safety brother. Damn that was some crazy sshh!!tt keep safe always brother!!!!!
Identity Attack0.043581683
Insult0.4710501
Profanity0.65961236
Threat0.017328756
Severe Toxicity0.2322566
Moderate 0.6827122 Constructive 0.505 Meta_Commentary
Feb 26, 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...
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...
Dayum tyler went and was going to go and do the deal, that was wild man.You've got big balls bro
Dayum tyler went and was going to go and do the deal, that was wild man.You've got big balls bro
Identity Attack0.031980325
Insult0.26957804
Profanity0.47435758
Threat0.01698343
Severe Toxicity0.02604016
Moderate 0.6027529 Moderate Con 0.439 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro freezing balls. You haven’t seen cold Tyler, 💀
Bro freezing balls. You haven’t seen cold Tyler, 💀
Identity Attack0.019676208
Insult0.16337912
Profanity0.42990944
Threat0.012596053
Severe Toxicity0.02402156
Moderate 0.50759226 Low Con 0.259 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...
omfg an indian one now?? you are on an all time CHAD endeavor. we as Americans love you so much Tyler. keep it up bro. if u need security hmu. id love to help
omfg an indian one now?? you are on an all time CHAD endeavor. we as Americans love you so much Tyler. keep it up bro. if u need security hmu. id love to help
Identity Attack0.27759558
Insult0.16195811
Profanity0.32299677
Threat0.01698343
Severe Toxicity0.023076924
Moderate 0.3302291 Constructive 0.519 Solidarity
Jan 28, 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...
Oh Tyler, based off of your last 3 uploads it looks like you're trying to get into that UFC White House card or something. Goes from calling attention to the homeless people for years that …
Oh Tyler, based off of your last 3 uploads it looks like you're trying to get into that UFC White House card or something. Goes from calling attention to the homeless people for years that are literal immigrants to putting them in your crosshairs and making them a target. Crazy work for the bag lil bro.
Identity Attack0.06613251
Insult0.26957804
Profanity0.03615085
Threat0.008531082
Severe Toxicity0.005264282
Moderate 0.30319387 Moderate Con 0.356 Meta_Commentary
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
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...
Tyler would never lie to us right? 10:03 there is no way ts is real bro 😭
Tyler would never lie to us right? 10:03 there is no way ts is real bro 😭
Identity Attack0.01274247
Insult0.036545437
Profanity0.044668075
Threat0.010265815
Severe Toxicity0.0059890747
Low Tox 0.1641865 Low Con 0.283 Meta_Commentary
Jan 27, 2026 20 likes Inside Canada's Indian Invasion...
Wow Tyler was here thats jokes, dont go to Bramghanistan bro. They have the HIGHEST car insurance premiums in ALL of North America
Wow Tyler was here thats jokes, dont go to Bramghanistan bro. They have the HIGHEST car insurance premiums in ALL of North America
Identity Attack0.06749674
Insult0.046764325
Profanity0.020988565
Threat0.0066798385
Severe Toxicity0.0033187866
Low Tox 0.14429577 Low Con 0.298 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler bro why you in my neighborhood 😭✌️
Tyler bro why you in my neighborhood 😭✌️
Identity Attack0.008250522
Insult0.016936934
Profanity0.023243073
Threat0.009592636
Severe Toxicity0.003376007
Low Tox 0.054779384 Moderate Con 0.422 Meta_Commentary
Feb 14, 2026 Inside Canada's Indian Invasion...
bro i missed out on tyler coming to canada :(
bro i missed out on tyler coming to canada :(
Identity Attack0.007473567
Insult0.011160898
Profanity0.011492296
Threat0.006550381
Severe Toxicity0.0009536743
Low Tox 0.022256956 Moderate Con 0.437 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler back at it again with the quality content. Stay safe bro
Tyler back at it again with the quality content. Stay safe bro
Identity Attack0.0034223017
Insult0.010362893
Profanity0.014839902
Threat0.008738215
Severe Toxicity0.0012779236
Low Tox 0.019351736 Moderate Con 0.424 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Seriously Tyler… I want to cry. Thank you for acknowledging Canada.🇨🇦 we love you bro.
Seriously Tyler… I want to cry. Thank you for acknowledging Canada.🇨🇦 we love you bro.
Identity Attack0.0023493639
Insult0.008595883
Profanity0.010894509
Threat0.006757513
Severe Toxicity0.0007200241
Low Tox 0.014827953 Constructive 0.57
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.