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: "Bro I don't get the …" 39 comments · Page 1 of 2
You are a Focking idiot bro! You are going to get hurt for focking with people
You are a Focking idiot bro! You are going to get hurt for focking with people
Identity Attack0.23163283
Insult0.89108896
Profanity0.90862066
Threat0.48617232
Severe Toxicity0.61260825
Toxic 0.96426713 Low Con 0.218 Insult Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
Bro said Africas we are ancient Egyptians son of whore. Get out of our countinent pig 🐖
Bro said Africas we are ancient Egyptians son of whore. Get out of our countinent pig 🐖
Identity Attack0.6649212
Insult0.7497506
Profanity0.759977
Threat0.114629425
Severe Toxicity0.48355904
Toxic 0.88599813 Low Con 0.196 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the …
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the amount of people I deal with daily in sales that can’t speak a single word of English yet drive off in brand new car, live in a nicer house….. bro? What’s happening?! How do I get that shit working 80 hours?!
Identity Attack0.3817989
Insult0.5678696
Profanity0.8089582
Threat0.01750142
Severe Toxicity0.35368225
Toxic 0.8403191 Constructive 0.514 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro fuck going to India to experience India, just go to Canada! You’ll get a clean India experience
Bro fuck going to India to experience India, just go to Canada! You’ll get a clean India experience
Identity Attack0.44690517
Insult0.37052566
Profanity0.7654259
Threat0.013424582
Severe Toxicity0.3492342
Toxic 0.76523775 Low Con 0.234 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
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...
This is how it works: They don't smuggle you bro❗️ Routine is to bring a female inside in a few hours to wait along with you for crossing. Then their female thieving friend would shout …
This is how it works: They don't smuggle you bro❗️ Routine is to bring a female inside in a few hours to wait along with you for crossing. Then their female thieving friend would shout and scream accusing you of stealing her moneyor touching her inappropriately. In response to which you will get beaten up and they steal all your money and documents They will throw you out knowing that you are scared of them and the cops. They usually pull this shit on Africans.
Identity Attack0.54996765
Insult0.489133
Profanity0.61633086
Threat0.3077799
Severe Toxicity0.20067264
Moderate 0.6426206 Moderate Con 0.45 Identity Attack Personal_Narrative
Jan 28, 2026 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...
U know Cannada how cannada always supported Kh@l!stan radicals even when india warned now suffer lil bro 🥀 get ur ass on. This "Indian" invasion cuz they'll create c@nnada into K@hal!stan
U know Cannada how cannada always supported Kh@l!stan radicals even when india warned now suffer lil bro 🥀 get ur ass on. This "Indian" invasion cuz they'll create c@nnada into K@hal!stan
Identity Attack0.5135796
Insult0.5130944
Profanity0.5150164
Threat0.16383497
Severe Toxicity0.34935045
Moderate 0.6308517 Low Con 0.152 Identity Attack Insult Unverified_Claim
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
8:32 polish man, bro you are standing naked, and giving interview and calling other people dirty... bro's claim "they don't work" your uber driver was working lol. and wtf with the line "they all look …
8:32 polish man, bro you are standing naked, and giving interview and calling other people dirty... bro's claim "they don't work" your uber driver was working lol. and wtf with the line "they all look alike" lol, that's racism you can get sued on this btw.
Identity Attack0.29188538
Insult0.4534306
Profanity0.41194582
Threat0.05268431
Severe Toxicity0.16960317
Moderate 0.61223894 Constructive 0.526 Moral_Argument
Feb 28, 2026 Inside Canada's Indian Metropolis (Brampton)
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now …
Bro Becareful with indian people. The majority are full of drama, scammer and fraud, dirty smell body Nasty, and also thier english accent is very annoying to hear sorry to say. The whole world now know whats going on in their drama. Many of them now kick them out, before getting so late. They are really very dangerous.
Identity Attack0.55044734
Insult0.5678696
Profanity0.357228
Threat0.17964768
Severe Toxicity0.20067264
Moderate 0.5885171 Constructive 0.511 Identity Attack Insult Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
snitching is crazy bro gone get himself hurt
snitching is crazy bro gone get himself hurt
Identity Attack0.048737846
Insult0.36798462
Profanity0.28364125
Threat0.53875744
Severe Toxicity0.16960317
Moderate 0.56269526 Low Con 0.252 Threat Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro I want to see you try and get smuggled
Bro I want to see you try and get smuggled
Identity Attack0.052490227
Insult0.27969417
Profanity0.2761231
Threat0.52547425
Severe Toxicity0.112294696
Moderate 0.52811706 Moderate Con 0.339 Threat Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Bro I live here and I was born here and I don’t get why they keep spawning but overall it’s not entirely bad except for the punjabs no offense but they are dirty bro
Identity Attack0.44690517
Insult0.47384647
Profanity0.33808854
Threat0.018019408
Severe Toxicity0.028730227
Moderate 0.50789946 Moderate Con 0.494 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
wtf did bro get himself into
wtf did bro get himself into
Identity Attack0.012943448
Insult0.17237684
Profanity0.5643384
Threat0.010239923
Severe Toxicity0.023411209
Moderate 0.4826145 Moderate Con 0.333 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
15:50 Bro if he gets through the border ima be so mad. The ONE thing, the ONE promise Trump has delivered on, at least so he says. Haha I will edit this comment at the …
15:50 Bro if he gets through the border ima be so mad. The ONE thing, the ONE promise Trump has delivered on, at least so he says. Haha I will edit this comment at the end of my watch EDIT: HE ROACHED OUT 🤣🤣 Ehhh tbh I dont blame him
Identity Attack0.09245483
Insult0.33998606
Profanity0.26555094
Threat0.06205949
Severe Toxicity0.023076924
Moderate 0.4421347 Moderate Con 0.384
Jan 27, 2026 2 likes 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...
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
2:30, bro deliberately picked up the worst he could get about the punjab , spreading hatred within the minds 😢
Identity Attack0.27914262
Insult0.2469859
Profanity0.16171204
Threat0.038220957
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.294 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
ts gonna get so much hate bro lmao
ts gonna get so much hate bro lmao
Identity Attack0.06340405
Insult0.08831572
Profanity0.22602804
Threat0.061412923
Severe Toxicity0.022839356
Moderate 0.39644176 Low Con 0.264 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
If you get offended easily don’t scroll You will get offended Don’t even get me started with Tim’s bro every one is jammed packed with them I tried to get me a job and they …
If you get offended easily don’t scroll You will get offended Don’t even get me started with Tim’s bro every one is jammed packed with them I tried to get me a job and they said that it was Indian only but I know for a fact that it is not
Identity Attack0.26833034
Insult0.1640896
Profanity0.14930901
Threat0.029933142
Severe Toxicity0.018449519
Moderate 0.36095104 Moderate Con 0.436 Fear_Threat
Jan 27, 2026 9 likes Inside Canada's Indian Invasion...
Bro got an Indian coyote and tried to get smuggled home…ALL FOR THE LOVE OF THE GAME. 2:23 Run the patreon up for bro.
Bro got an Indian coyote and tried to get smuggled home…ALL FOR THE LOVE OF THE GAME. 2:23 Run the patreon up for bro.
Identity Attack0.22631748
Insult0.123407245
Profanity0.14225815
Threat0.10389658
Severe Toxicity0.023076924
Moderate 0.3389984 Moderate Con 0.473
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.