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: "As an Indian bro this …" 69 comments · Page 1 of 3
Fuck u bro I don’t know what fucking hate you have towards Indians
Fuck u bro I don’t know what fucking hate you have towards Indians
Identity Attack0.5135796
Insult0.6500014
Profanity0.86331284
Threat0.13532294
Severe Toxicity0.50703704
Toxic 0.9391453 Moderate Con 0.334 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro, what are you trying to say about Muslims? At least we don’t fucking take over everything we’re not ignorant like the rest of this east Indians were fucking clean your fucking prick.
Bro, what are you trying to say about Muslims? At least we don’t fucking take over everything we’re not ignorant like the rest of this east Indians were fucking clean your fucking prick.
Identity Attack0.69661283
Insult0.7827088
Profanity0.8907955
Threat0.060443077
Severe Toxicity0.48355904
Toxic 0.9248995 Low Con 0.235 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
deport every indian I HATE BRAMPTON IT USED TO BE WHITE PEOPLE WHY INDIANS BRO WHYYYYYYYYYYYYY
Identity Attack0.7895903
Insult0.48569724
Profanity0.35848376
Threat0.3423812
Severe Toxicity0.44787344
Toxic 0.82048255 Moderate Con 0.319 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😢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...
Fax bro these stupid dumb Indians lie and say they are coming to study but just leave behind a big mess bro.
Fax bro these stupid dumb Indians lie and say they are coming to study but just leave behind a big mess bro.
Identity Attack0.6413409
Insult0.71120167
Profanity0.47771472
Threat0.03787563
Severe Toxicity0.26195827
Toxic 0.7998551 Low Con 0.248 Identity Attack Insult Identity_Assertion
Feb 3, 2026 5 likes Inside Canada's Indian Invasion...
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to …
Indians don't wanna live in India, wanna criticize Canadian values while implementing Indian ones yet refuse to go back. If you aren't gonna fully assimilate, please stay where you are. If you are coming to another country respect THEIR values, THEIR culture and THEIR laws. There's a reason u left your country, think abt that shit bro. I'm Indian I was brought up in Ontario and Alberta and holy shit Im embarrassed of what Indians have become.
Identity Attack0.6487889
Insult0.5723624
Profanity0.70864636
Threat0.02250864
Severe Toxicity0.35040274
Toxic 0.7761081 Constructive 0.65 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes 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...
dude majority of these indians can barely speak english and they stink so bad bro
dude majority of these indians can barely speak english and they stink so bad bro
Identity Attack0.6637263
Insult0.5739874
Profanity0.38343847
Threat0.035458352
Severe Toxicity0.26195827
Toxic 0.72028047 Low Con 0.175 Identity Attack Insult Identity_Assertion
Feb 5, 2026 Inside Canada's Indian Invasion...
Taylor really like you bro you are sick 🤢 to protect your culture it's easy to blame indian but you can't fight with muslims 😂 that's why your targeting indian you are coward 8:59 8:59
Taylor really like you bro you are sick 🤢 to protect your culture it's easy to blame indian but you can't fight with muslims 😂 that's why your targeting indian you are coward 8:59 8:59
Identity Attack0.5274064
Insult0.6308392
Profanity0.33317488
Threat0.065292306
Severe Toxicity0.20373066
Toxic 0.72028047 Low Con 0.298 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Bro they are the WORST TRUCK DRIVERS! THE INDIANS ARABS AND AFRICANS ARE TERRIFYING TO DRIVE AROUND!
Bro they are the WORST TRUCK DRIVERS! THE INDIANS ARABS AND AFRICANS ARE TERRIFYING TO DRIVE AROUND!
Identity Attack0.6728028
Insult0.54471385
Profanity0.27342406
Threat0.039256934
Severe Toxicity0.2847981
Toxic 0.718943 Moderate Con 0.314 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
4:10 bro all indian dont eat poop pls stop spreading that, and if you think I'm lying and prove it, go to India and show other people, except those people from that village eating poop
4:10 bro all indian dont eat poop pls stop spreading that, and if you think I'm lying and prove it, go to India and show other people, except those people from that village eating poop
Identity Attack0.46028158
Insult0.4339631
Profanity0.44431314
Threat0.06238277
Severe Toxicity0.34989303
Moderate 0.6989911 Moderate Con 0.376 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Interesting bro, white people are so amazing puritanical saints and look at Indians dirty, brown shit eating, i am sure Indians must be filling the correction facilities in Canada and you aren't some opportunist, cashing …
Interesting bro, white people are so amazing puritanical saints and look at Indians dirty, brown shit eating, i am sure Indians must be filling the correction facilities in Canada and you aren't some opportunist, cashing in on the Indian or immigrant hate
Identity Attack0.6458014
Insult0.6099415
Profanity0.570067
Threat0.032005094
Severe Toxicity0.34950548
Moderate 0.6852916 Low Con 0.263 Identity Attack Insult Moral_Argument
Jan 29, 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...
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Wtf When white europians captured whole north america and wipeing all native peoples that's 3:45 not invasion bro the wtf if indians are coming invasion 😂
Identity Attack0.57554024
Insult0.40975618
Profanity0.49576873
Threat0.071698055
Severe Toxicity0.33047765
Moderate 0.6588125 Low Con 0.205 Identity Attack Moral_Argument
Jan 27, 2026 6 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...
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...
Racist stereotypes enforcing,back to back clips of durty indian looking people india is cery diverse country it has all skin tones bro sone people look chinese,brown,people have dark dkin sone have white bro just stop …
Racist stereotypes enforcing,back to back clips of durty indian looking people india is cery diverse country it has all skin tones bro sone people look chinese,brown,people have dark dkin sone have white bro just stop this nonsense mf you will be eliminated racist whity 🤡🤡
Identity Attack0.5203519
Insult0.5130944
Profanity0.36230123
Threat0.34804323
Severe Toxicity0.3536391
Moderate 0.62136006 Low Con 0.289 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Bro, no one likes indians, why tf do they keep migrating and taking over
Bro, no one likes indians, why tf do they keep migrating and taking over
Identity Attack0.60238177
Insult0.4339631
Profanity0.4596479
Threat0.035113025
Severe Toxicity0.20984669
Moderate 0.61223894 Low Con 0.265 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
They are indians, bro! They won't stab you or kidnapp like mexicans. They will just scam you.
They are indians, bro! They won't stab you or kidnapp like mexicans. They will just scam you.
Identity Attack0.5707127
Insult0.40243408
Profanity0.3496935
Threat0.5195707
Severe Toxicity0.16960317
Moderate 0.5721988 Moderate Con 0.35 Identity Attack Threat Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro took the help of a Pakistani to prove that Indians are bad 😂
Bro took the help of a Pakistani to prove that Indians are bad 😂
Identity Attack0.58354634
Insult0.46327567
Profanity0.26586622
Threat0.029933142
Severe Toxicity0.0912254
Moderate 0.54325575 Low Con 0.234 Identity Attack
Nov 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro punjais don’t eat poop other indian states people eat mostly hindus
Bro punjais don’t eat poop other indian states people eat mostly hindus
Identity Attack0.48915586
Insult0.4339631
Profanity0.39409557
Threat0.06238277
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.223 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
13:25 OMG WTFFF! Bro I LITERALLY live 7 min walk from there, I went to the school literally behind you 😭 went to that temple with school and my ret. friend SPAT on one of …
13:25 OMG WTFFF! Bro I LITERALLY live 7 min walk from there, I went to the school literally behind you 😭 went to that temple with school and my ret. friend SPAT on one of the statues 💀 Crazy that you were in my neighbourhood Hahahah (I’m turkish not indian), I could have given you some more insight Hahaha
Identity Attack0.22935481
Insult0.2817503
Profanity0.39409557
Threat0.04098356
Severe Toxicity0.16960317
Moderate 0.50759226 Constructive 0.615 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro its ridiculous how many are hear now in canada. Live in in edmonton its absolutely flooded with indian people. Literally need to change our name to edmonstan
Bro its ridiculous how many are hear now in canada. Live in in edmonton its absolutely flooded with indian people. Literally need to change our name to edmonstan
Identity Attack0.48915586
Insult0.48675314
Profanity0.17752954
Threat0.008841781
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.438 Identity_Assertion
Feb 25, 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.