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: "That white guy was racist …" 46 comments · Page 1 of 2
Racist a**holes crying here too much. The guy on the bike was such a piece of shit for saying those Racist stereotyped things. Who tf eats poop, you third grade fails gonna make up whatever …
Racist a**holes crying here too much. The guy on the bike was such a piece of shit for saying those Racist stereotyped things. Who tf eats poop, you third grade fails gonna make up whatever shits y'all want. And ya ofc you incompetent white f*cks are gonna make a hero out of that mf. Someone says good about Indians and y'all have your ass burning. Keep crying, incompetent assholes.
Identity Attack0.6487889
Insult0.8634578
Profanity0.8690192
Threat0.5195707
Severe Toxicity0.6127218
Toxic 0.93383175 Moderate Con 0.318 Identity Attack Insult Threat Moral_Argument
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
Omg the old white guy is racist as fuck I can’t believe he says this things in broad daylight about Africans damn
Omg the old white guy is racist as fuck I can’t believe he says this things in broad daylight about Africans damn
Identity Attack0.69783735
Insult0.71027446
Profanity0.7785769
Threat0.06820184
Severe Toxicity0.45895407
Toxic 0.9248995 Moderate Con 0.348 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
That white guy with bike hating all Africans can go suck dick.stipid racist. Na thunder go fire you.
That white guy with bike hating all Africans can go suck dick.stipid racist. Na thunder go fire you.
Identity Attack0.69661283
Insult0.75027496
Profanity0.80158395
Threat0.34804323
Severe Toxicity0.54893947
Toxic 0.91625386 Low Con 0.113 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That guy with the reflector jacket is dumb as a bicker of dead shrimp. So dumb all he can be is racist 😂😂😂. Just so he doesn't feel left out😂😂😂. Foreigners, please go to USA, …
That guy with the reflector jacket is dumb as a bicker of dead shrimp. So dumb all he can be is racist 😂😂😂. Just so he doesn't feel left out😂😂😂. Foreigners, please go to USA, Canada, Europe etc and claim what these whit colonizing bastards stole from ur ancestors and land to build theirs. 😂😂😂 Please rush to claim and kick them out 😂😂😂 Uhmm, who said America is the greatest country in the world?😂😂😂 Shit hole that place. Oh wait, they steal and plunder from others for money and wealth. White people in power I tell u😂😂😂😂
Identity Attack0.6487889
Insult0.7804726
Profanity0.64460015
Threat0.4902736
Severe Toxicity0.48355904
Toxic 0.85333383 Low Con 0.264 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Most White people are as racist as it gets, you guys literally like no one and think America/Canada belongs to you guys. Sick disgusting people
Most White people are as racist as it gets, you guys literally like no one and think America/Canada belongs to you guys. Sick disgusting people
Identity Attack0.71720207
Insult0.7762574
Profanity0.38063943
Threat0.019228047
Severe Toxicity0.34989303
Toxic 0.85173553 Low Con 0.252 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Found one racist white guy who said he also prefers Indians. Tyler has reached new levels of moron.
Found one racist white guy who said he also prefers Indians. Tyler has reached new levels of moron.
Identity Attack0.6007182
Insult0.7827088
Profanity0.41375932
Threat0.010110466
Severe Toxicity0.16960317
Toxic 0.8252207 Low Con 0.166 Identity Attack Insult Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it …
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it becomes a problem. Canada accepts a lot of immigrants more then the US but if the US had a less strict immigration policy it would probably look very similar. Canada is super under populate comparing it to other countries of the same exact size. Hey Canadians can we not be as racist as the flipping Americas. Saying that they're is an invasion of people who have proper documentation and are allowed to live in Canada is racist. To say you want people of a different race or culture is flipping racist no matter what way you spin it. It makes me so angry that fucking youtuber with no fucking degree gets to shit on others people lives and profit off of it. And the sad part is Tyler is not the only one doing this but many other youtubers are straight up doing bad journalism and taking random peoples word for it...with zero degrees in the matter they are speaking about. Yes sometime he gets people who actually know what they are talking about but most the time they are super bias or have something to gain from talking about it. Anyways, I just tired of "Scary" propaganda most the time it's not an actually issue. What we as Canadians should be focused on why you need 10+ years of experience to work a minimum wage job (And it isn't Indian immigrants fault but greedy corporations)
Identity Attack0.55044734
Insult0.57787937
Profanity0.70384485
Threat0.03304107
Severe Toxicity0.3529199
Toxic 0.78711975 Constructive 0.734 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
It's always the same – the lowest of white trash talking the most shit about other races. Some fat old Canadian-born guy, still on a bicycle in his 50s, claiming Indians are dirty and Africans …
It's always the same – the lowest of white trash talking the most shit about other races. Some fat old Canadian-born guy, still on a bicycle in his 50s, claiming Indians are dirty and Africans have IQs below 70. Yet somehow these people are "taking over his country" while he can't even land a job. Not being racist here – he called himself white trash.
Identity Attack0.69661283
Insult0.7218519
Profanity0.5013569
Threat0.012440704
Severe Toxicity0.3494667
Toxic 0.7856813 Moderate Con 0.424 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Brooo that white trash racist guy 😂😂😂😂 (just FYI that's not an accurate representation of the average Canadian smh pretty much NO ONE in Brampton is)😂
Brooo that white trash racist guy 😂😂😂😂 (just FYI that's not an accurate representation of the average Canadian smh pretty much NO ONE in Brampton is)😂
Identity Attack0.6649212
Insult0.69164425
Profanity0.33808854
Threat0.011275585
Severe Toxicity0.2322463
Toxic 0.76523775 Moderate Con 0.34 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I like that the racist white guy acknowledges that he’s white trash and not one of the good ones.
I like that the racist white guy acknowledges that he’s white trash and not one of the good ones.
Identity Attack0.7028837
Insult0.6831271
Profanity0.39409557
Threat0.013113883
Severe Toxicity0.20678867
Toxic 0.76523775 Moderate Con 0.352 Identity Attack Insult Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
If the racist white guy on his bike wasn't a bum and living in a homeless shelter indians wouldnt need to come here and pay a shit ton of taxes to feed these white people …
If the racist white guy on his bike wasn't a bum and living in a homeless shelter indians wouldnt need to come here and pay a shit ton of taxes to feed these white people living on generational welfare
Identity Attack0.6637263
Insult0.6261769
Profanity0.6001929
Threat0.042662576
Severe Toxicity0.35368225
Toxic 0.74954444 Low Con 0.254 Identity Attack Insult Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
4:56 what an smart this guy is. first a generalization that all hindus eat poop is racist and low iq (if he wants to bring up iq) and what about indian muslims/christians? they are more …
4:56 what an smart this guy is. first a generalization that all hindus eat poop is racist and low iq (if he wants to bring up iq) and what about indian muslims/christians? they are more hygenic and does this guy just reject thim cause of their color? muslims and arabs literally are cleaner than most whites. we dont walk with crusty bits of poop in our butt we clean it with a bidet
Identity Attack0.5707127
Insult0.5130944
Profanity0.541926
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.71760553 Moderate Con 0.391 Identity Attack Insult Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
The "white guy" on the bike is extremely racist 😡 He's VERY ignorant and cannot tell the difference between culture or religion.
The "white guy" on the bike is extremely racist 😡 He's VERY ignorant and cannot tell the difference between culture or religion.
Identity Attack0.55044734
Insult0.66500133
Profanity0.17926037
Threat0.0116639575
Severe Toxicity0.04397394
Moderate 0.6863638 Moderate Con 0.382 Identity Attack Insult Moral_Argument
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
The white guy is so racist, he just hated africans
The white guy is so racist, he just hated africans
Identity Attack0.6649212
Insult0.48569724
Profanity0.32965264
Threat0.026652548
Severe Toxicity0.16960317
Moderate 0.6667219 Low Con 0.179 Identity Attack Identity_Assertion
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
This racist white guy on IQ on african there are more nigerian doctors and they higher on sat test than whites
This racist white guy on IQ on african there are more nigerian doctors and they higher on sat test than whites
Identity Attack0.6458014
Insult0.5130944
Profanity0.33453682
Threat0.02613456
Severe Toxicity0.23125283
Moderate 0.6611249 Low Con 0.201 Identity Attack Insult Moral_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
Identity Attack0.6220118
Insult0.6308392
Profanity0.27477357
Threat0.010369381
Severe Toxicity0.12809667
Moderate 0.64447093 Low Con 0.29 Identity Attack Insult Moral_Argument
Mar 2, 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...
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white …
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white man who's as racist as the next 😅. I also would put the Africans and Muslims ahead of Indians, although they are on my list
Identity Attack0.6007182
Insult0.47384647
Profanity0.6242122
Threat0.06658544
Severe Toxicity0.3493117
Moderate 0.6426206 Constructive 0.737 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the …
The guy on the bike that the losers in the comment section said should be the PM for Canada is a white inferiorist who knows nothing of history. And it’s unbeknownst to him that the IQ for the average white man today is much less than the IQ of the average white man say in the 1950s but wants to talk about the IQ of black people in Africa. And he says that he’s a racist but hes also a broke loser thats why he’s in the state that he’s in. The fact that you have a bunch of low IQ people in the comments butt hurt about the immigration saying that the guy on the bike should be the PM of Canada tells me what I need to know about them as well.
Identity Attack0.5135796
Insult0.6306599
Profanity0.17055123
Threat0.012285355
Severe Toxicity0.024866661
Moderate 0.5972042 Moderate Con 0.306 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Wow super racist white guy on the bike! I am white and he made me feel bad dang!
Wow super racist white guy on the bike! I am white and he made me feel bad dang!
Identity Attack0.5548181
Insult0.48313886
Profanity0.28708664
Threat0.036149003
Severe Toxicity0.08595808
Moderate 0.5885171 Moderate Con 0.444 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m as racist as the next guy. Anyone can get it. Indian, Mexican, Africans , white men , Jewishman, Caribbean, Musliman
I’m as racist as the next guy. Anyone can get it. Indian, Mexican, Africans , white men , Jewishman, Caribbean, Musliman
Identity Attack0.5983441
Insult0.27763805
Profanity0.2395431
Threat0.11309616
Severe Toxicity0.16960317
Moderate 0.5779532 Moderate Con 0.35 Identity Attack Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. …
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. I'm probably smarter than him. some africans being illiterate doesn't make them stupid and indians don't eat poop. leaving what he said in the video without calling it out looks like you agree. every group has bad drivers. every group has bad people- like the biker guy. stop the stereotype. imagine judging all white people off the biker guy. that’s what you’re doing. it’s not fair.
Identity Attack0.4911651
Insult0.5130944
Profanity0.40878695
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.661 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
silent racists if this white guy did it to black people the horror would have been international news
silent racists if this white guy did it to black people the horror would have been international news
Identity Attack0.58743036
Insult0.4302003
Profanity0.2263305
Threat0.040638234
Severe Toxicity0.05025077
Moderate 0.5716857 Low Con 0.185 Identity Attack Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This guy is racist why doesnt he goes yo hillbilly areas and talk about white people
This guy is racist why doesnt he goes yo hillbilly areas and talk about white people
Identity Attack0.5124616
Insult0.47020787
Profanity0.22602804
Threat0.012492486
Severe Toxicity0.02453801
Moderate 0.5532103 Low Con 0.208 Identity Attack Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
Immigration is obviously a mess, but a big problem like in the U.S is that the immigrants are the only one who do the dirty work or hard jobs that require actual physical work. The …
Immigration is obviously a mess, but a big problem like in the U.S is that the immigrants are the only one who do the dirty work or hard jobs that require actual physical work. The white folk or the citizens born and raised do not want to touch these kind of jobs. But overall canada especially the toronto and surrounding areas has taken a turn for the worse in the past 10-15 years. Also that guy on the bike is one of the dumbest racists who is one of the lazy white folk that complain of other cultures but wont put any effort in improving their own pathetic lives.
Identity Attack0.5135796
Insult0.5678696
Profanity0.20262444
Threat0.009981008
Severe Toxicity0.023270357
Moderate 0.54823303 Moderate Con 0.497 Identity Attack Insult Economic_Argument
Jan 28, 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.