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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 #}

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Active: "Tyler=racist" 55 comments · Page 1 of 3
Wow Tyler Oliveira Racist as ever. Get the fuck out of Canada we don't need your racist ass in our country.
Wow Tyler Oliveira Racist as ever. Get the fuck out of Canada we don't need your racist ass in our country.
Identity Attack0.55044734
Insult0.8012121
Profanity0.8086746
Threat0.05042134
Severe Toxicity0.50234145
Toxic 0.9248995 Low Con 0.285 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Nothing to do with the video….but fuq Tyler Fuq racists
Nothing to do with the video….but fuq Tyler Fuq racists
Identity Attack0.4453683
Insult0.6336687
Profanity0.7246992
Threat0.065292306
Severe Toxicity0.45895407
Toxic 0.90451443 Low Con 0.235 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Racist son of a ..... I av un- subscribed , ,,,,` grateful to the indians as opposed to the Africans` ,... intelligence level is like down syndrome ` and you put those comments in the …
Racist son of a ..... I av un- subscribed , ,,,,` grateful to the indians as opposed to the Africans` ,... intelligence level is like down syndrome ` and you put those comments in the video ,` here is a thought ,Take your sorry ass back to Europe Tyler ,leave americas for the natives ...idiot
Identity Attack0.55044734
Insult0.7804726
Profanity0.57236236
Threat0.06820184
Severe Toxicity0.45895407
Toxic 0.8988238 Low Con 0.245 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
this tyler dude is so racist goddamn
this tyler dude is so racist goddamn
Identity Attack0.44690517
Insult0.65231085
Profanity0.68353343
Threat0.021300001
Severe Toxicity0.3536391
Toxic 0.85333383 Low Con 0.28 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
What about the invasion of the whiteman! Racist ass Tyler
What about the invasion of the whiteman! Racist ass Tyler
Identity Attack0.5983441
Insult0.6675394
Profanity0.6242122
Threat0.050744623
Severe Toxicity0.35220072
Toxic 0.83334327 Low Con 0.278 Identity Attack Insult Meta_Commentary
Jan 27, 2026 1 likes 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...
You're making Canadians look racist you magatard foch. I can find you shitehead and nobody can stop me, they can just pick up your pieces afterward so find another outlet for your racist hatred. The …
You're making Canadians look racist you magatard foch. I can find you shitehead and nobody can stop me, they can just pick up your pieces afterward so find another outlet for your racist hatred. The only good magatard is a dead magatard. Canadian magatards deserve even worse treatment. Killing a magatard is like killing a Nazi, it makes you feel warm and a little buzzed. Death to Tyler!
Identity Attack0.5135796
Insult0.7418356
Profanity0.49259362
Threat0.56065804
Severe Toxicity0.45895407
Toxic 0.8115627 Moderate Con 0.334 Identity Attack Insult Threat Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you …
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you think this is "real journalism" it really isn't! How the world is today you fit perfectly into it. Pathetic!!!
Identity Attack0.37152436
Insult0.65865606
Profanity0.57236236
Threat0.025616571
Severe Toxicity0.35368225
Toxic 0.8115627 Constructive 0.641 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks for giving a voice to the racist idiots on your channel! Tyler, you are doing a great job bringing these cockroaches out! Yourself being one 😂
Thanks for giving a voice to the racist idiots on your channel! Tyler, you are doing a great job bringing these cockroaches out! Yourself being one 😂
Identity Attack0.40351558
Insult0.7497506
Profanity0.43900812
Threat0.04167421
Severe Toxicity0.34966052
Toxic 0.8115627 Low Con 0.29 Insult Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
Indians in canada are considered lower class than indians in india they go there , file asylum to live there ,, Asise of that fuck you tyler ready to see when your shyte right winger …
Indians in canada are considered lower class than indians in india they go there , file asylum to live there ,, Asise of that fuck you tyler ready to see when your shyte right winger racist gonna see decline .
Identity Attack0.6106996
Insult0.6798578
Profanity0.70864636
Threat0.1115629
Severe Toxicity0.4561839
Toxic 0.8115627 Low Con 0.136 Identity Attack Insult Personal_Narrative
Jan 27, 2026 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...
This is piss poor reporting and why Tyler will never make it as a serious journalist. He just goes around the world being racist. A real loser
This is piss poor reporting and why Tyler will never make it as a serious journalist. He just goes around the world being racist. A real loser
Identity Attack0.11280017
Insult0.755201
Profanity0.38063943
Threat0.009929225
Severe Toxicity0.06101104
Toxic 0.75208336 Low Con 0.18 Insult Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians …
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians that migrated, countless other people from Middle Eastern, Africa, and Asia who settled in this country. You need to STOP creating and posting racist videos. You can gain subscribers in many other ways, uneducated, beaver hideous looking person. The food ya’ll eat or other goods that the country run on IS because of these truck drivers who sit hours and hours to go to America to make a living. Shame on you. You need some knowledge, please educate yourself before running around like an idiot to interview people in the intention of making $$ off YouTube and gaining subscribers to feed your filthy looking arse. Low life prick.
Identity Attack0.46614665
Insult0.72756535
Profanity0.4170448
Threat0.05397744
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.372 Insult
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
America, Canada, Australia , New Zealand etc are no one's country they are made by immigrants first whites than black asian indians etc . Cry as much you can it's not invasion like whites arrived …
America, Canada, Australia , New Zealand etc are no one's country they are made by immigrants first whites than black asian indians etc . Cry as much you can it's not invasion like whites arrived do you call that invasion. Racist piece of 💩 Tyler 😂😂
Identity Attack0.6007182
Insult0.6336687
Profanity0.36230123
Threat0.018882722
Severe Toxicity0.21902075
Moderate 0.6827122 Moderate Con 0.315 Identity Attack Insult Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
Tyler, how dare you laugh at that white man's Indophobic lies (that Indians eat their own poop)? And then you expect us to subscribe?? Shame on you. When you laugh along with obnoxious racists, instead …
Tyler, how dare you laugh at that white man's Indophobic lies (that Indians eat their own poop)? And then you expect us to subscribe?? Shame on you. When you laugh along with obnoxious racists, instead of correcting them, you become complicit in their racism.
Identity Attack0.57150364
Insult0.6370372
Profanity0.37503055
Threat0.017156094
Severe Toxicity0.17315048
Moderate 0.6744087 Moderate Con 0.378 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tyler is going racist. Wow imagine the fool on bike whose bible is Google...everything it says he believes. If Africans are not smart pls bring out all medical doctors and count according to race. I …
Tyler is going racist. Wow imagine the fool on bike whose bible is Google...everything it says he believes. If Africans are not smart pls bring out all medical doctors and count according to race. I bet you probably no Canadian white.
Identity Attack0.58354634
Insult0.6675394
Profanity0.22622968
Threat0.012337137
Severe Toxicity0.05832097
Moderate 0.6744087 Low Con 0.206 Identity Attack Insult
Jan 27, 2026 2 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...
Tyler only interviewing white racist trash people about indians, and not taking in consideration other white ppls opinions... man that is just dissapointing ngl. A year ago this dude seemed interesting to subscribe to, but …
Tyler only interviewing white racist trash people about indians, and not taking in consideration other white ppls opinions... man that is just dissapointing ngl. A year ago this dude seemed interesting to subscribe to, but not.... I realize he is just a trumpified trumpet that wants to milk social problems and racism just for clicks, for money esentially. Very sad.
Identity Attack0.58354634
Insult0.6308392
Profanity0.27882218
Threat0.01086132
Severe Toxicity0.12809667
Moderate 0.63782936 Moderate Con 0.471 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
Identity Attack0.18705739
Insult0.65129566
Profanity0.18786818
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.6342749 Low Con 0.229 Insult Meta_Commentary
Feb 16, 2026 14 likes Inside Canada's Indian Invasion...
You are an dangerously racist Tyler!
You are an dangerously racist Tyler!
Identity Attack0.27914262
Insult0.6261769
Profanity0.19032755
Threat0.011819307
Severe Toxicity0.02444411
Moderate 0.6027529 Low Con 0.265 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
TYLER why you are so much RACIST and hate INDIA 🇮🇳 why you don't go to MINNESOTA US and report about Illegal SOMALI IMMIGRANTS you don't have guts to come infront of ILHAN OMAR and …
TYLER why you are so much RACIST and hate INDIA 🇮🇳 why you don't go to MINNESOTA US and report about Illegal SOMALI IMMIGRANTS you don't have guts to come infront of ILHAN OMAR and Deported her
Identity Attack0.5135796
Insult0.5130944
Profanity0.2337357
Threat0.100830056
Severe Toxicity0.27908814
Moderate 0.6027529 Moderate Con 0.409 Identity Attack Insult Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Another banger racist video! Tylers hate for any race but white people has no bounds!
Another banger racist video! Tylers hate for any race but white people has no bounds!
Identity Attack0.58354634
Insult0.4534306
Profanity0.1654338
Threat0.015774792
Severe Toxicity0.024772761
Moderate 0.60152835 Low Con 0.217 Identity Attack Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tyler is flat out RACIST, funny thing is he looks more Asian than white.
Tyler is flat out RACIST, funny thing is he looks more Asian than white.
Identity Attack0.55044734
Insult0.5015486
Profanity0.20375896
Threat0.0100069
Severe Toxicity0.02604016
Moderate 0.55739564 Low Con 0.249 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If having one Indian at a time so they assimilate n become American instead of coexisting with a million other Indians, Ur racist Ur scared of their races culture COEXISTING with urs Tyler Olivera ur …
If having one Indian at a time so they assimilate n become American instead of coexisting with a million other Indians, Ur racist Ur scared of their races culture COEXISTING with urs Tyler Olivera ur the reason it’s a salad n not a melting pot ur documentaries r click bait algo garbage, The guy on the bike needs to know their all doctors but his supreme race wouldn’t clock that Bieber voice
Identity Attack0.46028158
Insult0.5130944
Profanity0.25184435
Threat0.021127338
Severe Toxicity0.16960317
Moderate 0.54823303 Low Con 0.233 Insult Moral_Argument
Jan 27, 2026 1 likes 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.