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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: "We are the bad guys …" 61 comments · Page 1 of 3
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...
5:36 this guy is an idiot. Indians are good hard working people. There’s bad in every culture. If you take the time to talk to them you might be surprised.
5:36 this guy is an idiot. Indians are good hard working people. There’s bad in every culture. If you take the time to talk to them you might be surprised.
Identity Attack0.43896464
Insult0.7298119
Profanity0.4989438
Threat0.020609349
Severe Toxicity0.16960317
Toxic 0.7701451 Moderate Con 0.421 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Comments hyping that guy on the bike up lol nah take that racist shit out of my country. Just because a couple are bad does not mean the majority are
Identity Attack0.39461556
Insult0.563347
Profanity0.70864636
Threat0.028379176
Severe Toxicity0.23225145
Toxic 0.7701451 Low Con 0.29 Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans …
How hypocrite is the guy with work jacket on bike, talking about he was more comfortable with Indians as opposed to Muslims and Africans!!! What?? What a filthy racist is this guy!!! He hates Africans because he believes that rape is normal in their African culture!!! What?? He has no idea that India has highest rape rate in a year and brutality including regular lynching... my goodness... this guy will not open his eyes yet. And why he hates muslims? He is ignorant. What a crazy racist is that guy. Hate and racism is going to burn our lovely beloved safest country Canada. This is not right. Alarm. Whoever we are, we all must live together in peace and unity. Multiculturalism is not bad but Candian common culture must be adopted, respected and lived.
Identity Attack0.55044734
Insult0.69164425
Profanity0.37993968
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.7252971 Constructive 0.556 Identity Attack Insult Moral_Argument
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
Brampton Bike guy is so based! Thanks for covering how badly the marxist Extreme far left liberal party of Canada has destroyed our country and fuck you TRUMP for helping Carney get elected instead of …
Brampton Bike guy is so based! Thanks for covering how badly the marxist Extreme far left liberal party of Canada has destroyed our country and fuck you TRUMP for helping Carney get elected instead of polleivre
Identity Attack0.23391083
Insult0.54471385
Profanity0.5365423
Threat0.050744623
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.455 Insult Identity_Assertion
Jan 27, 2026 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...
5:36 Man this guy is so racist. Even the racist guy doesn't have much bad to say.
5:36 Man this guy is so racist. Even the racist guy doesn't have much bad to say.
Identity Attack0.3802808
Insult0.4596616
Profanity0.2347036
Threat0.025271246
Severe Toxicity0.03590374
Moderate 0.5779532 Low Con 0.255 Moral_Argument
Feb 26, 2026 2 likes 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...
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...
There’s good and bad in EVERY culture. The guy with the reverse ball cap is white trash but he talks about immigrants. I’d rather have South Asians here that are good people anyday vs him. …
There’s good and bad in EVERY culture. The guy with the reverse ball cap is white trash but he talks about immigrants. I’d rather have South Asians here that are good people anyday vs him. At least they’ll work for minimum wage vs the homeless druggies who choose to be on the streets.
Identity Attack0.55044734
Insult0.5497792
Profanity0.27747265
Threat0.008686432
Severe Toxicity0.02425631
Moderate 0.55739564 Constructive 0.546 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you …
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you that why I always say I love working with white peoples n other races people but not with Indian people here in Canada what I mean Indian people I mean from Asia I hate them so bad they need to go please they are ruined Canada 🇨🇦
Identity Attack0.57150364
Insult0.46476576
Profanity0.22552395
Threat0.06238277
Severe Toxicity0.15443328
Moderate 0.54823303 Moderate Con 0.491 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that …
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that place, and many other places in Ontario. Not their fault I would say, but a really badly managed immigration fuck up thats not gonna end well I fear.
Identity Attack0.41222036
Insult0.4339631
Profanity0.5013569
Threat0.017156094
Severe Toxicity0.027833538
Moderate 0.51980776 Constructive 0.639 Policy_Critique
Feb 6, 2026 Inside Canada's Indian Invasion...
You guys wanna blame the immigrants but why dont you blame canadian born citizens that dont give a rats ass about getting a job? Its not the immigrants fault all those homeless people are white …
You guys wanna blame the immigrants but why dont you blame canadian born citizens that dont give a rats ass about getting a job? Its not the immigrants fault all those homeless people are white Canadians. They didnt make them homeless why are you rilling up the Canadians and giving them a bad impression of brampton and not give the counter argument? Seems very facetious.
Identity Attack0.48915586
Insult0.5072643
Profanity0.40558428
Threat0.020091362
Severe Toxicity0.051147457
Moderate 0.5140397 Constructive 0.52 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I …
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I hate everyone from Africa like Africa is only Sudan or Somalia... Or Indians eat poop how bizzar is that... There are bad but not everyone is bad... This guy prove everytime I see this video I don't like his videos.... But not all videos are bad. And ofc these illegal stuff is bad, as this title have India I am sure this video will get heat.... cuz everyone hate hardworking people Edit - I also like this guy cuz he is equally racist to everyone... showing the real stuff
Identity Attack0.46028158
Insult0.40243408
Profanity0.34391102
Threat0.054624002
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.743
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The guy in the bike is a real racist. Africans are highly intelligent. No wonder you ride a bike in winter. Really bad person.
The guy in the bike is a real racist. Africans are highly intelligent. No wonder you ride a bike in winter. Really bad person.
Identity Attack0.48990932
Insult0.47384647
Profanity0.17380778
Threat0.012130005
Severe Toxicity0.023076924
Moderate 0.50789946 Low Con 0.273 Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
The government is useless I can't believe you guys allow this🤦🏽‍♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's …
The government is useless I can't believe you guys allow this🤦🏽‍♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's nothing wrong with practicing in your home. If the tables were to turn if Canadians came to do the same to their country they would flip. Which is easy for the Muslim to do the same 🤔 All they're doing is setting an example by teaching their children to hate even more. Segregation, dominance, and arrogance is not the way in Canada. Every Nation comes here just as they come here as well too. If they miss their home so bad go back!!! No need for this terrible 😔
Identity Attack0.4508763
Insult0.5130944
Profanity0.12639372
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.4850187 Constructive 0.591 Insult Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The guy with the cigarette looks like the bad guy from The Town that got his nuts clipped haha
The guy with the cigarette looks like the bad guy from The Town that got his nuts clipped haha
Identity Attack0.030433474
Insult0.42367843
Profanity0.34827787
Threat0.026307223
Severe Toxicity0.023076924
Moderate 0.45921504 Low Con 0.281 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
But what can they do they arrest the bad guy he is just back on the street committing crimes again. Or a judge rules by feeling and the criminal gets a slap on the wrist.
But what can they do they arrest the bad guy he is just back on the street committing crimes again. Or a judge rules by feeling and the criminal gets a slap on the wrist.
Identity Attack0.018068384
Insult0.19734058
Profanity0.08225787
Threat0.54744303
Severe Toxicity0.023458159
Moderate 0.4475325 Moderate Con 0.344 Threat Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Showing Only 1 Guy..🖕doing this....for getting hype 5:54 not bad
Showing Only 1 Guy..🖕doing this....for getting hype 5:54 not bad
Identity Attack0.03894114
Insult0.24928534
Profanity0.29209393
Threat0.053330876
Severe Toxicity0.024725812
Moderate 0.4398409 Low Con 0.221 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent …
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent billions and aren't getting guns but this time they will and Chinese mercenaries have no ties so they will have no problem turning their guns on us. I believe he is planning a genocide of older people to save money on Healthcare after all death cures everything. His orange man bad narrative is going to come true if he thinks trump will put up with massive immigration and ccp soldiers in our military. Carney has so many conflicts of interest he is tanking canada on purpose so he can sell his green scam tech which surprise is owned by Brookfield a Canadian company which he moved to New York to avoid paying our high taxes. He is the biggest security threat to canada ever he is a madman ,arrogant prick that needs to go to jail along with his gangster liberal buddies. I cant believe how lefties believe his b.s every word out of his mouth is a lie. He attacks Pierre and he is not the government and says its a global problem. No its liberal mismanagement and corruption. The election is over after ontario and quebec votes because its gerrymandered with not enough seats out west because they think we are children and we pay the bills and no immigrants are working i get taxed 1500 on my 1450 pension to pay for these parasites. Carney talks out of the side of his mouth id love to play poker with him he cant lie worth shit. There is no way these policies are put in for any reason other than to impoverish us they are ridiculous. How about the teacher in hope b.c who got a 750,000 fine for a perfectly reasonable post about trans insanity. They say they are going to give it to lgbq+ offended teachers. You disagree with the government narrative they freeze your bank account, cancel you and bankrupt you all in violation of the charter of rights and freedoms. There not even trying to hide their dictatorship with their new kings clause where a company thats in with pm can basically break Canadian laws if pm says so. I hope ee get invaded i will never go to a hospital to die . In ontario 65 people got maid in 24 hours without talking to family and without life threatening conditions. This guy is a co trol freak has to be stopped now
Identity Attack0.43896464
Insult0.38852
Profanity0.1184936
Threat0.27243137
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535 Unverified_Claim
Feb 25, 2026 LILLEY UNLEASHED: The fall of …
I just want to clarify the dude in a worker vest with his bicycle.. is a homeless guy.. He's a very bad representative of canadien population.. I wonder tho, if he's a drunk or a …
I just want to clarify the dude in a worker vest with his bicycle.. is a homeless guy.. He's a very bad representative of canadien population.. I wonder tho, if he's a drunk or a schyzo.
Identity Attack0.1808059
Insult0.47357693
Profanity0.05243378
Threat0.0072882893
Severe Toxicity0.010528564
Moderate 0.4014846 Constructive 0.509 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in …
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in Burnaby BC and Vancouver bc when the chinese/japanese and just asia in general started immigrating to canada. The racists back then whined and cried about a ton of asian shops opening and bad drivers etc. Hell they didn't even like asian only churches they would cry "why do they need their own churches?" while saying their cooking stinks, their shops stink to their face and bitching about just about anything. Now its happening again in Toronto and the racists have moved on from asians and now focus their hate towards the indian community. as a native American all i can say is if you're actively going to bitch about immigrants. Maybe everyone that isn't native american or culture didnt originate from the north Americas should head back home? otherwise quit bitching and learn to love one another. At the end of the day Canadians and Americans are imigrants from Europe.
Identity Attack0.40713623
Insult0.36798462
Profanity0.2813443
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.628 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst …
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst themselves and enjoy their culture at home. The guy with the bike is disgusting with his comments about people from Africa. A few bad people don't describe an entire race. One of the dumbest things a person can do is bring a weapon with them unless they are trained on how to use it. Meeting a human smuggler is dangerous and stupid.
Identity Attack0.2308735
Insult0.47020787
Profanity0.16217725
Threat0.04098356
Severe Toxicity0.017610285
Moderate 0.4014846 Constructive 0.71 Policy_Critique
Jan 29, 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.