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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: "Says the guy who has …" 189 comments · Page 3 of 8
The first guy with the bike and helmet is absolutely based white trash like myself unafraid to say it how it is😂🙏🏻🤣
The first guy with the bike and helmet is absolutely based white trash like myself unafraid to say it how it is😂🙏🏻🤣
Identity Attack0.44690517
Insult0.4710501
Profanity0.28938356
Threat0.012078222
Severe Toxicity0.02416241
Moderate 0.50789946 Moderate Con 0.368 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
5:04 I’m as racist as the next guy he says
5:04 I’m as racist as the next guy he says
Identity Attack0.40255263
Insult0.26957804
Profanity0.2188925
Threat0.04201601
Severe Toxicity0.02458496
Moderate 0.50789946 Moderate Con 0.33 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Listen to the white guy talking about working hard How did this all start because back in the early days white Canadians sat on their backside getting welfare because they didn’t want to work Trudeaus …
Listen to the white guy talking about working hard How did this all start because back in the early days white Canadians sat on their backside getting welfare because they didn’t want to work Trudeaus father would say back then how lazy the Canadians were they wouldn’t work but drink and take drugs My father would rent property to lazy white men that would pretend to be good people but were lazy lying nasty people so watch your words Blame the government don’t attack the people because you people were worse back in the early times
Identity Attack0.5124616
Insult0.5130944
Profanity0.12220735
Threat0.022853967
Severe Toxicity0.023176458
Moderate 0.50759226 Moderate Con 0.482 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says …
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says what Canadians want to hear, but I feel he's stupider than Trump. He's Maple Trump. I was hoping the Conservatives would of gotten a new leader, a smart guy, but nope, let's put PP out their again and hope the 2nd or 3rd or 4th times the charm.
Identity Attack0.06522302
Insult0.5739874
Profanity0.17803068
Threat0.010447056
Severe Toxicity0.014382465
Moderate 0.4977744 Constructive 0.542 Insult Personal_Narrative
Feb 24, 2026 3 likes 'We do know that there's …
you guys all “love” and “respect” the bike guy because he was saying a whole lotta fked up shi
you guys all “love” and “respect” the bike guy because he was saying a whole lotta fked up shi
Identity Attack0.04203484
Insult0.36798462
Profanity0.47435758
Threat0.010421164
Severe Toxicity0.03680043
Moderate 0.4826145 Moderate Con 0.39 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The Indian guy claiming that "Canada can't survive without india" is falsifying , no one should even give him a forum to say such nonsense , let alone believe him .
The Indian guy claiming that "Canada can't survive without india" is falsifying , no one should even give him a forum to say such nonsense , let alone believe him .
Identity Attack0.38200524
Insult0.5130944
Profanity0.07643871
Threat0.009178371
Severe Toxicity0.014963473
Moderate 0.47886392 Low Con 0.24 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
5:19 the guy on the bike is crazy for saying that !! 1) thats definitely not African culture, with Africa being a continent so generalising is outrageous, cause with that I can say North America’s …
5:19 the guy on the bike is crazy for saying that !! 1) thats definitely not African culture, with Africa being a continent so generalising is outrageous, cause with that I can say North America’s culture is mass shootings, Pedophilia and rape also (see how that doesn’t actually make sense) . And secondly Canada had more rapes per 100,000 than a lot of countries in Africa so I guess it’s Canadian culture too 🤷🏽‍♀️
Identity Attack0.44690517
Insult0.4378843
Profanity0.2258264
Threat0.13245705
Severe Toxicity0.031420294
Moderate 0.47886392 Constructive 0.516 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see …
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see any homeless indian person but almost all homless people in a brown town like brampton are whites That old ugly guy was saying that they(browms) don't work and these(white) people also say that indians have taken over the jobs 😂 Dude we are not going anywhere , i live in Brampton ❤
Identity Attack0.53446084
Insult0.4339631
Profanity0.15724123
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.47772613 Constructive 0.569 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The white guy on the bike is extremely racist. You shouldn’t give people like him a platform with no facts to back up what he is saying. He is riding a bike in the winter …
The white guy on the bike is extremely racist. You shouldn’t give people like him a platform with no facts to back up what he is saying. He is riding a bike in the winter , probably unemployed
Identity Attack0.48915586
Insult0.42567953
Profanity0.10054382
Threat0.010783645
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.3 Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
Identity Attack0.5135796
Insult0.40975618
Profanity0.12991914
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.472 Identity Attack Humor_Satire
Jan 27, 2026 2,126 likes Inside Canada's Indian Invasion...
I love this Polish guy… when he say they are dirty people. They don’t close the window, they walk around naked while he is walking naked outside..😀😀😀
I love this Polish guy… when he say they are dirty people. They don’t close the window, they walk around naked while he is walking naked outside..😀😀😀
Identity Attack0.37012735
Insult0.36798462
Profanity0.3320008
Threat0.058180105
Severe Toxicity0.024960563
Moderate 0.47119883 Moderate Con 0.399 Humor_Satire
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
the natives dont like the indians either i had some drunk native guy come up to me at mcdonalds and say "we need a REAL indian in office not like THESE guys" then he proceeded …
the natives dont like the indians either i had some drunk native guy come up to me at mcdonalds and say "we need a REAL indian in office not like THESE guys" then he proceeded to point at all the indians in the store
Identity Attack0.5135796
Insult0.3388922
Profanity0.2347036
Threat0.1284288
Severe Toxicity0.027833538
Moderate 0.46982017 Moderate Con 0.432 Identity Attack Personal_Narrative
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a …
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a wife/girlfriend with them, they're constantly berating her. I've found Indians are cheap but generally polite, the biggest problem is that there's just too damn many of them and they don't assimilate, so you become a stranger in your own hometown when they move in. I remember looking for a place to get takeout around my boyfriend's house and it was literally 90% Indian food, 10% pizza with butter chicken and tandoori toppings.
Identity Attack0.5135796
Insult0.4339631
Profanity0.4113413
Threat0.035113025
Severe Toxicity0.09649272
Moderate 0.46716887 Constructive 0.798 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's and Pakistanis. None of them aligns with Canadian values. I feel its very rude and nerve-racking of them to come here and then try to change our culture to look like what they just came from. They are a dirty people. They have no rules when it comes to cleanliness in their food factories. They literally use their filthy feet to help in the preparation of food that is shipped to Western countries. Its a common agreement that we dont want them here. Even natural-born Indians dont want them here. They know how disgusting their hygiene practises are. I went to an indian resteraunt with a friend of mine and i could see into the kitchen and the guy who was cooking was barefooted and as he came to deliver the food he slid into a pair of slippers. I asked him if he was cooking in bare feet and he lied saying OHHH no maam and then he lifted his foot. I looked at my friend and said this is grose and im going to McDonalds. And everyone in Mcdonalds was Indian too. FUCC that. Canada doesnt even look Canadian anymore. We honestly look Asian and its the Liberals who are doing it. Get rid of White Canadians. Bring in Dumb down indians and they will never lose another election
Identity Attack0.48990932
Insult0.48313886
Profanity0.18049006
Threat0.01254427
Severe Toxicity0.023552058
Moderate 0.45921504 Constructive 0.639
Jan 27, 2026 Inside Canada's Indian Invasion...
"sub sahara intelligence level below 70", people with that level of intelligence cannot take care of themselves much less reason or use a computer... am i dead? lol, okay seriously, anyone with an IQ above …
"sub sahara intelligence level below 70", people with that level of intelligence cannot take care of themselves much less reason or use a computer... am i dead? lol, okay seriously, anyone with an IQ above 110 - i am saying this knowing the IQ system is flawed but is the most common metric everyone can understand - who seriously believes a region of people exists with below 70 IQ as an average is clearly dumb. Believing online graphs without investigating the sources to prove your biast is dumb, the guy on the bike is dumb. I's not racism or anti racism, it's just reality, people with that level of IQ grouped together would not be able to take care of themselves, they would die out, it would not be possible, i would not even exist as a software developer before AI became mainstream.
Identity Attack0.23239216
Insult0.5129801
Profanity0.18909787
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.45703048 Constructive 0.519 Insult Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about …
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about Indians rightfully so and I always say hey we have Muslim refugees sneaking in here under the radar cuz all eyes are on the Indians.
Identity Attack0.55044734
Insult0.28997475
Profanity0.0935729
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.44573322 Constructive 0.673 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
How is this guy on the bike going to say Indians are fine and then say”but the Africans” 💀
How is this guy on the bike going to say Indians are fine and then say”but the Africans” 💀
Identity Attack0.5075293
Insult0.26957804
Profanity0.2366394
Threat0.030623792
Severe Toxicity0.02444411
Moderate 0.4398409 Low Con 0.225 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
Identity Attack0.46028158
Insult0.31740165
Profanity0.22572558
Threat0.027343199
Severe Toxicity0.023246882
Moderate 0.4398409 Moderate Con 0.331 Humor_Satire
Jan 2, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
They love their country but don't want to live there and refuse to go back. Respect for the guy on the bike for being honest, most people don't have the balls to say it. It's …
They love their country but don't want to live there and refuse to go back. Respect for the guy on the bike for being honest, most people don't have the balls to say it. It's not racism, just pattern recognition.
Identity Attack0.14661247
Insult0.26957804
Profanity0.38343847
Threat0.010705971
Severe Toxicity0.019224197
Moderate 0.4394682 Constructive 0.704 Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a …
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a bike. Why would you include him saying black people from subsaharan Africa are dumb when it has nothing to do with this video? You could have just included his perspective on Indians but you gave him so much time to go on a tangent and a racist rant.
Identity Attack0.46028158
Insult0.43296707
Profanity0.22663295
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.43230394 Constructive 0.717 Meta_Commentary
Feb 22, 2026 Inside Canada's Indian Invasion...
"where dominant culture was Canadian" the guy says: Well fuqin duh!
"where dominant culture was Canadian" the guy says: Well fuqin duh!
Identity Attack0.27510223
Insult0.3126888
Profanity0.47435758
Threat0.0091524795
Severe Toxicity0.023152983
Moderate 0.43230394 Low Con 0.242
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I am sure the bike guy considers himself a Christian too, religion of love, humanity and peace so they say 😂😂his heart is full of hate why don't he goes buy a 🔫 and get …
I am sure the bike guy considers himself a Christian too, religion of love, humanity and peace so they say 😂😂his heart is full of hate why don't he goes buy a 🔫 and get rid of everyone he batws to cleanse his heart and satisfy it to its fullest, I am sure he will sleep better. His ready to leave this earth cuz it's almost time for him with hatred in his heart. No wonder be didn't amount to anything in life with his high IQ &, intelligence. He could have been a millionaire or president of Canada or something but his just a bike guy. He must do something about we are ready for him.
Identity Attack0.31892163
Insult0.37960073
Profanity0.25915453
Threat0.13815513
Severe Toxicity0.043077253
Moderate 0.4269174 Moderate Con 0.38 Moral_Argument
Jan 27, 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 worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and …
I worked with a guy that was abusing the system and didn't even hide it. He said to me I'm on a student visa I'm supposed to be going to school but I'm not and then he laughed about it and I got pissed. I said something about it and I told my boss he's not even supposed to be working here and my boss told me to mind my business. That's what's going on in Canada. Also these clowns that say that they are a benefit to Canada obviously aren't having their field of work crushed by too many people so you're easily replaceable. When you are easily replaceable your company no longer values you even if you are amazing at your job. They might be a financial benefit to companies and other Indians but they are not a benefit to Canadians. They only shop at Indian businesses and only deal with Indians in all aspects of their life. They refused to deal with Canadians and Canadian companies. They are cutting us out and being racist and discriminatory towards Canadians in Canada. That's ridiculous and we should stop it
Identity Attack0.1007269
Insult0.48627716
Profanity0.22562476
Threat0.012699619
Severe Toxicity0.014898917
Moderate 0.4269174 Constructive 0.707 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
(They) live by their own rules.. says the Indian guy 3rd gen shopkeeper. WTF? And trust me, I don't say that too often, if ever.
(They) live by their own rules.. says the Indian guy 3rd gen shopkeeper. WTF? And trust me, I don't say that too often, if ever.
Identity Attack0.29798782
Insult0.26395
Profanity0.4401715
Threat0.0113014765
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.552 Identity_Assertion
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)

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.