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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: "You yourself you are promoter …" 79 comments · Page 1 of 4
are you fucking kidding with that sponsor its literally a huge scam being promoted by bots which literally tries to steal your accounts on stuff fucking idiot
are you fucking kidding with that sponsor its literally a huge scam being promoted by bots which literally tries to steal your accounts on stuff fucking idiot
Identity Attack0.16373143
Insult0.8082062
Profanity0.91513264
Threat0.038220957
Severe Toxicity0.56528324
Toxic 0.968226 Low Con 0.19 Insult Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The guy with the bike is fuuuuucking idiot racist, l have to report your channel for promoting racism
The guy with the bike is fuuuuucking idiot racist, l have to report your channel for promoting racism
Identity Attack0.50515765
Insult0.8390655
Profanity0.8326356
Threat0.13815513
Severe Toxicity0.5231034
Toxic 0.9563754 Moderate Con 0.304 Identity Attack Insult Call_To_Action
Feb 20, 2026 Inside Canada's Indian Invasion...
Why the nigger fuck are you promoting smuggling in your content?
Why the nigger fuck are you promoting smuggling in your content?
Identity Attack0.8330005
Insult0.7762574
Profanity0.8855216
Threat0.05947323
Severe Toxicity0.50703704
Toxic 0.944597 Low Con 0.168 Identity Attack Insult Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Men with bycicle tell the truth but this latte boys They'll say it's racism because they already know what to say: a black man fucking a white woman (90% of porn, Jews?) isn't racism; these …
Men with bycicle tell the truth but this latte boys They'll say it's racism because they already know what to say: a black man fucking a white woman (90% of porn, Jews?) isn't racism; these are normal ads with only men of color and white women; it's normal; why taht is not normal in any other fucking corner of the earth to promote this type of mulatization except North America and Europe??? Why? Racism?
Identity Attack0.6458014
Insult0.5362655
Profanity0.71218073
Threat0.11002964
Severe Toxicity0.45895407
Toxic 0.7675452 Low Con 0.297 Identity Attack Insult Unverified_Claim
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because …
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because I do not want to feed the algorithm and promote your sleezy hate videos. You find the whitest, shittiest people you can find and let them spread their garbage. Channels like yours need to be stomped out.
Identity Attack0.50515765
Insult0.65865606
Profanity0.541926
Threat0.34552678
Severe Toxicity0.3525603
Toxic 0.7510937 Moderate Con 0.321 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
I love how this channel doesn't give a fuck. Like promoting free cash scams while "covering" Brampton. Do surrey next😂
I love how this channel doesn't give a fuck. Like promoting free cash scams while "covering" Brampton. Do surrey next😂
Identity Attack0.060220852
Insult0.40243408
Profanity0.6919765
Threat0.014048163
Severe Toxicity0.16960317
Moderate 0.6989911 Low Con 0.299 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
This video should be removed immediately as it promotes racism and discrimination towards other ethnic groups. For those of you who don’t know, Canada is a multicultural country. If you have an issue with the …
This video should be removed immediately as it promotes racism and discrimination towards other ethnic groups. For those of you who don’t know, Canada is a multicultural country. If you have an issue with the kinds of people living here, you’re more than welcome to get your white smelly ass out of here and go to your original countries most likely in Europe. This country was never yours, indigenous community were the ones who discovered it. So OUT with your racist druggie white asses. At least CURRY smells better than your weeds that stink like SKUNK!
Identity Attack0.6007182
Insult0.6308392
Profanity0.5150164
Threat0.13346854
Severe Toxicity0.35368225
Moderate 0.6852916 Moderate Con 0.343 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
PAST FED UP. LOAD THE PLANES AND CLEAN THIS SHIT SHOW UP.. ANY AND ALL POLITICIANS WHO PROMOTED OR WENT ALONG WITH THIS ACT OF TREASON ON CANADIAN CITIZENS SHOULD BE LOADED ON THE PLANES …
PAST FED UP. LOAD THE PLANES AND CLEAN THIS SHIT SHOW UP.. ANY AND ALL POLITICIANS WHO PROMOTED OR WENT ALONG WITH THIS ACT OF TREASON ON CANADIAN CITIZENS SHOULD BE LOADED ON THE PLANES RIGHT BESIDE THEIR MESS. THIS IS CANADA MF’ers. Our bedsheets stay on our beds. Not our heads.
Identity Attack0.2803029
Insult0.5678696
Profanity0.50818664
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.282 Insult Fear_Threat
Sep 10, 2025 Why Canadians Are Turning Against …
Can you do a video on Markham in Canada ? it’s literally China 🇨🇳 Not to promote anything but white boy here is jumping on the bandwagon of hate to get attention. It’s not write …
Can you do a video on Markham in Canada ? it’s literally China 🇨🇳 Not to promote anything but white boy here is jumping on the bandwagon of hate to get attention. It’s not write to promote slurs against a community! there are plenty of nasty and disgusting people in every race, including yours boy
Identity Attack0.5135796
Insult0.6109131
Profanity0.21781154
Threat0.013217449
Severe Toxicity0.02514347
Moderate 0.60254884 Moderate Con 0.365 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Why do people always speak ill about Africans,That guy 4:54 is calling us stupid,@TylerOliveira please stop promoting such contents which are Racist by the way.Afew rotten apples do not represent the tree.
Why do people always speak ill about Africans,That guy 4:54 is calling us stupid,@TylerOliveira please stop promoting such contents which are Racist by the way.Afew rotten apples do not represent the tree.
Identity Attack0.3817989
Insult0.5130944
Profanity0.36602396
Threat0.017674083
Severe Toxicity0.06011435
Moderate 0.60254884 Moderate Con 0.442 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
promoting a malware/spyware while being racist peak white person activity LOL, good thing is his viewers are gonna download it and get the spyware , pathetic , get a job , the truck driving indian …
promoting a malware/spyware while being racist peak white person activity LOL, good thing is his viewers are gonna download it and get the spyware , pathetic , get a job , the truck driving indian at least earns an honest living
Identity Attack0.4931391
Insult0.5130944
Profanity0.30161268
Threat0.034422375
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.132 Insult Identity_Assertion
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
You yourself you are promoter of racism and hatred
You yourself you are promoter of racism and hatred
Identity Attack0.28034934
Insult0.5130944
Profanity0.18356428
Threat0.017328756
Severe Toxicity0.03321367
Moderate 0.5721988 Low Con 0.213 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Ind fatigue is real Has to be condenmed ,again Inds you dont teach or advice You have those inner racist castiest beliefs inside you Leave it to others Or some really good minded Inds I …
Ind fatigue is real Has to be condenmed ,again Inds you dont teach or advice You have those inner racist castiest beliefs inside you Leave it to others Or some really good minded Inds I used to enjoy jamcan ❤ Videos But it's not only sharing Fatigue and other videos But also hate on religion Just like that idiot @Reality fake Alex Quite disgusting to see him speaking Like the other guy Kachina Your aim is not to promote fatigue only or some insane stupid things done by people Just to promote hate on other religions Just like many missionaries would do Don't assume you guys to be very perfect , Look at his speech Come to Canada ,learn culture Adopt, Talks like 💩💩💩 Of course we have follow the rules Respect the people If we can't each other At least don't Trouble others Do your promotion somewhere
Identity Attack0.38246045
Insult0.5678696
Profanity0.37503055
Threat0.100830056
Severe Toxicity0.21902075
Moderate 0.5559701 Constructive 0.548 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard Lynn of deliberate bias and systematic misrepresentation to fit a specific ideological agenda. Independent researchers have found that he consistently selected data that favored his preconceived conclusions while ignoring contradictory evidence. Evidence of Systematic Bias Peer-reviewed analyses by researchers such as Jelte Wicherts identified several patterns suggesting intentional distortion in Lynn's work: Cherry-picking Low Scores: Lynn was found to have systematically excluded studies that showed higher IQ averages in African countries. He reportedly ignored every available study reporting an average IQ above 85 for African samples. Misrepresentation of Samples: In one "egregious" example for Equatorial Guinea, Lynn assigned a national IQ of 59 based on a single study of children who were in a home for the developmentally disabled in Spain, not a representative group from the country itself. Inconsistent Selection Criteria: Critics noted that Lynn's only consistent rule for including a study appeared to be the final score; lower scores were more likely to be included regardless of the sample's health or representativeness. Ideological Motivation Experts and organizations like the Southern Poverty Law Center (SPLC) argue that Lynn's work was not impartial science but was motivated by white nationalist and eugenicist ideologies: "Race Realism": Lynn was a long-time advocate of "race science," a fringe field that attempts to use biological data to justify racial hierarchies. Political Agenda: He openly argued that nations with high IQs must "subjugate or eliminate" lower-IQ groups to maintain dominance. He also advocated for the breakup of the U.S. into racial ethno-states and promoted anti-immigration and eugenics policies. Funding Ties: Much of his work was supported by the Pioneer Fund, an organization founded by Nazi sympathizers to promote "race betterment" and white supremacy. Scientific Consequences As a result of these documented flaws, the academic community has largely rejected his datasets: Revoked Status: In 2018, Ulster University revoked Lynn's emeritus status due to the "racist and sexist" nature of his work. Formal Rejection: The European Human Behavior and Evolution Association issued a formal statement in 2020 advising all researchers to stop using Lynn’s data, labeling it "unsound" and "scientifically unreliable". Publisher Reviews: As of late 2024 and 2025, major academic publishers like Elsevier have initiated comprehensive reviews of his published research due to mounting evidence of its "fundamentally flawed" and "misleading" nature. "
Identity Attack0.44690517
Insult0.5497792
Profanity0.36230123
Threat0.045895394
Severe Toxicity0.067522444
Moderate 0.51869136 Constructive 0.52 Insult Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
If Carney "doesn't suffer fools gladly" he would have gotten rid of most of his Ministers long ago. He deliberately promotes people far above their abilities simply because HE DOES NOT CARE.
If Carney "doesn't suffer fools gladly" he would have gotten rid of most of his Ministers long ago. He deliberately promotes people far above their abilities simply because HE DOES NOT CARE.
Identity Attack0.011839314
Insult0.5678696
Profanity0.094542764
Threat0.038220957
Severe Toxicity0.013607788
Moderate 0.4977744 Low Con 0.269 Insult Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Promoting games that sells used data is probably the most pathetic actions of Tyler
Promoting games that sells used data is probably the most pathetic actions of Tyler
Identity Attack0.013144426
Insult0.5130944
Profanity0.22321637
Threat0.007857903
Severe Toxicity0.012054443
Moderate 0.49139655 Low Con 0.223 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules …
The problem I saw about Indian immigrants is that they brought the bad side of their culture like dumping garbage anywhere. Don't get me wrong, Canadians do that too but the scale of disregarding rules and essentially laws in Canada is appalling. I saw a video of them literally shitting in beaches. I applaud those who are still promoting the good side in Indian culture like helping the needy and treating everyone as human beings regardless of your race, religion and origin.
Identity Attack0.50588524
Insult0.46327567
Profanity0.39409557
Threat0.011094344
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.775 Identity Attack Policy_Critique
Nov 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Tyler you seem to be racist, that country belongs to the indigenous People not the white european canadians and your video is clearly promoting racism. Try and interview the indigenous People and ask them how …
Tyler you seem to be racist, that country belongs to the indigenous People not the white european canadians and your video is clearly promoting racism. Try and interview the indigenous People and ask them how they feel about the white colonialist who stole their country.
Identity Attack0.5135796
Insult0.42367843
Profanity0.054437835
Threat0.009048914
Severe Toxicity0.022064678
Moderate 0.47886392 Moderate Con 0.35 Identity Attack Moral_Argument
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Established systems honed with years of experience and court decisions are very vulnerable to moronic politicians like Justin Trudeau. The liberals wanted to import more voters who would be so grateful for the opportunity to …
Established systems honed with years of experience and court decisions are very vulnerable to moronic politicians like Justin Trudeau. The liberals wanted to import more voters who would be so grateful for the opportunity to come to Canada they would vote liberal. The liberals wanted to promote their woke, “save the planet” doctrine no matter what the consequences. That way Justin, the self-righteous airhead, could deliver his famous word salad speeches telling people how magnanimous he was opening our doors to every creep, loser, terrorist, thief and freeloader other countries were trying to get rid of. They came by the thousands. We’ll never be rid of them.
Identity Attack0.07012023
Insult0.54471385
Profanity0.2395431
Threat0.009230154
Severe Toxicity0.020515325
Moderate 0.47772613 Moderate Con 0.374 Insult Policy_Critique
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so …
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so forced against Indian? I feel all countries have their problems and dirty places so just to show that part would be so illogical and hatred to them. Edit:- You are telling me to believe a guy who's promoting gambling and selling his audience trust for some bucks is insane dude.
Identity Attack0.36702603
Insult0.4747285
Profanity0.22429734
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.592 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
Look I am not Muslim but that Indian try to promote hate against Muslims is Hindu extremists racist. There are over 1000s Hindu temples he and his religion is biggest problem . Just drive in …
Look I am not Muslim but that Indian try to promote hate against Muslims is Hindu extremists racist. There are over 1000s Hindu temples he and his religion is biggest problem . Just drive in 400 north of Finch there is biggest Hindu temple in North America. He is Hindu extremists
Identity Attack0.5135796
Insult0.37166002
Profanity0.16450337
Threat0.038220957
Severe Toxicity0.02444411
Moderate 0.47323486 Constructive 0.594 Identity Attack
Aug 29, 2025 Why Canadians Are Turning Against …
This scammer promoting scam apps, the irony
This scammer promoting scam apps, the irony
Identity Attack0.02238941
Insult0.46173862
Profanity0.22562476
Threat0.010628296
Severe Toxicity0.02258113
Moderate 0.45751464 Low Con 0.198 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
They are going to be hanging out in Dog Houses, Short-Term Rentals & Air-BNB etc or under the cover of their own people who will try to protect them from Deportations, there you have to …
They are going to be hanging out in Dog Houses, Short-Term Rentals & Air-BNB etc or under the cover of their own people who will try to protect them from Deportations, there you have to look. Back to their motherland they have to go, they just lived a free-ride in Canada. As well as being a DEI hire, dark skin = Hire; White Skin, OH NO DON'T HIRE HIM, GOSH NO. Promote to Manager = Dark Skin. WHITE SKIN, NO WAY. Everything is RACIST. Give me a break. White Liberal women, alot of Boomers helping the DEI system, cause their just fruit cakes living in our society working at Job until their 75 or dead. Causing Grief. Everything is planned and now it will end. 3 MILLION PEOPLE, PLACE THEM ON A BOAT AND PUSH THEM OUT IN THE OCEAN.
Identity Attack0.50515765
Insult0.40243408
Profanity0.15283443
Threat0.039602257
Severe Toxicity0.02449106
Moderate 0.45549932 Moderate Con 0.309 Identity Attack
Jan 17, 2026 2.9 million Canadian temporary visas …

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.