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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: "I don't even know why …" 195 comments · Page 1 of 8
Fucker doesn't know about the second part of Punjab located in pakistan. The shit for brains can only research about a even 90% of that country don't even know about.
Fucker doesn't know about the second part of Punjab located in pakistan. The shit for brains can only research about a even 90% of that country don't even know about.
Identity Attack0.44690517
Insult0.6831271
Profanity0.90258646
Threat0.02803385
Severe Toxicity0.47886345
Toxic 0.9288007 Low Con 0.225 Insult Meta_Commentary
Feb 12, 2026 2 likes Inside Canada's Indian Invasion...
Stupid voters electing stupid politicians,...........ensuring that Canada does not even know how to be a country !!
Stupid voters electing stupid politicians,...........ensuring that Canada does not even know how to be a country !!
Identity Attack0.3857254
Insult0.83943826
Profanity0.29984993
Threat0.009204263
Severe Toxicity0.16760159
Toxic 0.85850734 Low Con 0.107 Insult Identity_Assertion
Feb 26, 2026 68 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Get the village idiots out of Canada they stink holy f they DONT EVEN KNOW HOW TO TALK THEY PARK IN HANDI CAP SPACES CUT LINES COMMIT CRIME EWWWWW
Get the village idiots out of Canada they stink holy f they DONT EVEN KNOW HOW TO TALK THEY PARK IN HANDI CAP SPACES CUT LINES COMMIT CRIME EWWWWW
Identity Attack0.3817989
Insult0.7967344
Profanity0.37854016
Threat0.026997874
Severe Toxicity0.23224458
Toxic 0.8403191 Low Con 0.193 Insult Unverified_Claim
Jan 17, 2026 2.9 million Canadian temporary visas …
Again people STOP VOTING LIBERAL!!!!!!!! BOOMERS stop voting liberal!!!! Elbows aren't up, their way f**&^% ing down!!!!! You were duped ,the liberal government has done jack sh*&^^%%% . Stop voting for evil idiots!!! Im pissed …
Again people STOP VOTING LIBERAL!!!!!!!! BOOMERS stop voting liberal!!!! Elbows aren't up, their way f**&^% ing down!!!!! You were duped ,the liberal government has done jack sh*&^^%%% . Stop voting for evil idiots!!! Im pissed off lives are being ruined destroyed!!! This was not happening 10 yrs ago canada was still canada now I dont recognize the very country I was born and raised in 53 yrs I dont even know the country anymore!!!!!! Sooooo f**&^^ ing angry!!
Identity Attack0.37082586
Insult0.71551245
Profanity0.6001929
Threat0.06593887
Severe Toxicity0.35368225
Toxic 0.8403191 Moderate Con 0.421 Insult Call_To_Action
Sep 4, 2025 Why Canadians Are Turning Against …
If you whites are so tired of this shit then ban immigration losers, you are stealing the manpower we need for our development. The same future you stole from us with your colonialism and then …
If you whites are so tired of this shit then ban immigration losers, you are stealing the manpower we need for our development. The same future you stole from us with your colonialism and then you have the audacity to call us all sorts of names. Even if you may be right; remember that this is all your doing. Otherwise we know how clean London was even in the victorian era and how civilised you were when the Roman kicked your asses.
Identity Attack0.6007182
Insult0.66500133
Profanity0.73341435
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.8364697 Moderate Con 0.321 Identity Attack Insult Moral_Argument
Feb 12, 2026 3 likes Inside Canada's Indian Invasion...
I hate this xenophobic and racist bs. Why are you against Africans and South Asians? What the hell did they even do to you? And you know that these videos are harming both ethnic groups/races …
I hate this xenophobic and racist bs. Why are you against Africans and South Asians? What the hell did they even do to you? And you know that these videos are harming both ethnic groups/races right? Why? Just for some stupid clout?
Identity Attack0.48949075
Insult0.6370372
Profanity0.541926
Threat0.035458352
Severe Toxicity0.35004315
Toxic 0.8299589 Moderate Con 0.414 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Hahaha stupid people, don’t even know how they come… before it used to be all white now it’s all brown.. nothing changed
Hahaha stupid people, don’t even know how they come… before it used to be all white now it’s all brown.. nothing changed
Identity Attack0.4774257
Insult0.71120167
Profanity0.43781817
Threat0.016638106
Severe Toxicity0.16960317
Toxic 0.78855824 Low Con 0.195 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
that white racist pig doesn't even know anything about the black people. I earn more in Africa than so many whites that I met during my years in China as an expert. Stealing African resources …
that white racist pig doesn't even know anything about the black people. I earn more in Africa than so many whites that I met during my years in China as an expert. Stealing African resources and claiming to be superior.
Identity Attack0.7499929
Insult0.6991143
Profanity0.40929472
Threat0.039947584
Severe Toxicity0.35368225
Toxic 0.7856813 Moderate Con 0.399 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we …
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we in Africa we have down syndrome according to this caucasoid....mmmmmm ..hh whatever...he said all Africa are just terrible people mmmmm
Identity Attack0.6649212
Insult0.5935568
Profanity0.41194582
Threat0.05430072
Severe Toxicity0.45510182
Toxic 0.75208336 Moderate Con 0.325 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
2:58 you know sh1t real when even Indians say that part of foreign country locality has too many Indians
2:58 you know sh1t real when even Indians say that part of foreign country locality has too many Indians
Identity Attack0.5135796
Insult0.40243408
Profanity0.596623
Threat0.015429466
Severe Toxicity0.23224114
Toxic 0.718943 Low Con 0.2 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
0:13 se who is talking about hygiene . Those Who don’t even know how to wash their ass 😂
0:13 se who is talking about hygiene . Those Who don’t even know how to wash their ass 😂
Identity Attack0.068465814
Insult0.34782293
Profanity0.5188411
Threat0.05559385
Severe Toxicity0.16960317
Toxic 0.71760553 Low Con 0.17 Humor_Satire
Feb 4, 2026 3 likes Inside Canada's Indian Invasion...
Girl, it's your country. Do you have every right to speak up? And more should, because what's going on, it's disgusting. Don't come over here in Canada and get free bees. I can't even get …
Girl, it's your country. Do you have every right to speak up? And more should, because what's going on, it's disgusting. Don't come over here in Canada and get free bees. I can't even get a doctor from my mother. What the hell I'm disgusted with the government politicians? Actually, I do know. God put governments in place. He didn't put politicians there, and they're all f****** greedy
Identity Attack0.29035977
Insult0.5739874
Profanity0.58072567
Threat0.012854968
Severe Toxicity0.16960317
Moderate 0.681338 Constructive 0.655 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
Identity Attack0.5135796
Insult0.6336687
Profanity0.40783462
Threat0.0103175985
Severe Toxicity0.072789766
Moderate 0.6342749 Moderate Con 0.439 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
U know Cannada how cannada always supported Kh@l!stan radicals even when india warned now suffer lil bro 🥀 get ur ass on. This "Indian" invasion cuz they'll create c@nnada into K@hal!stan
U know Cannada how cannada always supported Kh@l!stan radicals even when india warned now suffer lil bro 🥀 get ur ass on. This "Indian" invasion cuz they'll create c@nnada into K@hal!stan
Identity Attack0.5135796
Insult0.5130944
Profanity0.5150164
Threat0.16383497
Severe Toxicity0.34935045
Moderate 0.6308517 Low Con 0.152 Identity Attack Insult Unverified_Claim
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
Our Pathetic Government didn’t clue in, even knowing that India is a huge scammer Country, they let them scam Canada..
Our Pathetic Government didn’t clue in, even knowing that India is a huge scammer Country, they let them scam Canada..
Identity Attack0.5075293
Insult0.6370372
Profanity0.17380778
Threat0.009566744
Severe Toxicity0.023317307
Moderate 0.6289369 Low Con 0.218 Identity Attack Insult Policy_Critique
Oct 5, 2025 IRCC Names India in Study …
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get …
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get supported. Because for some reason, people think Carney is king and walks on water and was the first man on the moon and everything else he takes credit for that. He didn't do. He left nothing but chaos in his wake anywhere. He's been just asked the slaves in the Amazon rainforest. What they thought of him in Brookfield, management asked the United Kingdom what they thought about his stint there and now he's in Canada. He wrecked things for 5 years as Trudeau's advisor and now he's the big shot, loser, screwing Canada even worse. I'm willing to bet if anyone actually cared enough to follow the money. I think canadian taxpayers are paying for not only his trips around to these other countries for deals, but I think were accommodating Brookfield management as well!
Identity Attack0.13377325
Insult0.6677319
Profanity0.2347036
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.60311776 Moderate Con 0.488 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Indians are know for scamming: look st the scam call center in India, they even send in people in person to scam elders in the USA. There is that guy scamming out of gold bars …
Indians are know for scamming: look st the scam call center in India, they even send in people in person to scam elders in the USA. There is that guy scamming out of gold bars from an old veteran pretending he was with the military. India is know for corruption, rape against women, murders and scamming. Indians need to fix india and stay in india.
Identity Attack0.61901736
Insult0.5130944
Profanity0.33453682
Threat0.2836219
Severe Toxicity0.35094213
Moderate 0.6027529 Moderate Con 0.48 Identity Attack Insult Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. …
You should have also inquired about the jobs here too. The stupid liberal government also makes it harder for us Canadians to get jobs. Hell, they buy up all the affordable housing, drive up prices. Turn great communities into shitholes. I didn't even know they had those big statues hanging around the city. I don't ever venture into Brampton anymore, as I don't do service calls or work as a mechanic. I basically got told, without being told they wanted a more diverse field of technicians. Over 12 years of work trying to get my mechanics license and I'm out. Guys can't even diagnose a ground on a vehicle, yet they can get the Red Seal license cause the "translator" gave them all the answers on the test. Lots of them coming over on student visas just to drop out or not go to school completely and take up basic minimum wage jobs from the actual tax payers of our Great? nation. The truck driving is also insane up north, past Thunder Bay. Trucks in ditches every 30-50 km's. Wheels coming off of trucks, turning around on the 2 lane highway in the middle of no where and gets the truck stuck cause they wanted to do a U-turn at 3am on blind corners. We driving our 3/4 ton work trucks have to pass our exits all the time cause they have their feet on the dash tailgating you. 90% of the ones that have come over, have made Canada a worse place to work/live.
Identity Attack0.27171627
Insult0.6308392
Profanity0.43272525
Threat0.011249693
Severe Toxicity0.024960563
Moderate 0.6020386 Constructive 0.749 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
13:35…make NO mistake, majority of Taiwanese folks would NOT even consider immigrate to this damn place. I don’t know where you got your stats from, but you’re very wrong in your opinion.
13:35…make NO mistake, majority of Taiwanese folks would NOT even consider immigrate to this damn place. I don’t know where you got your stats from, but you’re very wrong in your opinion.
Identity Attack0.32768643
Insult0.44126466
Profanity0.57236236
Threat0.0104988385
Severe Toxicity0.05832097
Moderate 0.5972042 Constructive 0.509
Aug 25, 2025 5 likes Why Canadians Are Turning Against …
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean …
As an Indian living in India this was so embarrassing. I didn't know Canada was this fucked..like I always heard some racism faced by Indians from the Canadian ppl now I understand why. I mean imagine this happened to India, prolly Indians would react the same or even worst than that. And on top of that, some Khalistani terrorists are set free in Canada.
Identity Attack0.5203519
Insult0.48313886
Profanity0.5318404
Threat0.025443908
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.589 Identity Attack Personal_Narrative
Feb 11, 2026 Inside Canada's Indian Invasion...
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled …
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again
Identity Attack0.6220118
Insult0.48399165
Profanity0.35848376
Threat0.049128212
Severe Toxicity0.16960317
Moderate 0.584095 Constructive 0.559 Identity Attack Unverified_Claim
Jan 29, 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...
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
NOTICE HOW NONE OF THEM SAY THEIR CANADIAN....because they aren't. I'm Canadian (my family has been here for 150+ yrs) We absolutely hate these street shi tt3. r5 and i use to live in Mississauga …
NOTICE HOW NONE OF THEM SAY THEIR CANADIAN....because they aren't. I'm Canadian (my family has been here for 150+ yrs) We absolutely hate these street shi tt3. r5 and i use to live in Mississauga so i know how grotesque they are. ABSOLUTE P@r@s¡t3s Even my 4yr old says he wouldn’t pull down his pants & poop on a bus….JS
Identity Attack0.28034934
Insult0.4962726
Profanity0.4242778
Threat0.027515862
Severe Toxicity0.1597006
Moderate 0.55739564 Constructive 0.548
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes 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.