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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: "As an Indian I understand …" 96 comments · Page 1 of 4
The guy on the bike was actually disgusting./. To say that Africans have low intelligence is INSANE!! And for you the creator of this content laughing like an asshole is equally annoying. Yt ppl need …
The guy on the bike was actually disgusting./. To say that Africans have low intelligence is INSANE!! And for you the creator of this content laughing like an asshole is equally annoying. Yt ppl need to understand they are not superior they are not smarter than anyone else. I have my own issues with Indians because many of them are racist towards blacks but they have the right to be whenever they want. Yt ppl are the problem!!!!! Unfollowing this dumb ass page.
Identity Attack0.57150364
Insult0.7497506
Profanity0.68353343
Threat0.08856395
Severe Toxicity0.45895407
Toxic 0.88599813 Moderate Con 0.483 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Now genernalising indians and saying we eat poo ( i don't understand ur obsession with linking it with us , u people lv it more then us ) and hide behind the curtains saying that …
Now genernalising indians and saying we eat poo ( i don't understand ur obsession with linking it with us , u people lv it more then us ) and hide behind the curtains saying that shiit is not racist is insane . Idk what else is not considered racist as this video is .
Identity Attack0.46028158
Insult0.48627716
Profanity0.6069483
Threat0.027861187
Severe Toxicity0.31905776
Moderate 0.6667219 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking …
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking seperatist politics out of Canada. To be clear, you (one of the documentarians) was adorned with a pro Indian seperatist headwrap with a the Khalistani yellow and the symbol of swords. (12:00) You've just shown support for what is defined as a terrorist organization by many countries in the world, except Canada.
Identity Attack0.55044734
Insult0.5588244
Profanity0.6242122
Threat0.08089764
Severe Toxicity0.34993178
Moderate 0.6611249 Constructive 0.604 Identity Attack Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends …
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends expect everything gets to their table. Though India is a Hindu majority country, we have more churches and mosques than temples. That’s the wide arms we show to others beliefs. Buts what’s wrong with the bible/quran followers ? Canadians are so immature, racists and hypocrites than ever
Identity Attack0.5913144
Insult0.6500014
Profanity0.117874645
Threat0.0101363575
Severe Toxicity0.02458496
Moderate 0.65996873 Constructive 0.545 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
The reason Indians migrate to the west is because it is cleeeeaaaan. Secondly, it’s ordered. No one goes about acting kingshit. He’d land in jail. The reason it become shitty is because the immigrants don’t …
The reason Indians migrate to the west is because it is cleeeeaaaan. Secondly, it’s ordered. No one goes about acting kingshit. He’d land in jail. The reason it become shitty is because the immigrants don’t understand how this place works and they destroy what attracted them to the place.
Identity Attack0.54996765
Insult0.5130944
Profanity0.64460015
Threat0.031314444
Severe Toxicity0.19761463
Moderate 0.6491204 Low Con 0.296 Identity Attack Insult Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
buncha racist people. "It took me a year to get a visa" and "Now they just jump the border and file for asylum". are these guys so shit at math that they don't understand statistics? …
buncha racist people. "It took me a year to get a visa" and "Now they just jump the border and file for asylum". are these guys so shit at math that they don't understand statistics? do they genuinely think all immigrants from india are asylum seekers and nobody comes via visa, like are they that idiotic? do you see how these ppl immediately seek some kind of high ground? its disgusting to me Indian people probably do bring a 100 problems with them, I won't argue on this. But then its the job of the ppl of the country to pressure their government to stop immigration by changing the immigration policy. There's no point in directing your racist resentment at a group of people for just following whats legally allowed
Identity Attack0.5135796
Insult0.57566804
Profanity0.4756165
Threat0.07323132
Severe Toxicity0.16960317
Moderate 0.60254884 Constructive 0.612 Identity Attack Insult
Nov 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
indians have ruined Canada. I don't understand Canada's fascination with these dirty things
indians have ruined Canada. I don't understand Canada's fascination with these dirty things
Identity Attack0.6220118
Insult0.46173862
Profanity0.20808282
Threat0.014220826
Severe Toxicity0.038593806
Moderate 0.5779532 Low Con 0.294 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
4:53 live in Montreal and you’ll understand why he says the Muslims and Africans are worse than the Indians…
Identity Attack0.6649212
Insult0.42367843
Profanity0.16869035
Threat0.012906751
Severe Toxicity0.038593806
Moderate 0.56269526 Moderate Con 0.401 Identity Attack Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but …
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but they are working and trying to get ahead …just like you , your parents or grandparents did ,you people are just being racist towards the Indians , all of you are migrant decedents ,and don’t even try the “we didi it the righ way” bs for is stupid , also you colonize and practice genocide of the locals but we don’t add that to the conversation right ? Im a migrant,did it “ right way” but understand not everyone can, why wouldn’t ( as long they don’t commit an actual crime) they have a chance also? This is not my canada , we are not the usa or europe, we are better.
Identity Attack0.45348886
Insult0.5739874
Profanity0.33453682
Threat0.08089764
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.668 Insult
Oct 17, 2025 IRCC Names India in Study …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
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 …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one ill-literate stupid person who ate the cow-dung doesn't represent the whole of India. There are some stupid people in every country. Its a sensible and a resonable think to understand such realities. Before you talk about India please read and have some knowledge about each state then you'll understand each state is very different and a country by itself. Considering that all Indians are bad is not smart or nice. Looks like you are expecting some changes, ok, then try and work on for that rather than hating Indians as a whole.
Identity Attack0.36702603
Insult0.6109131
Profanity0.26735115
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.54325575 Constructive 0.739 Insult Moral_Argument
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The …
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The thing you really have to be careful of, as is the situation with any instance of mass migration, is to be aware if newcomers are taking advantage of Western social assistance programs, like the Somalis have done with the welfare system. They need to understand that to be welcomed as new Americans, they have to work. Indians have proven to be industrious through hotels and convenience shops. I'd prefer them to Middle Easterners or certain cultures of Africans. That all being said, they should also come to understand that, having moved to a modern country, there's very little point in having massive families with ten kids. No need to endlessly spawn more people to help with chores like water fetching when you have indoor plumbing. It's an unfortunate trend a lot of migrants have trouble getting over, the endless breeding that makes locals anxious that they'll become a minority in their own country in just a few generations.
Identity Attack0.5498214
Insult0.46173862
Profanity0.5381406
Threat0.02924249
Severe Toxicity0.16960317
Moderate 0.52811706 Constructive 0.805 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Remigration now. And to all the Africans and the Muslims trying to cozy upto us White folks, because you happen to hate Indians, please understand that you're next on the deportation list.
Remigration now. And to all the Africans and the Muslims trying to cozy upto us White folks, because you happen to hate Indians, please understand that you're next on the deportation list.
Identity Attack0.6007182
Insult0.37506318
Profanity0.18786818
Threat0.13279422
Severe Toxicity0.05025077
Moderate 0.52007306 Low Con 0.259 Identity Attack Identity_Assertion
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
Message to all Indian students: You don't talk loud on the train in the quite zone area! If you could read the signs, you should understand and follow it! you are all annoying!
Message to all Indian students: You don't talk loud on the train in the quite zone area! If you could read the signs, you should understand and follow it! you are all annoying!
Identity Attack0.40255263
Insult0.5130944
Profanity0.16031636
Threat0.01119791
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.408 Insult Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
Fake diploma, fake ID, fake bank statements, even the fake person….Indians ruined their own country and now they come to Canada, UK, Australia and New Zealand. If u don’t understand that please go to visit …
Fake diploma, fake ID, fake bank statements, even the fake person….Indians ruined their own country and now they come to Canada, UK, Australia and New Zealand. If u don’t understand that please go to visit India 🇮🇳
Identity Attack0.55044734
Insult0.42743355
Profanity0.077731855
Threat0.020436687
Severe Toxicity0.028730227
Moderate 0.5024724 Low Con 0.268 Identity Attack
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indians what the heck have you done? It's just the genuine ones that suffer. I'm an Indian too, fought to the skin of the tooth to secure Masters admission, paid over 50k CAD in fees. …
Indians what the heck have you done? It's just the genuine ones that suffer. I'm an Indian too, fought to the skin of the tooth to secure Masters admission, paid over 50k CAD in fees. Was genuine in my effort & was able to secure a good job and I still have this ick at the back of the mind that I might be seen with disgust because of how tarnished our reputation is of lately, despite trying my best to contribute my fair share to the society, to this beautiful country. Hope you Canadians understand the plight of honest ones amongst the sea of frauds, I hope you do!
Identity Attack0.40883094
Insult0.42743355
Profanity0.39409557
Threat0.016638106
Severe Toxicity0.03321367
Moderate 0.47119883 Constructive 0.809 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
This is crazy. I am an Indian, and I fail to understand why so many Indians choose to live in other countries. For money? Don't they have any self respect or dignity? It us true …
This is crazy. I am an Indian, and I fail to understand why so many Indians choose to live in other countries. For money? Don't they have any self respect or dignity? It us true that Germans, Irish, Italians etc did migrate to USA en masse, but they did it out of desperation, to avoid famines. Indians must understand, western people despise the fact that so many Indians living in their countries. They don't like you. They why? Come back to your motherland, and serve the nation.
Identity Attack0.46028158
Insult0.41767508
Profanity0.1696208
Threat0.019055385
Severe Toxicity0.023076924
Moderate 0.46716887 Constructive 0.652
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I will never ever understand why white people are responsable for others problems. Indian are making a lot of kids than they send them into white countries as ” students ”. Like this every white …
I will never ever understand why white people are responsable for others problems. Indian are making a lot of kids than they send them into white countries as ” students ”. Like this every white country fall, one by one. Neo marxism is destroying EU right now as well. Those white leaders from many countries now are just a bounch of nobodies.
Identity Attack0.5135796
Insult0.38406035
Profanity0.19770569
Threat0.03304107
Severe Toxicity0.023076924
Moderate 0.45703048 Moderate Con 0.351 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Still you guys don't understand Indian??? They are world biggest fraud, they buy work permit, they buy IELTS, most of the documents are false...
Still you guys don't understand Indian??? They are world biggest fraud, they buy work permit, they buy IELTS, most of the documents are false...
Identity Attack0.3895355
Insult0.42881694
Profanity0.08322773
Threat0.009463178
Severe Toxicity0.020515325
Moderate 0.43475235 Low Con 0.259
Sep 29, 2025 IRCC Names India in Study …
What a disgrace. Multiculturalism is a failed experiment. We CANNOT turn Canada into India 2.0 The Sikh at 12:30 saying we all live in the same world to justify mass migration doesn't understand that that …
What a disgrace. Multiculturalism is a failed experiment. We CANNOT turn Canada into India 2.0 The Sikh at 12:30 saying we all live in the same world to justify mass migration doesn't understand that that sentiment of universalism is only applied to white countries and it is destroying OUR White culture. And different races are not just about skin color, it's also about culture and IQ levels. Indians with their low racial IQs bring a lot of problems. The man says that color doesn't matter, but Indians care about color. That's why they only hire Indians and discriminate on Whites and other races. Indians are in fact the most racist people in the world. Ignoring race only promotes multiculturalism and that promotes White genocide. Human beings are racial and we should accept it. All immigrants need to understand that they need to STAY home and build a better life for themselves AT home. Not running away to White nations to impose themselves racially, culturally and spiritually. Multiculturalism is White genocide. It destroys US, it destroys OUR homes and our cultures. Our nations need to be 90-95% White and we should only allow those people that truly want to assimilate and leave their cultures behind.
Identity Attack0.46028158
Insult0.38852
Profanity0.085167445
Threat0.012233571
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.57 Fear_Threat
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over …
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over 100 years 😂 Some points are fair but other just seem like they’re sad that they’re behind when they’ve been here for so long. If you are a white multi generational Canadian and you are poor, you have no one to blame but yourself and your family that came before you. If you did not capitalize on purely just the time that you’ve been here and all the appreciation that comes with it, it has nothing to do with Indians. Most wealth is inherited and if you didn’t inherit anything that sucks. Bunch of crackheads mad about Indians being in their country like that’s the reason they’re poor and on the streets. I don’t like how annoying the Indians can be in Canada either but that’s not the reason these people you’re showing are poor.
Identity Attack0.46028158
Insult0.42167732
Profanity0.06746418
Threat0.008440462
Severe Toxicity0.019611536
Moderate 0.4269174 Constructive 0.589
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
i doesn't understand why these white candian gets offended by the Indian origin people like these whites were also immigrants to Canada they just conquered the Canada and just wiped out the indigenous people and …
i doesn't understand why these white candian gets offended by the Indian origin people like these whites were also immigrants to Canada they just conquered the Canada and just wiped out the indigenous people and now behaving like they are living there for generations
Identity Attack0.5135796
Insult0.2838064
Profanity0.09775851
Threat0.039947584
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.539 Identity Attack Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and …
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and only hear Indian music…my daughters class last year was only Indian and Arabic kids and the principal was Indian how are they gonna teach Canadian culture and education I’d ask what she did in school she said learned Indian dances. I’m 11 generations Canadian and they completely chaged our small home towns and neighbour hoods we have our own customs and cultures and it’s all gone now also there’s so much rape and assault charges or teachers molesting kids or men in girls bathroom and it’s Indian men!!! Disgusting and sad I used to love being Canadian now I hate Canada
Identity Attack0.37730414
Insult0.43158367
Profanity0.11725569
Threat0.013579931
Severe Toxicity0.021806452
Moderate 0.41168427 Constructive 0.627
Sep 1, 2025 Why Canadians Are Turning Against …

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.