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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: "All of you people that …" 4,268 comments · Page 39 of 171
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
Thanks liberals for destroying my country. Now the descendants of the people that actually built and fought for this country have a life that of a peasant from India. They are turning in their graves. …
Thanks liberals for destroying my country. Now the descendants of the people that actually built and fought for this country have a life that of a peasant from India. They are turning in their graves. Shame on you
Identity Attack0.43256098
Insult0.4339631
Profanity0.094219476
Threat0.058503386
Severe Toxicity0.023076924
Moderate 0.47173777 Moderate Con 0.308
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find …
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find the beautiful communities, overwhelm them - with too many people in one house, too many loud/unruly children, leaving piles of shoes on doorsteps, using beautiful yards and terraces as junk storage/laundry drying areas, making everything smell and look terrible because they have no class and their food smells permeate other people's homes as well at the outdoor air... They turn luxury developments into Indian slums and nobody's talking about it because they're afraid to sound racist. I have almost every race in my own family. So I KNOW I'm not racist. I just find it intolerable that there aren't more laws in place to protect lovely American communities from being overrun by non-assimilating Indians or any other immigrant population.
Identity Attack0.55044734
Insult0.4378843
Profanity0.19770569
Threat0.11616269
Severe Toxicity0.13599765
Moderate 0.47173777 Constructive 0.745 Identity Attack Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
Businesses and other public spots in my city had to put up "No Squatting" signs in the bathrooms, because more and more toilet seats kept get covered in dirt/shoe tracks and people started realizing why. …
Businesses and other public spots in my city had to put up "No Squatting" signs in the bathrooms, because more and more toilet seats kept get covered in dirt/shoe tracks and people started realizing why. They would go into public bathrooms, stand on top of the toilet seats and shit in a squatting position.
Identity Attack0.018168874
Insult0.26196828
Profanity0.541926
Threat0.012854968
Severe Toxicity0.023076924
Moderate 0.47173777 Moderate Con 0.459 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
i love all the disgusting racist comments, when white people migrate its okay but when colored people do it its a problem ? indians are good people
i love all the disgusting racist comments, when white people migrate its okay but when colored people do it its a problem ? indians are good people
Identity Attack0.5135796
Insult0.36798462
Profanity0.26593533
Threat0.014911477
Severe Toxicity0.02378681
Moderate 0.47173777 Moderate Con 0.31 Identity Attack Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Identity Attack0.50917345
Insult0.41530323
Profanity0.08419759
Threat0.056240413
Severe Toxicity0.024772761
Moderate 0.47173777 Low Con 0.119 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a …
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a pretty big country with a lot of empty space. they set up in a small town and didn't bother anyone. that's roughly in line with canadian values. however, during that time, we've seen a lot of cuts to systems that were intended to help people born in canada and a shift in resources to help people born elsewhere coming into the country. white canadians are correct in noticing that the government has picked a side, and is shifting it's resources to helping this one group at the expense of the other, and it's had visible results that you're helpfully documenting. it's relatively clear that, whatever the merit of that initial shift in resources, it's had some unexpected effects, and that policy needs to be reevaluated. it's relatively clear who needs government resources in brampton in 2025, and the answer is not the same as it was in 1995.
Identity Attack0.41222036
Insult0.5130944
Profanity0.2847897
Threat0.011974656
Severe Toxicity0.02444411
Moderate 0.47119883 Constructive 0.647 Insult Policy_Critique
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Saying that Canada needs Indians is disgusting. We don't need them Wingate immigrants from other countries it's racist to say that we need you. Imagine me going to China and saying you need a bunch …
Saying that Canada needs Indians is disgusting. We don't need them Wingate immigrants from other countries it's racist to say that we need you. Imagine me going to China and saying you need a bunch of white people in your country cuz you ship stuff to the United States does that sound pretty racist to you
Identity Attack0.4931391
Insult0.4534306
Profanity0.119731516
Threat0.008945347
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.467
Aug 27, 2025 Why Canadians Are Turning Against …
People who leave the shelters do it because they don't follow the rules, not because of they are scared of the Africans. They get kicked out. Africans are called monkeys by people in the shelters. …
People who leave the shelters do it because they don't follow the rules, not because of they are scared of the Africans. They get kicked out. Africans are called monkeys by people in the shelters. I have seen it and heard it. The amount of ignorance is amazing.
Identity Attack0.48949075
Insult0.47787863
Profanity0.19770569
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.591 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
White people get so bitter when they get colonized. Look at what happened when Germany tried to colonize Europe in the 20th century. Lots of hypocrisy.
White people get so bitter when they get colonized. Look at what happened when Germany tried to colonize Europe in the 20th century. Lots of hypocrisy.
Identity Attack0.4911651
Insult0.40243408
Profanity0.14313951
Threat0.011974656
Severe Toxicity0.020386212
Moderate 0.47119883 Low Con 0.241 Moral_Argument
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
That white dude just called us black people low IQ humans, none of us there though, we good in Africa 😂
That white dude just called us black people low IQ humans, none of us there though, we good in Africa 😂
Identity Attack0.5135796
Insult0.36021477
Profanity0.2424468
Threat0.013424582
Severe Toxicity0.023645958
Moderate 0.47119883 Moderate Con 0.31 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
actually poop eating people is much better to people who blow themselves with bombs. canada needs people and Canadians don't want to have children the government have no choice but to allowed migration
actually poop eating people is much better to people who blow themselves with bombs. canada needs people and Canadians don't want to have children the government have no choice but to allowed migration
Identity Attack0.120924085
Insult0.37619758
Profanity0.36225098
Threat0.34804323
Severe Toxicity0.048457388
Moderate 0.47119883 Low Con 0.225 Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Yeah they choose to send back the ones who is honest never used the systems on government funds . Worked and own there own business for a better lives . And yet the send them …
Yeah they choose to send back the ones who is honest never used the systems on government funds . Worked and own there own business for a better lives . And yet the send them back . But keep the criminals. Is this fair ?? Lawyers only eat your damn money . This is who the stand back good people no criminal records . Lady come on you just heard yourself ? But the many people with no permanent did crimes and get to stay . Unfair .
Identity Attack0.026207991
Insult0.4196762
Profanity0.45190978
Threat0.011819307
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.398 Moral_Argument
Dec 24, 2025 Deportations From Canada at Their …
Zionist belive in Goyem ideology, Brahmins and hindu hindian sects come from Jewish blood 🩸line, one belives they are superior rest of the humans are animals, when they moved to india theh adopted pagan ideology …
Zionist belive in Goyem ideology, Brahmins and hindu hindian sects come from Jewish blood 🩸line, one belives they are superior rest of the humans are animals, when they moved to india theh adopted pagan ideology witn extreme castiesm Thats why theh both control the most of the place, Because castiesm is one of tge dangerous ideology world didn't experience except hindu 🕉️ hindians As they are every parts of the world now people realise and see its effects and though not surprising for good few 🇮🇳s, it has destroyed community, spread hatred, thats the ideology these RSS wants , casteism brings extreme selfishness, corruption and its affects are seen all around the world , in canada🇨🇦 Do anything for money why care about others, no rules, upper caste are chosen by God, most hindu hindian follow these and even if they are not from upper caste. Extreme pride, attitude, show off, tired of it sick🤢🤢🤢🤢🤢 sickening
Identity Attack0.54151535
Insult0.45758462
Profanity0.32658687
Threat0.16067244
Severe Toxicity0.35368225
Moderate 0.47119883 Constructive 0.51 Identity Attack Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
We the people: If we wanted to be surrounded by East Indians, we would have moved to India. If we wanted all the inequality of Islam, we would have moved to an Islamic nation. If …
We the people: If we wanted to be surrounded by East Indians, we would have moved to India. If we wanted all the inequality of Islam, we would have moved to an Islamic nation. If we wanted the: inequality; the masoginy; the oppression; the slavery; the gra-e; the pedophilia, the fraud; the piracy; the barbarity, the arrogance; and the disrespect; We would have moved to another nation. We didn't move because we don't want any of that, and never did, and STILL don't. Get out!!!
Identity Attack0.5039629
Insult0.40243408
Profanity0.18049006
Threat0.051391184
Severe Toxicity0.037697118
Moderate 0.47119883 Low Con 0.284 Identity Attack
Jan 21, 2026 Why Canadians Are Turning Against …
In India we have a caste trash pickup community they pickup trash remaining people spread trash everywhere.
In India we have a caste trash pickup community they pickup trash remaining people spread trash everywhere.
Identity Attack0.46028158
Insult0.4596616
Profanity0.25549942
Threat0.016810767
Severe Toxicity0.03680043
Moderate 0.47119883 Moderate Con 0.325 Identity_Assertion
Mar 1, 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...
white people doesnt even belong there. They call it an "invasion" as if inmigrants going there were commiting a genocide and purposely erasing their culture.
white people doesnt even belong there. They call it an "invasion" as if inmigrants going there were commiting a genocide and purposely erasing their culture.
Identity Attack0.55044734
Insult0.29383746
Profanity0.16589902
Threat0.09316374
Severe Toxicity0.023599008
Moderate 0.47119883 Moderate Con 0.332 Identity Attack Identity_Assertion
Feb 16, 2026 2 likes Inside Canada's Indian Invasion...
2.9 million people need to sent back their countries. Canada has become a third world toilet.
2.9 million people need to sent back their countries. Canada has become a third world toilet.
Identity Attack0.46028158
Insult0.48399165
Profanity0.07643871
Threat0.0076507707
Severe Toxicity0.021419114
Moderate 0.47119883 Low Con 0.191 Unverified_Claim
Jan 17, 2026 2.9 million Canadian temporary visas …
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A …
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A hot Indian mess. Milton? Same thing. Pickering is getting there quick. Even Oakville is being rapidly invaded by them. It's a literal plague.
Identity Attack0.46028158
Insult0.46173862
Profanity0.35597226
Threat0.016120117
Severe Toxicity0.02491361
Moderate 0.47119883 Constructive 0.547
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
😂😂 lmao wow the guy on the bike 😩lol . If he knew how many black people invented so many things we use.
😂😂 lmao wow the guy on the bike 😩lol . If he knew how many black people invented so many things we use.
Identity Attack0.5135796
Insult0.29855028
Profanity0.25824076
Threat0.017328756
Severe Toxicity0.027833538
Moderate 0.47119883 Moderate Con 0.313 Identity Attack Humor_Satire
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
Those people aren't Canadian. They're different nationalities who are "fleeing" their war torn countries that are coming to take over Canada. Canada used to be a wonderful place. But in the past 10 years, Canada …
Those people aren't Canadian. They're different nationalities who are "fleeing" their war torn countries that are coming to take over Canada. Canada used to be a wonderful place. But in the past 10 years, Canada has gone down the shitter. Too much immigration, not enough assimilation. Nobody speaks English anymore, even though Canada is an ENGLISH AND FRENCH SPEAKING COUNTRY. The languages of our ancestors. Learn the language or leave.
Identity Attack0.3817989
Insult0.40243408
Profanity0.40878695
Threat0.010447056
Severe Toxicity0.023364257
Moderate 0.47119883 Constructive 0.523
Sep 10, 2025 Why Canadians Are Turning Against …
In Philippines, we call them DDS - Low IQ PEOPLE
In Philippines, we call them DDS - Low IQ PEOPLE
Identity Attack0.42615733
Insult0.49151286
Profanity0.1765991
Threat0.009307829
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.139 Humor_Satire
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
Stop lying please, they are foreign invaders and their culture views whites as outsiders in their caste system. We are viewed as lower than them, they have entitlement and take advantage of people, industries and …
Stop lying please, they are foreign invaders and their culture views whites as outsiders in their caste system. We are viewed as lower than them, they have entitlement and take advantage of people, industries and destroy everything and make it ugly.
Identity Attack0.5135796
Insult0.41767508
Profanity0.14490221
Threat0.046218675
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.415 Identity Attack Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.