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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: "If having one Indian at …" 468 comments · Page 4 of 19
Correction: it's not an Indian invasion, it's an Indian INFESTATION 💩🤢🤮 And what does one do when faced with a disgusting infestation? One gets a good and reputable exterminator. If anyone knows of the right …
Correction: it's not an Indian invasion, it's an Indian INFESTATION 💩🤢🤮 And what does one do when faced with a disgusting infestation? One gets a good and reputable exterminator. If anyone knows of the right "exterminator" for the job, please, please, please, put him/her to work. A good clean up is required here and it's been required for much too long.
Identity Attack0.49032792
Insult0.4534306
Profanity0.29053202
Threat0.34804323
Severe Toxicity0.23225145
Moderate 0.50503236 Moderate Con 0.496 Fear_Threat
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
Thank God for indians. Now the whites cannot blame blacks for all their problems finally. If immigrants from the Caribbean or Africa would behave in public like the Indians, the whites and all the police …
Thank God for indians. Now the whites cannot blame blacks for all their problems finally. If immigrants from the Caribbean or Africa would behave in public like the Indians, the whites and all the police force would be either killing or arresting every one of them.
Identity Attack0.57957685
Insult0.3388922
Profanity0.22643133
Threat0.44942492
Severe Toxicity0.067522444
Moderate 0.50503236 Moderate Con 0.33 Identity Attack Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Canada stopped being a first world country when Canada let the their world move and made their values Canadian values! Where you are permitted to go a beach did a hole shite into and just …
Canada stopped being a first world country when Canada let the their world move and made their values Canadian values! Where you are permitted to go a beach did a hole shite into and just cover it up! That is an Indian value not a Canadian one!
Identity Attack0.4054415
Insult0.43296707
Profanity0.44475567
Threat0.010887212
Severe Toxicity0.024631912
Moderate 0.50503236 Low Con 0.24
Aug 25, 2025 Why Canadians Are Turning Against …
Blame your government, your government is the first one to give political asylum to indian criminals. India government requested multiple times for extradition of these unsocial elements but instead canada fought back and broke relations …
Blame your government, your government is the first one to give political asylum to indian criminals. India government requested multiple times for extradition of these unsocial elements but instead canada fought back and broke relations with india. These criminals who have killed multiple people will die in hell and with them their protector canada. You'll pay a heavy price.
Identity Attack0.46028158
Insult0.46173862
Profanity0.2188925
Threat0.49142194
Severe Toxicity0.03321367
Moderate 0.5024724 Moderate Con 0.304 Policy_Critique
Mar 2, 2026 Inside Canada's Indian Invasion...
Let's just say the basic premise. No one wants Indians, Muslims, or Sub-Saharan Africans in their country. No one. No matter what they say. what they may say.
Let's just say the basic premise. No one wants Indians, Muslims, or Sub-Saharan Africans in their country. No one. No matter what they say. what they may say.
Identity Attack0.5948528
Insult0.32682732
Profanity0.12286829
Threat0.048158366
Severe Toxicity0.07542343
Moderate 0.4977744 Low Con 0.2 Identity Attack Identity_Assertion
Feb 28, 2026 Inside Canada's Indian Invasion...
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the …
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the problem for all of this. Lack of assimilation, lack of civic sense, lack of fucking common sense. Of course this makes my blood boil. But what I'm genuinely tired of? The endless discrimination. I've lost count how many people profile me or treat me like garbage until we have a 20 second conversation, they hear my accent and I watch in real-time as their body language and frown disappears. It's like watching racism disappear like a light switch. So let me ask all of you a question - how should people like myself, born and raised here handle this? It doesn't end. Everyday, there's a new comment from a new person, another racial slur, another person throwing a bottle at me from their car as I'm walking, another passerby getting aggro at me for no reason, another form of insanity. How should regular people like myself handle this or deal with this? No trolling.
Identity Attack0.44690517
Insult0.42567953
Profanity0.5188411
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.4977744 Constructive 0.741 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
People are leaving Brampton because Indians are the most racist people that I've ever encountered. I have to run away from Brampton as quickly as I can. Those people have no interest in anyone else …
People are leaving Brampton because Indians are the most racist people that I've ever encountered. I have to run away from Brampton as quickly as I can. Those people have no interest in anyone else except themselves. Everywhere they are in Canada, they do 3 jobs (deny other people even just one single job), and other criminal activities, grab the money, and then send it straight back to India. I have to confront a lady who was charging taxes that she was not remitting to CRA. Indian people are very mean; they hate caucasians, blacks, and other people.
Identity Attack0.55044734
Insult0.46625584
Profanity0.11292298
Threat0.018537397
Severe Toxicity0.02420936
Moderate 0.49139655 Constructive 0.583 Identity Attack Unverified_Claim
Nov 6, 2025 Inside Canada's Indian Metropolis (Brampton)
This is not diversity, this is one culture replacing another one. Why does Canada let in so many freaking Indians? Why Indians over other immigrants from other countries?
This is not diversity, this is one culture replacing another one. Why does Canada let in so many freaking Indians? Why Indians over other immigrants from other countries?
Identity Attack0.54151535
Insult0.4718924
Profanity0.36230123
Threat0.011586283
Severe Toxicity0.04397394
Moderate 0.49139655 Moderate Con 0.304 Identity Attack
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
@5:19 This guy know nothing about india. Rape is totally part of the primitive caste indian culture. In fact rape is a huge in India. In 2022 more than 31k case where record by the …
@5:19 This guy know nothing about india. Rape is totally part of the primitive caste indian culture. In fact rape is a huge in India. In 2022 more than 31k case where record by the National Crime Records Bureau. It 86 rape by day (one every 20 minutes). Theses numbers are only the tip of the iceberg. For the driving watch the New-Dehhi episode of Dont drive here. The get the drive exam is to turn around a ciment slab in a parking lot. Those people are really low IQ.
Identity Attack0.48915586
Insult0.48627716
Profanity0.25093055
Threat0.13785169
Severe Toxicity0.09385906
Moderate 0.4850187 Moderate Con 0.439 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
I was at Walmart the other day and this one Indian guy working there stunk up the whole aisle with his B.O. everyone avoided that aisle he was in and I wanted to puke 🤢 …
I was at Walmart the other day and this one Indian guy working there stunk up the whole aisle with his B.O. everyone avoided that aisle he was in and I wanted to puke 🤢 🤮
Identity Attack0.40447855
Insult0.42367843
Profanity0.33808854
Threat0.13532294
Severe Toxicity0.06488878
Moderate 0.4850187 Moderate Con 0.486 Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
I love Indian food too. Better to have them (the Hindu, Sikhs, and the very few Christian and Jewish ones) than the Muslims.
I love Indian food too. Better to have them (the Hindu, Sikhs, and the very few Christian and Jewish ones) than the Muslims.
Identity Attack0.5983441
Insult0.2838064
Profanity0.16496858
Threat0.021472665
Severe Toxicity0.028730227
Moderate 0.4838166 Constructive 0.578 Identity Attack Identity_Assertion
Feb 22, 2026 Inside Canada's Indian Invasion...
Deport all of them, the Natives had a treaty with Whites from European and England not Indians, Jews or Muslims. God in our anthem not Allah or Vishnu. Canada in not your home and you …
Deport all of them, the Natives had a treaty with Whites from European and England not Indians, Jews or Muslims. God in our anthem not Allah or Vishnu. Canada in not your home and you are not welcome. Your ancestors did not die fighting off the Americans. One ran over my dog with transport, next day I see 1 on cam while driving tell me they crash by using social media while they drive, talking to me on social media. Ever since Timmies stopped hiring Whites, my order takes 15x longer to get.
Identity Attack0.5612457
Insult0.36798462
Profanity0.110447146
Threat0.13815513
Severe Toxicity0.04666401
Moderate 0.48141238 Constructive 0.519 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The Indian guy claiming that "Canada can't survive without india" is falsifying , no one should even give him a forum to say such nonsense , let alone believe him .
The Indian guy claiming that "Canada can't survive without india" is falsifying , no one should even give him a forum to say such nonsense , let alone believe him .
Identity Attack0.38200524
Insult0.5130944
Profanity0.07643871
Threat0.009178371
Severe Toxicity0.014963473
Moderate 0.47886392 Low Con 0.24 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I’m from Canada and I literally can’t stand the amount of them here and they are dangerous. I was friends with Indians who grew up here and even them and their families said they don’t …
I’m from Canada and I literally can’t stand the amount of them here and they are dangerous. I was friends with Indians who grew up here and even them and their families said they don’t want the Indians coming here , the “village” ones that are dirty
Identity Attack0.5135796
Insult0.45758462
Profanity0.18909787
Threat0.011430934
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.589 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
So let me repeat. The homeless people are white and black. The ones who own homes are Indians. But the problem is Indians. WOW....
So let me repeat. The homeless people are white and black. The ones who own homes are Indians. But the problem is Indians. WOW....
Identity Attack0.57150364
Insult0.3388922
Profanity0.09775851
Threat0.010628296
Severe Toxicity0.023076924
Moderate 0.47886392 Moderate Con 0.303 Identity Attack
Nov 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
There is not one good thing about them, period. They are demonic. They've completely taken over the U.S too. While you guys worry about the Muslims who are no threat to you, the Indians were …
There is not one good thing about them, period. They are demonic. They've completely taken over the U.S too. While you guys worry about the Muslims who are no threat to you, the Indians were implementing the Hindu demon god in the West. That was their plan all along. They had you guys fight the Muslims for them, so they can implement their demon god here. You betta start rebuke their spirit every single day or you all are in trouble. The West is about to become like India
Identity Attack0.5135796
Insult0.40243408
Profanity0.29456177
Threat0.13211988
Severe Toxicity0.10702737
Moderate 0.47772613 Moderate Con 0.329 Identity Attack Unverified_Claim
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
No ones hates the new Indians more than the Indians that have been here 10+ years
No ones hates the new Indians more than the Indians that have been here 10+ years
Identity Attack0.5504064
Insult0.26957804
Profanity0.21024476
Threat0.031314444
Severe Toxicity0.040387187
Moderate 0.47473195 Moderate Con 0.316 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
He's right! 3:17 once these brownnies get in office, or Canadian politics, that's there foot in the door to passing whatever laws they want because then they multiply like rats and take over. One day …
He's right! 3:17 once these brownnies get in office, or Canadian politics, that's there foot in the door to passing whatever laws they want because then they multiply like rats and take over. One day you non-brownnies will be the minority and the majority will be...guess who? And one day there will be a name change from canada to new india! Now you know how the Indigenous felt when you took over their lands, now the other indians are taking over! This is not being racist but a fact!
Identity Attack0.49032792
Insult0.48627716
Profanity0.14930901
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47323486 Constructive 0.512
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
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...
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...
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...
No one take nobody's job unless somebody don't want to work what thay have to work with we come from the country that looted by English people French people Portuguese people we got robbed our …
No one take nobody's job unless somebody don't want to work what thay have to work with we come from the country that looted by English people French people Portuguese people we got robbed our ancester got raped destroy our complete culture customs and he was across to live with and some of them they speak they look like Indian but this all day so long time ago and kneel to the king sorry queen
Identity Attack0.458714
Insult0.34782293
Profanity0.2847897
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.583
Aug 26, 2025 Why Canadians Are Turning Against …
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...

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.