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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: "People from India have to …" 595 comments · Page 3 of 24
Racist stereotypes enforcing,back to back clips of durty indian looking people india is cery diverse country it has all skin tones bro sone people look chinese,brown,people have dark dkin sone have white bro just stop …
Racist stereotypes enforcing,back to back clips of durty indian looking people india is cery diverse country it has all skin tones bro sone people look chinese,brown,people have dark dkin sone have white bro just stop this nonsense mf you will be eliminated racist whity 🤡🤡
Identity Attack0.5203519
Insult0.5130944
Profanity0.36230123
Threat0.34804323
Severe Toxicity0.3536391
Moderate 0.62136006 Low Con 0.289 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I know these people just want better lives but how would they feel if they woke up to millions of white people in India one day. All of our BS in our culture. They would …
I know these people just want better lives but how would they feel if they woke up to millions of white people in India one day. All of our BS in our culture. They would not be so friendly. The Libs have destroyed Canada. They control every form of media and all the morons here eat it right up. Hopefully Trump takes them all out.
Identity Attack0.49584505
Insult0.6407567
Profanity0.36302176
Threat0.048158366
Severe Toxicity0.02514347
Moderate 0.61223894 Moderate Con 0.418 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Well the Canadians gave them visa let them in. Blame them. Plus the took people from the worst part of India; North India. If the Canadian government wanted they could solve this shit in 1 …
Well the Canadians gave them visa let them in. Blame them. Plus the took people from the worst part of India; North India. If the Canadian government wanted they could solve this shit in 1 year and have all the punjabis deported to india. Simple.
Identity Attack0.55044734
Insult0.49389273
Profanity0.5381406
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.61223894 Moderate Con 0.369 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
All people that are from India should be removed from canada immediately if we plan on remaining a good country.
All people that are from India should be removed from canada immediately if we plan on remaining a good country.
Identity Attack0.6990888
Insult0.36193377
Profanity0.16264248
Threat0.44942492
Severe Toxicity0.34962174
Moderate 0.60311776 Low Con 0.211 Identity Attack
Oct 6, 2025 IRCC Names India in Study …
Indians know their people are known for fraud. Their parents teach em. Indias known to live off on propaganda and lies Embarrassing for them. BUT I wonder who from our Canadian government chose these fraudsters …
Indians know their people are known for fraud. Their parents teach em. Indias known to live off on propaganda and lies Embarrassing for them. BUT I wonder who from our Canadian government chose these fraudsters why not the good quality Indians. Why the cheap, corrupt kind..??!🤔🤔🤔
Identity Attack0.5948528
Insult0.57566804
Profanity0.14666493
Threat0.011042561
Severe Toxicity0.07805709
Moderate 0.6027529 Moderate Con 0.376 Identity Attack Insult
Oct 1, 2025 IRCC Names India in Study …
Never trust people from india
Never trust people from india
Identity Attack0.6853638
Insult0.34782293
Profanity0.2263305
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.281 Identity Attack
Oct 1, 2025 IRCC Names India in Study …
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 …
India is a dirty country and poor country. Nobody wants people who can't keep their own country clean to come and phuck up their countries too.
India is a dirty country and poor country. Nobody wants people who can't keep their own country clean to come and phuck up their countries too.
Identity Attack0.6007182
Insult0.5130944
Profanity0.37923992
Threat0.022853967
Severe Toxicity0.20984669
Moderate 0.60254884 Low Con 0.292 Identity Attack Insult Unverified_Claim
Feb 12, 2026 Inside Canada's Indian Invasion...
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)
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year …
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year long put up signs in their stores about "Ed" and "Ramadan". They can't say the word "Christmas" !! Us white Canadians make this company what it is today, NOT these people from India. It's wrong. I really hate these woke companies. And thanks to these ignorant Indian people we are not allowed to do fire works on Canada Day because they had to ruin that for us as well by setting off fire works all the time at all hours of the night during their holidays. Fire works of any kind are now banned.
Identity Attack0.56445944
Insult0.57566804
Profanity0.41031027
Threat0.027170537
Severe Toxicity0.16960317
Moderate 0.6020386 Constructive 0.634 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I agree indian should return to India and white people should return back to Europe and leave the land back to native
I agree indian should return to India and white people should return back to Europe and leave the land back to native
Identity Attack0.6649212
Insult0.40243408
Profanity0.22792831
Threat0.1368402
Severe Toxicity0.2281948
Moderate 0.60152835 Low Con 0.257 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
India has 1.4+ billion people — more than all of Europe combined. Migration pressure is global. Blaming Indians is lazy. Blame a stupid government, led by Justin Trudeau, that ignored planning, housing, and wages — …
India has 1.4+ billion people — more than all of Europe combined. Migration pressure is global. Blaming Indians is lazy. Blame a stupid government, led by Justin Trudeau, that ignored planning, housing, and wages — and learned nothing from Europe’s mistakes.
Identity Attack0.44690517
Insult0.6308392
Profanity0.2268346
Threat0.0104988385
Severe Toxicity0.023076924
Moderate 0.5972042 Moderate Con 0.383 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : Stop immigration from North India especially PUNJAB. That sikh guy is telling help people... my foot, these guys spread hatred and terror. They have blown up an Air India plane.
Identity Attack0.57150364
Insult0.44464502
Profanity0.3194067
Threat0.13815513
Severe Toxicity0.23223256
Moderate 0.5921536 Constructive 0.611 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other …
As an indian, we all know india is a trash country to LIVE in. Politics and religion illiteracy ruined the country lack of civic sense Its absolutely disgusting how these people are ruining the other places like how they ruined their own place they're like the humans in Avatar movie 😂😂
Identity Attack0.5135796
Insult0.5130944
Profanity0.33453682
Threat0.02492592
Severe Toxicity0.16960317
Moderate 0.5921536 Moderate Con 0.328 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Dirty india smeul people
Dirty india smeul people
Identity Attack0.57150364
Insult0.5177041
Profanity0.36230123
Threat0.13717735
Severe Toxicity0.35166132
Moderate 0.5885171 Low Con 0.189 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I WANT ALL IMMIGRATION FROM INDIA......STOPPED! These people are racist against white people....and are only here to take instead of giving.
I WANT ALL IMMIGRATION FROM INDIA......STOPPED! These people are racist against white people....and are only here to take instead of giving.
Identity Attack0.6007182
Insult0.42367843
Profanity0.14402086
Threat0.024753258
Severe Toxicity0.06101104
Moderate 0.584095 Moderate Con 0.328 Identity Attack
Jul 7, 2025 1 likes How Canada broke its immigration …
Indians are in fact not nice people, as a Canadian I can confirm this and I'm not sure why everyone disagrees. They only hire each other, they are extremely rude and refuse to interact with …
Indians are in fact not nice people, as a Canadian I can confirm this and I'm not sure why everyone disagrees. They only hire each other, they are extremely rude and refuse to interact with anyone who isn't them, and they bring their class system they have in India here as well. They are some of the worst people I have ever had the displeasure of dealing with.
Identity Attack0.6220118
Insult0.5130944
Profanity0.20700185
Threat0.012854968
Severe Toxicity0.104393706
Moderate 0.57271194 Constructive 0.656 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
OH IM SURE ITS WAAAYYYYY MORE THAN THAT!!! THE SCUMBAG CRIMINAL TRUDEAU BOUGHT IN PEOPLE FROM AFGANISTAN, UKRAINE, ETC DURING WARS WITH NO INFORMATION!!! AS FAR AS INDIA, WE HAVE 2 MILLION MUSLIMS IN CANADA …
OH IM SURE ITS WAAAYYYYY MORE THAN THAT!!! THE SCUMBAG CRIMINAL TRUDEAU BOUGHT IN PEOPLE FROM AFGANISTAN, UKRAINE, ETC DURING WARS WITH NO INFORMATION!!! AS FAR AS INDIA, WE HAVE 2 MILLION MUSLIMS IN CANADA THAT WE DID NOT PUT THROUGH THE PROPER CHANNELS IM SURE. BUT NOT TO WORRY THE GIA IS GOING TO ROUND YOU ALL UP AND SEND YOU HOME...THEY WILL HAVE NO WHERE TO HIDE VERY SOON!!
Identity Attack0.37507164
Insult0.58196646
Profanity0.24818924
Threat0.04524883
Severe Toxicity0.026936848
Moderate 0.57271194 Moderate Con 0.371 Insult
Oct 12, 2025 IRCC Names India in Study …
India is the dirtiest country in the world. A lot of people don't take daily baths
India is the dirtiest country in the world. A lot of people don't take daily baths
Identity Attack0.57150364
Insult0.47384647
Profanity0.3051381
Threat0.012647836
Severe Toxicity0.16960317
Moderate 0.5716857 Moderate Con 0.306 Identity Attack Unverified_Claim
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
On the one hand, you can't blame people for not wanting to be in India. But, more importantly, these are the people that made India the shithole it is lol I'm ready for Judgment Day.
On the one hand, you can't blame people for not wanting to be in India. But, more importantly, these are the people that made India the shithole it is lol I'm ready for Judgment Day.
Identity Attack0.48990932
Insult0.47020787
Profanity0.5249258
Threat0.035458352
Severe Toxicity0.16960317
Moderate 0.5716857 Moderate Con 0.389
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
people form Punjab are good its the Hindus that are extremely dirty and have no manners and are the most extremist in India.
people form Punjab are good its the Hindus that are extremely dirty and have no manners and are the most extremist in India.
Identity Attack0.57957685
Insult0.5678696
Profanity0.29984993
Threat0.11002964
Severe Toxicity0.23226175
Moderate 0.568186 Constructive 0.515 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes 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 wish Canada stayed white and not turn into India which my people escaped from this is just disgusting.
I wish Canada stayed white and not turn into India which my people escaped from this is just disgusting.
Identity Attack0.55044734
Insult0.5130944
Profanity0.16915557
Threat0.008789998
Severe Toxicity0.023076924
Moderate 0.56269526 Moderate Con 0.436 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
the dislikes are from india people bro 💀
the dislikes are from india people bro 💀
Identity Attack0.57554024
Insult0.37166002
Profanity0.26593533
Threat0.01940071
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.184 Identity Attack
Nov 21, 2025 Inside Canada's Indian Metropolis (Brampton)
That registered nurse didnt say anything, he thought very carefully abouy his answers, trying to not to explain why he left india without talking shit about his own country and people
That registered nurse didnt say anything, he thought very carefully abouy his answers, trying to not to explain why he left india without talking shit about his own country and people
Identity Attack0.28034934
Insult0.39743927
Profanity0.541926
Threat0.010472948
Severe Toxicity0.034110364
Moderate 0.5566829 Moderate Con 0.416 Meta_Commentary
Oct 8, 2025 20 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.