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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: "Indians are people who you …" 1,087 comments · Page 11 of 44
Punjabi already destroyed canada.shame on indian government and people.
Punjabi already destroyed canada.shame on indian government and people.
Identity Attack0.54151535
Insult0.40698266
Profanity0.08840031
Threat0.13599728
Severe Toxicity0.02420936
Moderate 0.4850187 Low Con 0.135 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but …
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but all of ontario , Pretty much all of canada And it's not all immigrants, it's mostly the Indian immigrants that I ruining this country.They come here and try to change our laws and our way of life and try to make it more like it Is in India?If you want it to be like India here, so bad, go back home.We are not a free country anymore.\\nAnd it's sad that our government will Rather change Our country to benefit immigrants, but not the people that actually from the country.\\nI love canada , but at this point i'm down to become the fifty first state
Identity Attack0.50515443
Insult0.40243408
Profanity0.27747265
Threat0.059796512
Severe Toxicity0.12546301
Moderate 0.4850187 Constructive 0.536 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
@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...
Look, I love Indian food but I feel this. I'm near San JOSE CA and it's all indian and East Asian. It sucks. We have so many of these people, including Mexicans, our surrounding cities …
Look, I love Indian food but I feel this. I'm near San JOSE CA and it's all indian and East Asian. It sucks. We have so many of these people, including Mexicans, our surrounding cities are unrecognizable from a decade ago.
Identity Attack0.48915586
Insult0.41530323
Profanity0.43781817
Threat0.008285114
Severe Toxicity0.02420936
Moderate 0.4850187 Constructive 0.727 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but …
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but as long as they're harmless, they don't don't violate laws they must stay, look indian people contribute towards the economic growth of any country they reside in, ofcourse some indians lack civic sense, but that doesn't mean everyone is like that ??!! In America, Drugs has taken over, almost 30% people are homeless, burglary, theft is common, Cops will do nothing, Psychopaths are on the rise, Murder, break ins, killing by guns, accidents, are rising, Trump is weaponising ICE and killing USA citizens, putting kids in jail for no reason, complete chaos, no jobs are there, no buses, trains for easy commute, Relationships are broken, nobody is happy in all the western countries, divorce, cheating, and mind you, most indians are contributing towards the economic growth of USA, all the software engineers from India, now you're Deporting them as if your citizens are all geniuses, Indian community is not at all a problem, your mindset towards us, is the problem, this is racism, this is discrimination, America is supposed to be the origin and flag-bearer Of democracy, do something about that, other than Focusing on people who are residing peacefully with you guys, yes you have the law and order, enforce them on everyone, but don't blame them just because they're different, different in colour, religion, accent etc.
Identity Attack0.45348886
Insult0.4339631
Profanity0.36230123
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.4838166 Constructive 0.546 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Everyone in these comments are racist af to indians. Indians dont kill or rob people. Y'all march and protest for the people who do those things but when it comes to indians, thats where anti-racism …
Everyone in these comments are racist af to indians. Indians dont kill or rob people. Y'all march and protest for the people who do those things but when it comes to indians, thats where anti-racism stops. Talk about hypocrisy
Identity Attack0.46028158
Insult0.45758462
Profanity0.15195307
Threat0.05753354
Severe Toxicity0.023076924
Moderate 0.4838166 Moderate Con 0.411 Moral_Argument
Feb 24, 2026 Inside Canada's Indian Invasion...
I use to go to this school and these Pakistani kids or Indian kids were spitting on people and they kept doing it and it just pisses me off like this needs to stop!
I use to go to this school and these Pakistani kids or Indian kids were spitting on people and they kept doing it and it just pisses me off like this needs to stop!
Identity Attack0.50515765
Insult0.37960073
Profanity0.3866461
Threat0.04524883
Severe Toxicity0.056527592
Moderate 0.4826145 Moderate Con 0.47 Identity Attack Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across …
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across a homeless Indian? Do we need less of them? Yes, but do a lot of them also grind their asses off to make it work? Yes. They only get berated because there’s a surge of them, and this would’ve been just as bad for Africans, Latinos and East asians if roles were reversed. “They stay to themselves” yeah it’s called a community and white people have always excluded minorities lmao so suck it up. We do need to deport a lot of these students who make a mess but lets not act like these Indians aren’t hustlers who do what it takes to make it work.
Identity Attack0.49584505
Insult0.46625584
Profanity0.41503602
Threat0.07323132
Severe Toxicity0.16233426
Moderate 0.4826145 Constructive 0.63
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Now the western hypocrites should know... How it feels when you invade other country's sovereignty. Here the Indians were firstly invited by the western governments to improve their own economies, because your own governments know …
Now the western hypocrites should know... How it feels when you invade other country's sovereignty. Here the Indians were firstly invited by the western governments to improve their own economies, because your own governments know how incapable and lazy the locals are at the work and there these Indians are living with all the money they've hard earned and settling there been a problem for the locals. In the same case, think how it feels in India where the western missionaries dumping the food and groceries to convert as many as Indians into the christianity 🤐 and breaching our culture and tradition. First the westerns try to change your mindset and then start judging other country people. May be that is why you people always called as double standards citizens LOL 😄
Identity Attack0.46028158
Insult0.5130944
Profanity0.15459715
Threat0.015774792
Severe Toxicity0.023076924
Moderate 0.48021027 Moderate Con 0.457 Insult Moral_Argument
Feb 13, 2026 Inside Canada's Indian Invasion...
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is …
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is a fringe belief by upper class people only, not followed by 99.9% Indians and not part of normal daily life. Anyone who actually does such things is doing a rare, attention-seeking stunt, not practicing Indian culture. Using extreme and rare examples to judge a whole country or class shows ignorance, not superiority.
Identity Attack0.44690517
Insult0.4555076
Profanity0.357228
Threat0.035458352
Severe Toxicity0.059217658
Moderate 0.47886392 Moderate Con 0.472 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Indians are displacing the white people!!!
Indians are displacing the white people!!!
Identity Attack0.55044734
Insult0.25404143
Profanity0.17241211
Threat0.10696311
Severe Toxicity0.02425631
Moderate 0.47886392 Low Con 0.216 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians always trying to scam even while tryin to smuggle people. Like they are addicted think that they wont get caught because Indian authorities don't care about the scammers there.
Indians always trying to scam even while tryin to smuggle people. Like they are addicted think that they wont get caught because Indian authorities don't care about the scammers there.
Identity Attack0.5135796
Insult0.45758462
Profanity0.2347036
Threat0.043309137
Severe Toxicity0.027833538
Moderate 0.47886392 Low Con 0.284 Identity Attack Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
Identity Attack0.49032792
Insult0.46625584
Profanity0.42990944
Threat0.013217449
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.696 Personal_Narrative
Jan 27, 2026 2 likes 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)
Donald Trump is a threat not indian smart 😂 people
Donald Trump is a threat not indian smart 😂 people
Identity Attack0.41222036
Insult0.46923602
Profanity0.22792831
Threat0.06690872
Severe Toxicity0.02406851
Moderate 0.47886392 Low Con 0.182 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That guy said we have the high end Indians 😂 yeah because they are the scammers that scam people out of their money they actually have videos on YouTube of American Top hackers and they …
That guy said we have the high end Indians 😂 yeah because they are the scammers that scam people out of their money they actually have videos on YouTube of American Top hackers and they catch these Indian scammers it's hilarious.
Identity Attack0.46028158
Insult0.42743355
Profanity0.2687007
Threat0.042662576
Severe Toxicity0.03590374
Moderate 0.47886392 Moderate Con 0.35 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As A Indian While watching this video I'm totally embarrassed. Please throw out these people and your liberal government they will destroy your culture.
As A Indian While watching this video I'm totally embarrassed. Please throw out these people and your liberal government they will destroy your culture.
Identity Attack0.44690517
Insult0.34548226
Profanity0.19893537
Threat0.34827536
Severe Toxicity0.02430326
Moderate 0.47886392 Moderate Con 0.393 Fear_Threat
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
These Indian only hire their own people and discriminate against others
These Indian only hire their own people and discriminate against others
Identity Attack0.55044734
Insult0.36365277
Profanity0.20139475
Threat0.04029291
Severe Toxicity0.045767322
Moderate 0.47886392 Low Con 0.244 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
I dont care if they are good people they need to deport these Indians before it too late and Canada turns into India. We dont want them in the US and if they come we …
I dont care if they are good people they need to deport these Indians before it too late and Canada turns into India. We dont want them in the US and if they come we will send them back to Canada.
Identity Attack0.5698139
Insult0.33896056
Profanity0.09098661
Threat0.13211988
Severe Toxicity0.02514347
Moderate 0.47886392 Moderate Con 0.339 Identity Attack Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
As an indian, i am seeing this in Australia as well. We are indian immigrants, and i include all from South asia. We are too racist, dont assimilate ansld are self righteous. High time such …
As an indian, i am seeing this in Australia as well. We are indian immigrants, and i include all from South asia. We are too racist, dont assimilate ansld are self righteous. High time such people are sent back. They are a disgrace to image of Bharat as well.
Identity Attack0.5135796
Insult0.4718924
Profanity0.1308005
Threat0.029069828
Severe Toxicity0.023880709
Moderate 0.47886392 Constructive 0.542 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see …
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see any homeless indian person but almost all homless people in a brown town like brampton are whites That old ugly guy was saying that they(browms) don't work and these(white) people also say that indians have taken over the jobs 😂 Dude we are not going anywhere , i live in Brampton ❤
Identity Attack0.53446084
Insult0.4339631
Profanity0.15724123
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.47772613 Constructive 0.569 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to …
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to claims of "racism" just for calling out issues created and perpetuated by Indian colleagues. How many scam calls are we all getting now, how many jobs are we losing to them now, how many incentives are companies exploiting by hiring them just to drive profits now? I have a university degree and cannot get a job after such terrible experiences with these people in the workplace so I am going back to school in order to enter a type of industry they have not 'yet' taken over. Boomer thinking, their voting of Liberals and media brainwashing of "cultural diversity" has brought these issues to the boiling point. Enough is enough! Go back to India!
Identity Attack0.4911651
Insult0.48627716
Profanity0.08678388
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.635
Jul 23, 2025 1 likes How Canada broke its immigration …
Indians are exagerrating, they are everywhere like flies. And love excessive lifestyle driving in cpensive card while the people from that country are humble and cut their coat according to their size. Indians will destroy …
Indians are exagerrating, they are everywhere like flies. And love excessive lifestyle driving in cpensive card while the people from that country are humble and cut their coat according to their size. Indians will destroy immigration for everybody. Always wants to be heard when itnis not your country. Proud in nothing bragging about your country in someone else country is crazy to me.
Identity Attack0.5135796
Insult0.44802538
Profanity0.21348765
Threat0.03718498
Severe Toxicity0.02604016
Moderate 0.47473195 Moderate Con 0.413 Identity Attack
Sep 10, 2025 Why Canadians Are Turning Against …
I live in south Texas and the company I work for is based in Ontario and it is completely run by Indians. All the locations from Canada to Dallas to California to Indiana is run …
I live in south Texas and the company I work for is based in Ontario and it is completely run by Indians. All the locations from Canada to Dallas to California to Indiana is run by Indians. They’re kinda retarded but very nice people all in all
Identity Attack0.4907465
Insult0.48399165
Profanity0.36230123
Threat0.009799767
Severe Toxicity0.02458496
Moderate 0.47323486 Moderate Con 0.485 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this …
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this is the reason for racism, when u can't compete u hate. but I think u should be very grateful that the things which is changing is just language, food habits and clothes which are personal. U should look more eimto UK where u will be told what to wear, that u are a infidel. Won't even have a courage to protest or criticize their community.its only when the people see it that they know how much worse could it have been
Identity Attack0.5135796
Insult0.40243408
Profanity0.29209393
Threat0.094697006
Severe Toxicity0.16960317
Moderate 0.47323486 Constructive 0.576 Identity Attack Humor_Satire
Nov 14, 2025 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.