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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: "I live in India 🎉" 289 comments · Page 2 of 12
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...
The guy that's calling India a shithole looks homeless. If Canada is so great, why couldn't he find a place to live and get a job ?
The guy that's calling India a shithole looks homeless. If Canada is so great, why couldn't he find a place to live and get a job ?
Identity Attack0.36803186
Insult0.5145894
Profanity0.5013569
Threat0.008764107
Severe Toxicity0.031420294
Moderate 0.568186 Moderate Con 0.363 Insult Moral_Argument
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
As an Indian who lives in India and has no plans to move abroad, I hate to see Indians turn other countries into sht holes. You should start kicking them out, especially if they're in …
As an Indian who lives in India and has no plans to move abroad, I hate to see Indians turn other countries into sht holes. You should start kicking them out, especially if they're in illegally or is overstaying their visit.
Identity Attack0.55803186
Insult0.47020787
Profanity0.5013569
Threat0.3297989
Severe Toxicity0.16960317
Moderate 0.55739564 Constructive 0.579 Identity Attack Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Indian say India is 4 largest economy sarrr but we do not live in India trashy 💩
Indian say India is 4 largest economy sarrr but we do not live in India trashy 💩
Identity Attack0.5135796
Insult0.54471385
Profanity0.4001375
Threat0.13815513
Severe Toxicity0.3536391
Moderate 0.5532103 Low Con 0.144 Identity Attack Insult Identity_Assertion
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
If you wish to live like you are in India then please go back. You come here for a better life here yet bring your old life with you. In Canada we wear hats on …
If you wish to live like you are in India then please go back. You come here for a better life here yet bring your old life with you. In Canada we wear hats on our heads not diapers. We wash our feet in the bath not public sinks. You stink you are pigs. You work for next to nothing then send the money home to India. Last but not least if you say it is easier in India then as I said earlier please go back. Did you see the sign in the church donate and get a tax receipt.
Identity Attack0.48915586
Insult0.5678696
Profanity0.15459715
Threat0.010731863
Severe Toxicity0.024725812
Moderate 0.54325575 Moderate Con 0.448 Insult Identity_Assertion
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian hindu in india want hindurashtra but thier child live in christian country they are hypocrite
Indian hindu in india want hindurashtra but thier child live in christian country they are hypocrite
Identity Attack0.53446084
Insult0.5270482
Profanity0.29209393
Threat0.049774777
Severe Toxicity0.16960317
Moderate 0.54325575 Low Con 0.146 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short …
The Truth is: "PEOPLE ARE HYPOCRITE". People have double standards. People live in cognitive dissonance. "I came from Portugal or Poland but I don't like the new immigrants" isn't this funny. Canada has a short history, it was founded a couple of centuries ago, in that sense, every Canadian was an immigrant at some point. For them, the white people, the problem is not immigration, but the brown people. "We hindus don't say Christianity or islam is bad" liar......here in india majority of hindus hate muslims to their core, hindus don't like sikhs, they dont like Christians, hindus don't even like fellow hindus, that are so-called lower caste. And here in punjab some portion of punjabis are furious about the migration of workers, labourers that come from UP & Bihar provinces. In their mind, the migration is an existential threat to the punjabi identity and community. But those hypocrites don't think like that when they move to abroad.
Identity Attack0.46028158
Insult0.56997263
Profanity0.1067334
Threat0.00899713
Severe Toxicity0.023076924
Moderate 0.53579444 Constructive 0.545 Insult
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indians eat poo in India..yeah sure buddy with type 2 diabetes living on government money. Should check his hard drive for more info!
Indians eat poo in India..yeah sure buddy with type 2 diabetes living on government money. Should check his hard drive for more info!
Identity Attack0.5135796
Insult0.48627716
Profanity0.28593817
Threat0.0130621
Severe Toxicity0.16960317
Moderate 0.52272606 Low Con 0.229 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Wow, we have no idea where these people are, if these students are even in Canada, we don't know who left the country. What the he'll is happening . Who decided it was India that …
Wow, we have no idea where these people are, if these students are even in Canada, we don't know who left the country. What the he'll is happening . Who decided it was India that can send us millions of people and we are going to be ok. Who asked us the citizens, the taxpayers if this os ok with us that they steal our money and take away from our kids the privilege of living in their own houses, when they moved from the parents. The stupid government, mess up too much, is there anyway we can keep them accountable? I want jail time for them. I'm sure I'm not the only one .
Identity Attack0.16159154
Insult0.5739874
Profanity0.24910301
Threat0.011120236
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.522 Insult Fear_Threat
Oct 2, 2025 IRCC Names India in Study …
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus …
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus clown carney where he plans to invite a total of 65 million muslims from africa, middle east and the third world making our population 100,000,000. we will be outnumbered by indians from india, middle east, and Africans. The problem with any immigration is when we only take the best and the brightest we are stealing away the future from those nations, when we take in the illeterate we are burden by their tribal backward ideologies, and have to care for these people from cradle to grave as they will never be able to compete in an open job market where every grade three student has a better education than they. We MUST send them all home. ALL OF THEM. Why are we allowing a man who hasn't lived in Canada for over thirty years, a man whos primary residence is in New York state to be leader? He's not truly Canadian, and shouldn't have been allowed to enter public office.
Identity Attack0.44690517
Insult0.5130944
Profanity0.1413768
Threat0.49142194
Severe Toxicity0.15443328
Moderate 0.52007306 Moderate Con 0.431 Insult Unverified_Claim
Feb 24, 2026 1 likes LILLEY UNLEASHED: The fall of …
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section …
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section of Jersey City. Gross and disgusting. All the worst of Indian behaviors exhibited here. Why should I want this for my town or suburb in the US?
Identity Attack0.55044734
Insult0.4962726
Profanity0.16217725
Threat0.013702838
Severe Toxicity0.02458496
Moderate 0.51980776 Constructive 0.651 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Brothers, India is dirty only because people of all types of communities live there, that is why there are only a few selected communities who like to live in filth. ❤India is dirty only because …
Brothers, India is dirty only because people of all types of communities live there, that is why there are only a few selected communities who like to live in filth. ❤India is dirty only because of the wrong community people there.
Identity Attack0.55044734
Insult0.4196762
Profanity0.30866358
Threat0.03407705
Severe Toxicity0.14916596
Moderate 0.5140397 Constructive 0.503 Identity Attack Unverified_Claim
Feb 11, 2026 Inside Canada's Indian Invasion...
What a bunch of liars! I have lived in Canada for 25 years now and have seen Brampton grow infront of me. Brampton was place where no one wanted to go, that is why property …
What a bunch of liars! I have lived in Canada for 25 years now and have seen Brampton grow infront of me. Brampton was place where no one wanted to go, that is why property were dirt cheap. Immigrants coming from poorer countries like India settled there because of cheaper property. Brampton today is what it is, because of settler from these countries. It was never multi cultural, in fact 90% Brampton land were empty 20 years ago.
Identity Attack0.18313584
Insult0.5739874
Profanity0.07191269
Threat0.0074565844
Severe Toxicity0.013866014
Moderate 0.509388 Constructive 0.667 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The original immigrants from India were hard working honest people who appreciated the opportunity to live in Canada. The new Indian immigrants are arrogant , boastful and aggressive. They want to scan and con their …
The original immigrants from India were hard working honest people who appreciated the opportunity to live in Canada. The new Indian immigrants are arrogant , boastful and aggressive. They want to scan and con their way in and game the system for everything they can get.
Identity Attack0.5135796
Insult0.5130944
Profanity0.059447967
Threat0.010188141
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.458 Identity Attack Insult Identity_Assertion
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
middle east India and africa etc all leeches living on benefits. we are slaves paying tax so these people dont feel sad.
middle east India and africa etc all leeches living on benefits. we are slaves paying tax so these people dont feel sad.
Identity Attack0.5108175
Insult0.48675314
Profanity0.20808282
Threat0.012854968
Severe Toxicity0.024960563
Moderate 0.5024724 Low Con 0.23 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
There’s a difference between immigration and a cancer which just takes over. If I wanted to live in India I’d freaking move there.🤬
There’s a difference between immigration and a cancer which just takes over. If I wanted to live in India I’d freaking move there.🤬
Identity Attack0.48990932
Insult0.38406035
Profanity0.39409557
Threat0.013217449
Severe Toxicity0.08069076
Moderate 0.5024724 Moderate Con 0.388
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Parallel societies destroyed Canada. If you import the 3rd world become the 3rd world. Indian scammers deported all white people living India for being white.
Parallel societies destroyed Canada. If you import the 3rd world become the 3rd world. Indian scammers deported all white people living India for being white.
Identity Attack0.57554024
Insult0.40243408
Profanity0.13697
Threat0.038220957
Severe Toxicity0.023076924
Moderate 0.49139655 Low Con 0.248 Identity Attack Unverified_Claim
Jan 29, 2026 1 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...
INDIAN PRINCIPLES EXPOSED FINALLY!!! DIFFERENT CULTURE IMPOSE!!! THERE HERE TO TAKE ADVANTAGE OF GOVERNMENT LOOPHOLE LEGALLY!!!LIKE SEVEN YEARS TAX BREAKS ON BUSINESS AFTER SELL IT TO FAMILY MEMBERS IT'S A CYCLE! WHEN HIRING ONLY INDIANS …
INDIAN PRINCIPLES EXPOSED FINALLY!!! DIFFERENT CULTURE IMPOSE!!! THERE HERE TO TAKE ADVANTAGE OF GOVERNMENT LOOPHOLE LEGALLY!!!LIKE SEVEN YEARS TAX BREAKS ON BUSINESS AFTER SELL IT TO FAMILY MEMBERS IT'S A CYCLE! WHEN HIRING ONLY INDIANS NEED TO APPLY! NOT HERE TO BUILT BETTER COUNTRY! BUT TO TAKE OVER ! MEXICANS NO SECRET NEVER DO CONSTRUCTION JOBS FOR INDIAN! WHEN FINISH ONLY PAY 10% FOR JOB ! HYGIENE DON'T USE TOILET PAPER INSTEAD LEFT HAND ! IN INDIA THEY POO OPEN AIR ! DON'T BELIEVE IN DEORANT! EVEN DOCTORS! THEY LIVE IN ALMOST MANSION INSIDE LIKE SHACKS ! THERE GOD IS NOT A COW IS MONEY! THERE HUNGRY FOR IT ! FROM EXPERIENCE LEARN THE HARD WAY AND PAY A PRICE! STAY AWAY FROM GAS STATION THERE KNOWN TO HAVE SKIMMERS.! THEY CREATE MAFIAS SELLING CELLULAR TO WORKING IN HOSPITALS!!!
Identity Attack0.4931391
Insult0.40975618
Profanity0.18171974
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.4850187 Moderate Con 0.491 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
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...
For the Indians living there they can't be driving in Canada like they in India. If they continue, their license needs to be revoked. They also can't be taking over a Goddamn city like why …
For the Indians living there they can't be driving in Canada like they in India. If they continue, their license needs to be revoked. They also can't be taking over a Goddamn city like why isn't the government doing anything? I support embracing diversity however, there's a fine line with respect.
Identity Attack0.44690517
Insult0.4125297
Profanity0.4681068
Threat0.018192071
Severe Toxicity0.026936848
Moderate 0.47900817 Constructive 0.687 Fear_Threat
Jan 29, 2026 1 likes 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...
my family has been in a Canada for over 200 years, we feel like we woke up in a different country, were considering leaving i never wanted to live in india and never will, we …
my family has been in a Canada for over 200 years, we feel like we woke up in a different country, were considering leaving i never wanted to live in india and never will, we are second class citizens in our country and its sad, I hate what Canada has become I hate liberals, and i hate immigration
Identity Attack0.5135796
Insult0.36798462
Profanity0.119731516
Threat0.013321015
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.569 Identity Attack Identity_Assertion
Aug 3, 2025 How Canada broke its immigration …
i live in canada n i cant stand it good luck getting a job anywhere its unreal they actuallyare turning are stores into theres in walmart there was only 1 isl of indian food now …
i live in canada n i cant stand it good luck getting a job anywhere its unreal they actuallyare turning are stores into theres in walmart there was only 1 isl of indian food now the majority of the store is indian food i cant take it this country is goin to sh!!t we should all move to india and see how they like it ....
Identity Attack0.4508763
Insult0.36798462
Profanity0.41436642
Threat0.018882722
Severe Toxicity0.024866661
Moderate 0.47886392 Moderate Con 0.458 Personal_Narrative
Jan 28, 2026 4 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.