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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: "♥️ India is a country …" 551 comments · Page 5 of 23
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)
How disgusting people just for views defaming India.If u don't want Indians in your country just cut all ties with india and ban indians why you are spreading hatred. I love canadian people but pl …
How disgusting people just for views defaming India.If u don't want Indians in your country just cut all ties with india and ban indians why you are spreading hatred. I love canadian people but pl don't spread hatred.
Identity Attack0.44690517
Insult0.5145894
Profanity0.11725569
Threat0.023544617
Severe Toxicity0.023076924
Moderate 0.50789946 Constructive 0.514 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadians totally trashed their own country, cashed in their souls for a few dollars, and somehow it’s all India’s fault
Canadians totally trashed their own country, cashed in their souls for a few dollars, and somehow it’s all India’s fault
Identity Attack0.55044734
Insult0.43450394
Profanity0.12727508
Threat0.011974656
Severe Toxicity0.02411546
Moderate 0.50789946 Moderate Con 0.302 Identity Attack
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
If anyone wants to be surrounded by Indians, let her go to India. Don't bring Indians into your country!
If anyone wants to be surrounded by Indians, let her go to India. Don't bring Indians into your country!
Identity Attack0.6007182
Insult0.28791866
Profanity0.1110661
Threat0.0287245
Severe Toxicity0.023927659
Moderate 0.50759226 Low Con 0.263 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I’m born to an Indian family…I’ve never been to india, and i dont plan on going there either. I wasn’t brought up the way i see these Indians are…. I cant stand them! I want …
I’m born to an Indian family…I’ve never been to india, and i dont plan on going there either. I wasn’t brought up the way i see these Indians are…. I cant stand them! I want them out of this country that i call home!!
Identity Attack0.5689151
Insult0.36537176
Profanity0.15635987
Threat0.08396416
Severe Toxicity0.11756202
Moderate 0.50503236 Moderate Con 0.455 Identity Attack Personal_Narrative
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Fake diploma, fake ID, fake bank statements, even the fake person….Indians ruined their own country and now they come to Canada, UK, Australia and New Zealand. If u don’t understand that please go to visit …
Fake diploma, fake ID, fake bank statements, even the fake person….Indians ruined their own country and now they come to Canada, UK, Australia and New Zealand. If u don’t understand that please go to visit India 🇮🇳
Identity Attack0.55044734
Insult0.42743355
Profanity0.077731855
Threat0.020436687
Severe Toxicity0.028730227
Moderate 0.5024724 Low Con 0.268 Identity Attack
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
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...
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...
That's what india do they monopolize the country to be Indian also the employment they monopolize all the job from janitor to managerial position that's what ived seen and experience also in middle east. They …
That's what india do they monopolize the country to be Indian also the employment they monopolize all the job from janitor to managerial position that's what ived seen and experience also in middle east. They monopololized if the Indian become manager on the job the try to kick your ass out of your job to replaced Indian national
Identity Attack0.43256098
Insult0.36798462
Profanity0.46460027
Threat0.1319513
Severe Toxicity0.072789766
Moderate 0.48021027 Constructive 0.588
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
it’s funny how the un is doing jack shit nothing about canada and there crimes against humanity in regards to the un saying our immigrating and forfeit worker problems are modern day slavery and human …
it’s funny how the un is doing jack shit nothing about canada and there crimes against humanity in regards to the un saying our immigrating and forfeit worker problems are modern day slavery and human trafficking ….. not to mention there behaviour is mostly appalling and third world behaviour and there bringing it to a first world country acting like annimals … and they wonder why no one likes them or there behaviour …. not to mention all so there lack of hygiene is appalling ( would it kill them to wash properly and use a stick of deodorant becausebo and curry is the worse most disgusting thing u can smell like yuck ) as well like there’s so many issues india and the middle eastern need to adress before migrating its awful … i won’t go near brampton or the gta because of it thoughs city’s went to hell… all so some of these groups of o got banned from there own countries what does that tell you about them as well
Identity Attack0.28034934
Insult0.47357693
Profanity0.41436642
Threat0.016120117
Severe Toxicity0.024772761
Moderate 0.48021027 Constructive 0.522
Aug 27, 2025 Why Canadians Are Turning Against …
If you want to do business with dishonest, lying and corrupt people always looking for an angle, choose India and/or Pakistan. We control the process and can do way better than these countries.
If you want to do business with dishonest, lying and corrupt people always looking for an angle, choose India and/or Pakistan. We control the process and can do way better than these countries.
Identity Attack0.43256098
Insult0.5130944
Profanity0.07482228
Threat0.010809537
Severe Toxicity0.021031776
Moderate 0.47900817 Low Con 0.199 Insult Comparative_Framing
Nov 4, 2025 IRCC Names India in Study …
What is up with the concerted effort against Indians by Canadians? This is against the backdrop of systematic attack against Hindus and India by Canadian ambassador to India who interferes in Indian civic and political …
What is up with the concerted effort against Indians by Canadians? This is against the backdrop of systematic attack against Hindus and India by Canadian ambassador to India who interferes in Indian civic and political matters. Why does the Indian government tolerate this date expired Western posturing to lecture India. Canada is not even a real country … these losers are merely an oversized appendage of other US.
Identity Attack0.4453683
Insult0.5130944
Profanity0.07126612
Threat0.012026439
Severe Toxicity0.016964722
Moderate 0.47900817 Low Con 0.275 Insult Identity_Assertion
Sep 30, 2025 IRCC Names India in Study …
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...
Leaving their country to turn a western country into little India, bringing their dirty habits with them. Destroy their own country then destroy others.
Leaving their country to turn a western country into little India, bringing their dirty habits with them. Destroy their own country then destroy others.
Identity Attack0.49032792
Insult0.40243408
Profanity0.1631077
Threat0.34804323
Severe Toxicity0.02453801
Moderate 0.47886392 Low Con 0.156
Jan 27, 2026 Inside Canada's Indian Invasion...
Its crazy my first trip out of my own country was basically a trip to a cleaner India, ridiculous 😂
Its crazy my first trip out of my own country was basically a trip to a cleaner India, ridiculous 😂
Identity Attack0.38230872
Insult0.4378843
Profanity0.29209393
Threat0.011456826
Severe Toxicity0.023076924
Moderate 0.47886392 Moderate Con 0.349 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
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 …
Sikhs dont workship monkey or cement cash collections for cash to run terrorist activities as Toronto Airport gold theft car thefts but india Killed over 50000 Sikh boys students and Sikh business men and Sikh …
Sikhs dont workship monkey or cement cash collections for cash to run terrorist activities as Toronto Airport gold theft car thefts but india Killed over 50000 Sikh boys students and Sikh business men and Sikh leaders ro stop independence of Sikh empire from indian and mughal Muslim occupation in Sikh country to leave al white race countries Sikhs have no problems leaving White race countries but cement cash collections terrorist wants to conquer now white race all countries
Identity Attack0.55044734
Insult0.41767508
Profanity0.18909787
Threat0.20938614
Severe Toxicity0.12809667
Moderate 0.47772613 Moderate Con 0.311 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigration from a person not even born here like just shows how far canada has fallen now we cant even put a Canadian in charge, no lets put a immigrant in charge who in there …
Immigration from a person not even born here like just shows how far canada has fallen now we cant even put a Canadian in charge, no lets put a immigrant in charge who in there right mind does that liberals are all losers.and what india is at war with who ,makes no sense persecution because they beoke the law in there country and dont want to face charges over there they come here and cry and suck there thumb hoping that they can stay ,time to deport them all and send the Immigration dummy with them.
Identity Attack0.4139151
Insult0.5130944
Profanity0.22663295
Threat0.056240413
Severe Toxicity0.02406851
Moderate 0.47622904 Low Con 0.241 Insult Identity_Assertion
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
India is the top country for fraud...that's not a surprise by any means
India is the top country for fraud...that's not a surprise by any means
Identity Attack0.5135796
Insult0.4339631
Profanity0.18663849
Threat0.015947454
Severe Toxicity0.043077253
Moderate 0.47622904 Low Con 0.225 Identity Attack
Sep 28, 2025 409 likes IRCC Names India in Study …
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...
Immigration is a privilege, NOT a right !! WHY do these people seem to have so many rights. People who want to immigrate to Canada need to be vetted and bring something of substance to …
Immigration is a privilege, NOT a right !! WHY do these people seem to have so many rights. People who want to immigrate to Canada need to be vetted and bring something of substance to the country. The rest of Canada NEEDS to WAKE UP and follow suit. Hell, Canada looks way too much like India. Enough!!
Identity Attack0.46028158
Insult0.38852
Profanity0.3778404
Threat0.018710058
Severe Toxicity0.024819711
Moderate 0.47323486 Moderate Con 0.453 Identity_Assertion
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …

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.