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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 5 of 24
i think its 790,000 fraud students from India. They Scam People From Tax and How much more for Student Frauds. They are one of the leading scammers and frauds in the world. UN should sanction …
i think its 790,000 fraud students from India. They Scam People From Tax and How much more for Student Frauds. They are one of the leading scammers and frauds in the world. UN should sanction that toilet capital of the world
Identity Attack0.50125694
Insult0.5130944
Profanity0.15635987
Threat0.014048163
Severe Toxicity0.02514347
Moderate 0.50789946 Low Con 0.299 Identity Attack Insult
Oct 2, 2025 IRCC Names India in Study …
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...
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
Identity Attack0.5124616
Insult0.47384647
Profanity0.22643133
Threat0.012958534
Severe Toxicity0.023076924
Moderate 0.50759226 Moderate Con 0.44 Identity Attack Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
MR THESE 3 RD CLASS PEOPLE OF RACIST MINDS WHO LITERALLY DRINK COKE EAT BURGER TRYING TO DEMEAN INDIA CALLING PEOPLE EAT COW POOP WHERE NOT A SINGLE INDIAN DOES THAT RATHER COW DUNG USED …
MR THESE 3 RD CLASS PEOPLE OF RACIST MINDS WHO LITERALLY DRINK COKE EAT BURGER TRYING TO DEMEAN INDIA CALLING PEOPLE EAT COW POOP WHERE NOT A SINGLE INDIAN DOES THAT RATHER COW DUNG USED FOR MANURE AND AS DRIED BURNS AND COW URINE AS SYMBOLISM RITUAL OF PURITY.. 1ST GET REAL GROUND KNOWLEDGE ABOUT INDIA.. WEST SCIENTISTS PRESIDENTS CELEBRITIES CONE TO INDIA FOR ENLIGHTENMENT AND SPIRITUALISM... MAYBE SOME PEOPLE ARE CARELESS BUT INDIA IS A GREAT NATION WHERE CANADA SEES ONLY ICE AND SNOW WITH LESSER ECONOMY TRADE DEFENCE MANUFACTURING TECHNOLOGY INFRASTRUCTURE ETC INDIA HV INNUMERABLE DIALECTS TRADITIONS RICHNESS FOODS SEASONS ETC... CANADA IS BEHIND INDIA IN MULTIPLE ASPECTS BUT CIVIC SENSE MAYBE AN IMPORTANT ISSUE IN CROWDED PUBLIC MARKET TOWNS 🙏
Identity Attack0.44690517
Insult0.5130944
Profanity0.17926037
Threat0.026652548
Severe Toxicity0.14916596
Moderate 0.50503236 Constructive 0.512 Insult Identity_Assertion
Feb 12, 2026 Inside Canada's Indian Invasion...
I am mad as hell because every where I go. It’s only Indians working there, why why why. They only speak Punjabi. All Politicians at all levels are sleeping. Why don’t whit people and black …
I am mad as hell because every where I go. It’s only Indians working there, why why why. They only speak Punjabi. All Politicians at all levels are sleeping. Why don’t whit people and black people start protesting against Mass immigration and fake students from India.
Identity Attack0.5135796
Insult0.36798462
Profanity0.39409557
Threat0.04363242
Severe Toxicity0.056527592
Moderate 0.50503236 Constructive 0.54 Identity Attack
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
India was invaded by Britain, they are invading a British colony. Literally karma Breh😂 the only people there having their land and culture taken are the natives and nun of y’all give af bout them …
India was invaded by Britain, they are invading a British colony. Literally karma Breh😂 the only people there having their land and culture taken are the natives and nun of y’all give af bout them so 🤷‍♀️ The reason mfs are globalist is because of England France Spain , and the Arabs tbh 😂 idk idgaf about that shi everyone’s a hypocrite
Identity Attack0.45610145
Insult0.47384647
Profanity0.34682226
Threat0.023371955
Severe Toxicity0.05025077
Moderate 0.5024724 Low Con 0.289 Comparative_Framing
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
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...
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...
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They …
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They are Indian. We Indians are loving, high tax paying, not indulging in crimes and peace loving people. Who mostly gets accustomed to other nations culture and also celebrate their festivals with the people of that nations. And we feel proud that whichever nation we go which provide us opportunities to give it back and it's society as much as we can. Just because mentioning India gets you clicks and it's easy to crack racist jokes about Indian online doesn't mean we the people are bad.
Identity Attack0.5548181
Insult0.49151286
Profanity0.24818924
Threat0.02924249
Severe Toxicity0.08859174
Moderate 0.4977744 Constructive 0.61 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They …
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They are Indian. We Indians are loving, high tax paying, not indulging in crimes and peace loving people. Who mostly gets accustomed to other nations culture and also celebrate their festivals with the people of that nations. And we feel proud that whichever nation we go which provide us opportunities to give it back and it's society as much as we can. Just because mentioning India gets you clicks and it's easy to crack racist jokes about Indian online doesn't mean we the people are bad.
Identity Attack0.5548181
Insult0.49151286
Profanity0.24818924
Threat0.02924249
Severe Toxicity0.08859174
Moderate 0.4977744 Constructive 0.61 Identity Attack
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)
Look at all these buggers coming from Poland, Venezuela, Columbia, Europe but hating someone coming from India. Indians are humble, respectful and most easy going people. Stop hating because we are not as white as …
Look at all these buggers coming from Poland, Venezuela, Columbia, Europe but hating someone coming from India. Indians are humble, respectful and most easy going people. Stop hating because we are not as white as you buggers are because these Indians will never hate you.
Identity Attack0.5051593
Insult0.47384647
Profanity0.22889622
Threat0.015602129
Severe Toxicity0.023552058
Moderate 0.49139655 Moderate Con 0.451 Identity Attack
Oct 6, 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...
People from the land of scammers and fraudulent documents -- India!!! Oh, and they can get jobs despite being unskilled or having poor English skills because they have group chats where they share the interview …
People from the land of scammers and fraudulent documents -- India!!! Oh, and they can get jobs despite being unskilled or having poor English skills because they have group chats where they share the interview questions and answers. They help each other cheat the system! Why am I not surprised?
Identity Attack0.55011386
Insult0.47384647
Profanity0.11292298
Threat0.010757755
Severe Toxicity0.02420936
Moderate 0.4850187 Moderate Con 0.369 Identity Attack
Jun 19, 2025 2 likes How Canada broke its immigration …
@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...
White inavders never ashamed of looting india😂people who dont even knew their gender criticizing india 😂
White inavders never ashamed of looting india😂people who dont even knew their gender criticizing india 😂
Identity Attack0.5135796
Insult0.44802538
Profanity0.2813443
Threat0.13178273
Severe Toxicity0.16960317
Moderate 0.4850187 Low Con 0.195 Identity Attack Identity_Assertion
Feb 3, 2026 1 likes 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...
White people did colonise India 😂😂😂 why don't u go find a time machine and question your fellow dingbats, instead. Better yet why don't u do an educational documentary on how white people coloniesed other …
White people did colonise India 😂😂😂 why don't u go find a time machine and question your fellow dingbats, instead. Better yet why don't u do an educational documentary on how white people coloniesed other people land stripped them of resources requested cheap labour and then complain about it. Educate yourself!
Identity Attack0.5135796
Insult0.42881694
Profanity0.2263305
Threat0.029933142
Severe Toxicity0.026936848
Moderate 0.48141238 Low Con 0.282 Identity Attack Humor_Satire
Feb 14, 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...
OMG wtf is going on there. This is Canada not F india. i have no problem with people coming to Canada but you need to be part of Canada no reshape it in the F …
OMG wtf is going on there. This is Canada not F india. i have no problem with people coming to Canada but you need to be part of Canada no reshape it in the F india.
Identity Attack0.33675182
Insult0.3388922
Profanity0.46460027
Threat0.0104988385
Severe Toxicity0.028730227
Moderate 0.48021027 Moderate Con 0.402 Identity_Assertion
Dec 16, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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 …
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...
All you mfs talk about How People from India ruined Canada Is just absurd. That's like saying how Hispanic people ruined California.
All you mfs talk about How People from India ruined Canada Is just absurd. That's like saying how Hispanic people ruined California.
Identity Attack0.55044734
Insult0.40243408
Profanity0.24438259
Threat0.020436687
Severe Toxicity0.023364257
Moderate 0.47886392 Moderate Con 0.314 Identity Attack Moral_Argument
Jan 27, 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...

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.