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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: "Who is here in india" 2,270 comments · Page 34 of 91
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
⚠️ Freedom of Speech ≠ Freedom of Hate Speech. 1. Do they have any Valid Answer for Why They Hate Indians? 2. Do they have any Logical Explanation for How Indians are Harming People Across …
⚠️ Freedom of Speech ≠ Freedom of Hate Speech. 1. Do they have any Valid Answer for Why They Hate Indians? 2. Do they have any Logical Explanation for How Indians are Harming People Across the World? 📌 The Answer is NO. 👾 Any Negative Action or Thought By An Individual from India ≠ Every or Many Indians' Action or Thought. 👾 Minor Exceptions Do Not Represent Most of the Indians. 🤖 Spreading Hatred Because of a Minor or No Reason is a Sign of Poor Mental Condition or Lack of Proper Education & Awareness. 🇮🇳 India is Much Bigger than Someone's Imagination. 🇮🇳 Being An Indian is a Matter of Pride. 1. India is the World's Largest Democracy. 2. India is One of the World’s Oldest Civilizations. 3. India has the World's Oldest Religion. 4. India is One of the Most Diverse Countries in the World. 5. India is One of the Fastest-growing Major Economies in the World. 6. India is the 4th Largest Economy in the World. 7. India has One of the Fastest-growing Startup Ecosystems in the World. 8. India is the Home to 18% of Total Humanity on Earth. 9. India has One of the Most Influencial Cultural Diversities in the World. 10. India Produces World's 2nd Most STEM (Science, Technology, Engineering & Mathematics) Graduates Every Year. 11. India has One of the Largest Youth Work forces in the World. 12. India has the 2nd Largest Active Military Personnel in the World. 13. India is the 4th Powerful Military in the World. 14. India is the World's Pharmacy that Provides 20% of the World’s Generic Medicines. 15. India is the First Country to Reach Mars Orbit on its First Attempt. 16. India is the First Country to Land near the Moon’s South Pole. 17. Many Scientific & Mathematical Concepts Like Zero, Decimal System, Yoga, Astronomy, Metallurgy were Originated in India. 18. India has the World's Largest Highly Skilled Diaspora across the Countries. 19. India is the CEO Capital of the World leading World's Largest Corporations. 20. India has 3rd Highest Billionaires in the World. 21. About 11% of All the American Unicorn Startups are Co-founded by Indian Origin Citizens. 22. About 10% of Total US Patents are Attributed to the Indian-origin Inventors. 23. About 10% of Total US Physicians are of Indian Origin. 24. Indian Diaspora Contributes more than 5% of Total US Income Taxes Annually. 25. Indian Diaspora Contributes more than 5% of the UK’s Total GDP. 26. About 60% of all Hotels in the United States are Owned By Indian-origin Businessmen. 27. About 40% of all Convenience Stores in the US are Owned By Indian-origins. 28. Indian Origins are the Highest-earning Ethnic Group in the U.S. 29. Indian Diaspora Holds over 300 High-ranking Government Positions Across the Countries. 30. India Survived & Rebuilt itself after Centuries of Foreign Invasions & Colonization. 🤔 Actions of Individuals ≠ Actions of 1.4 Billion Indians.
Identity Attack0.39334553
Insult0.25998658
Profanity0.14313951
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.601 Moral_Argument
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
we will invade all develop nations like british invaded most countries and steal all the wealth and take it back to india. all Immigrant indian are trained agent by india secret agencies and the sole …
we will invade all develop nations like british invaded most countries and steal all the wealth and take it back to india. all Immigrant indian are trained agent by india secret agencies and the sole purpose is to bring back the wealth and make india great again.
Identity Attack0.44690517
Insult0.16831873
Profanity0.09775851
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.201 Unverified_Claim
Feb 21, 2026 2 likes Inside Canada's Indian Invasion...
This video sounds very racist, I grew up here since 1989. The video is a bit extreme, but there is definitely a lack of assimilation. But the same goes for the native communities, we just …
This video sounds very racist, I grew up here since 1989. The video is a bit extreme, but there is definitely a lack of assimilation. But the same goes for the native communities, we just put them in the middle of nowhere and killed their kids in schools centuries ago. Canadians let them get addicted to drugs and let their communities crumble. Now when a community shows up with a harder WORK ETHIC than the locals, THERE IS A PROBLEM???? Its called Getting on the GRIND. But @6:40 Not all the Kids... but a good portion are TAKING AWAY OUR IDENTITY. I work with some amazing humble guys from India... but the same does not go for the rest.
Identity Attack0.27701542
Insult0.30797598
Profanity0.06395709
Threat0.12536226
Severe Toxicity0.02296847
Moderate 0.37751234 Constructive 0.718 Personal_Narrative
Sep 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The Britishers came looted, murdered, done many atrocities in india but no west people condemned or raised any voice about it. Christianity came in India and is slowly changing ethnicity in India That's not the …
The Britishers came looted, murdered, done many atrocities in india but no west people condemned or raised any voice about it. Christianity came in India and is slowly changing ethnicity in India That's not the problem for these white people
Identity Attack0.4508763
Insult0.20434737
Profanity0.15371579
Threat0.1368402
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.39 Moral_Argument
Feb 9, 2026 Inside Canada's Indian Invasion...
Canada, a province of India 😢😢😢😢
Canada, a province of India 😢😢😢😢
Identity Attack0.44690517
Insult0.18977246
Profanity0.05017922
Threat0.008039144
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.369
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Sorry I don't believe that Indian dude, from my personal experience of working for an Indian company, being the only white employee, not 1 of them ever told 100% truth! Lying is considered Normal in …
Sorry I don't believe that Indian dude, from my personal experience of working for an Indian company, being the only white employee, not 1 of them ever told 100% truth! Lying is considered Normal in they're Culture, they don't see it as lying!!! I bet anything he found away around the rules and cheated and lied to get his RN Certificate and now does the bare minimum at his job, thats what he meant by its easy now!!! Note he also said Canada is like Indian, that just means they are turning it into India, so how can a person say they're proud to be Canadian??? Proud to be a Canadian means you asymulate, not turn it into India! Your getting a warped opinion from a lying Indian!!! That said I did meet a few good Indian elders mostly, as they follow the beliefs were all equal and treat you with respect, but if it ever comes down to an Indian against a white person in a dispute, the Indian will Always be favored in they're communities!!!😎😎😎
Identity Attack0.38230872
Insult0.3388922
Profanity0.07611542
Threat0.010058682
Severe Toxicity0.018836858
Moderate 0.37751234 Constructive 0.73 Unverified_Claim
Sep 20, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
I just wonder why white still have racial identity ? No Church or Masjid offers free food or humanitarian aid but we HINDU PARSI JAIN SIKHS and Indian Christians Jews have one one unique thing …
I just wonder why white still have racial identity ? No Church or Masjid offers free food or humanitarian aid but we HINDU PARSI JAIN SIKHS and Indian Christians Jews have one one unique thing is , treat human as human being. See history , when Indians initially landed there , they were not treated at par but we did not asked for HINDU SIKH or JAIN laws................We try to build ourselves with hardwork and keeping family roots intact. This is the reason Indians are successful migrants. Even in India , they stay in close family relations and financial transactions are done only in community to ensure that money flows within community. This is not crime but way of gaining wealth for longer properity and existence.
Identity Attack0.46028158
Insult0.24493282
Profanity0.10178173
Threat0.017674083
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.73
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Go to india and check out the burger joint by the us consulate. Buch of whites there. Thats not whites taking over the country. Truth is canadian government trying to get rich with cheep labor.
Go to india and check out the burger joint by the us consulate. Buch of whites there. Thats not whites taking over the country. Truth is canadian government trying to get rich with cheep labor.
Identity Attack0.44690517
Insult0.23704576
Profanity0.048175167
Threat0.009540852
Severe Toxicity0.01302678
Moderate 0.37751234 Moderate Con 0.317 Economic_Argument
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
Just so you know Khalistanis are recognised terrorist by Govt of INDIA which CANADA has given safe haven
Just so you know Khalistanis are recognised terrorist by Govt of INDIA which CANADA has given safe haven
Identity Attack0.41975367
Insult0.31740165
Profanity0.025087673
Threat0.011793415
Severe Toxicity0.018578632
Moderate 0.37751234 Low Con 0.28 Fear_Threat
Feb 13, 2026 Inside Canada's Indian Invasion...
It’s not Tim Horton’s anymore. It’s Sigh Horton’s. There’s problem with Human trafficking and student visas expiring. India is so great but why are they coming here. Send them all back. If the brown people …
It’s not Tim Horton’s anymore. It’s Sigh Horton’s. There’s problem with Human trafficking and student visas expiring. India is so great but why are they coming here. Send them all back. If the brown people are saying there’s too much brown people it’s too much.
Identity Attack0.46028158
Insult0.19500497
Profanity0.08904689
Threat0.027688526
Severe Toxicity0.01986976
Moderate 0.37751234 Moderate Con 0.384 Policy_Critique
Feb 4, 2026 3 likes Inside Canada's Indian Invasion...
Indians abuse all systems available to them across the world. They try to change the new country that they are in back into the old country that they left, namely India.
Indians abuse all systems available to them across the world. They try to change the new country that they are in back into the old country that they left, namely India.
Identity Attack0.46028158
Insult0.22770336
Profanity0.0961592
Threat0.013372798
Severe Toxicity0.02077355
Moderate 0.37751234 Moderate Con 0.328 Unverified_Claim
Oct 6, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Ban india
Ban india
Identity Attack0.45348886
Insult0.25007802
Profanity0.15107171
Threat0.13815513
Severe Toxicity0.048457388
Moderate 0.37751234 Low Con 0.241
Dec 12, 2025 1 likes IRCC Names India in Study …
Why don't you talk about England's invasion in India for 200 years? They stole everything, committed crimes...talk about them.
Why don't you talk about England's invasion in India for 200 years? They stole everything, committed crimes...talk about them.
Identity Attack0.38445538
Insult0.31740165
Profanity0.044167064
Threat0.025098583
Severe Toxicity0.01806218
Moderate 0.37751234 Low Con 0.267 Call_To_Action
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
INDIA AND CHINA, SAUDIA ARABIA HAVE BEEN GIVEN FULL NEPOTISM BY THE FEDERAL GOV AND HAVE BEEN GIVEN A HAND UP!!! THEY ALL NEED TO GO!!
INDIA AND CHINA, SAUDIA ARABIA HAVE BEEN GIVEN FULL NEPOTISM BY THE FEDERAL GOV AND HAVE BEEN GIVEN A HAND UP!!! THEY ALL NEED TO GO!!
Identity Attack0.37152436
Insult0.24928534
Profanity0.07255927
Threat0.09623027
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.233
Oct 12, 2025 IRCC Names India in Study …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I can't even watch this. I live 30 mins down the road from here. Welcome to little India btw....oh I mean Canada 🇨🇦🇨🇦. We are being completely INVADED. Indian fatigue is real here. There are …
I can't even watch this. I live 30 mins down the road from here. Welcome to little India btw....oh I mean Canada 🇨🇦🇨🇦. We are being completely INVADED. Indian fatigue is real here. There are WAY WAY WAY TOO MANY!!!!!! We seriously need Trump here to shut down the borders because our soft government won't.😡😡😡👳👳👳
Identity Attack0.43256098
Insult0.23237456
Profanity0.05543986
Threat0.020609349
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.516 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Indians will immigrate anywhere but India 😂😂
Indians will immigrate anywhere but India 😂😂
Identity Attack0.44690517
Insult0.12702756
Profanity0.104876526
Threat0.036149003
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.165 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
Identity Attack0.3817989
Insult0.16551061
Profanity0.13697
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.211 Unverified_Claim
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
Some indians are here as refugees. They said , they're persecuted in india for bieng " Christians" . They are not Christians, they lied to immigration to come to Canada. Once in Canada they do …
Some indians are here as refugees. They said , they're persecuted in india for bieng " Christians" . They are not Christians, they lied to immigration to come to Canada. Once in Canada they do all kinds of fraud to get work permit. They have a Bible written in their language but they're not Christians.
Identity Attack0.46614665
Insult0.25602314
Profanity0.03715288
Threat0.008556974
Severe Toxicity0.015673593
Moderate 0.37751234 Moderate Con 0.456 Unverified_Claim
Oct 5, 2025 IRCC Names India in Study …
Funny how descendants of people who invaded, displaced, and starved Indigenous nations now act superior. Canada wasn’t ‘empty’—it was colonized. India had universities, sanitation, surgery, and cities while Europe was burning witches and dumping sewage …
Funny how descendants of people who invaded, displaced, and starved Indigenous nations now act superior. Canada wasn’t ‘empty’—it was colonized. India had universities, sanitation, surgery, and cities while Europe was burning witches and dumping sewage in streets. If you want to talk hygiene or civilization, open a history book before opening your mouth.
Identity Attack0.073429056
Insult0.37506318
Profanity0.028230323
Threat0.03649433
Severe Toxicity0.010757446
Moderate 0.37751234 Moderate Con 0.407 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Canada is fully broken by India and the liberals
Canada is fully broken by India and the liberals
Identity Attack0.44690517
Insult0.26957804
Profanity0.08807703
Threat0.014048163
Severe Toxicity0.015802706
Moderate 0.37751234 Low Con 0.161
Sep 28, 2025 IRCC Names India in Study …
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road …
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road in VIetnam and its 1000's of videos of the chaos, its not normal, its not a system its just low IQ as the white dude said
Identity Attack0.39773783
Insult0.24928534
Profanity0.18356428
Threat0.02181799
Severe Toxicity0.020902663
Moderate 0.37751234 Constructive 0.57
Jan 27, 2026 Inside Canada's Indian Invasion...
Lol. "Im as racist as the next guy" Bro confused Africa with India.
Lol. "Im as racist as the next guy" Bro confused Africa with India.
Identity Attack0.38699543
Insult0.24928534
Profanity0.09324962
Threat0.011922873
Severe Toxicity0.01935331
Moderate 0.37751234 Low Con 0.212 Humor_Satire
Jan 27, 2026 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.