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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: "As an Indian, what is …" 4,309 comments · Page 78 of 173
⚠️ 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...
Canada has lost its culture to the immigrants, especially East Indians & muslims. Thanks Trudeau and now Carney.
Canada has lost its culture to the immigrants, especially East Indians & muslims. Thanks Trudeau and now Carney.
Identity Attack0.46028158
Insult0.1823172
Profanity0.016889455
Threat0.007365964
Severe Toxicity0.01412424
Moderate 0.37751234 Low Con 0.248
Aug 29, 2025 3 likes Why Canadians Are Turning Against …
The entire security industry is fully funded and operated by East Indian students and possible PRS etc. Another corrupt comromised components of the government of Canada
The entire security industry is fully funded and operated by East Indian students and possible PRS etc. Another corrupt comromised components of the government of Canada
Identity Attack0.19693321
Insult0.40975618
Profanity0.02303812
Threat0.0071717775
Severe Toxicity0.007247925
Moderate 0.37751234 Low Con 0.201
Nov 16, 2025 1 likes IRCC Names India in Study …
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure …
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure call him out, but do exactly the same for any other race or community. There are many hard working, law abiding Indians in Brampton. Painting all Indians with the same brush demotivates the genuine ones. This is like someone spotting 5 homeless white or refugee people on the road and filming them to then say all white and refugees are sh*t.
Identity Attack0.42615733
Insult0.3388922
Profanity0.30866358
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.695 Moral_Argument
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m all for people to have safe and good lives, but it’s aggravating as hell, when East Indians in general here in Canada are 1.) Preying on women and children 2.) trying to shove their …
I’m all for people to have safe and good lives, but it’s aggravating as hell, when East Indians in general here in Canada are 1.) Preying on women and children 2.) trying to shove their beliefs on everyone else and threaten people 3.) get entitled benefits to the moon.
Identity Attack0.3895355
Insult0.26957804
Profanity0.22429734
Threat0.019055385
Severe Toxicity0.02116089
Moderate 0.37751234 Constructive 0.57
Aug 25, 2025 Why Canadians Are Turning Against …
Those indian students may have crossed U.S. border and now Trump is kicking them back to their home country
Those indian students may have crossed U.S. border and now Trump is kicking them back to their home country
Identity Attack0.44690517
Insult0.14331897
Profanity0.08904689
Threat0.13815513
Severe Toxicity0.019482423
Moderate 0.37751234 Low Con 0.255 Comparative_Framing
Oct 2, 2025 IRCC Names India in Study …
Because Indian are chatting 🎉🎉🎉🎉
Because Indian are chatting 🎉🎉🎉🎉
Identity Attack0.3895355
Insult0.27146968
Profanity0.30161268
Threat0.021472665
Severe Toxicity0.030523606
Moderate 0.37751234 Moderate Con 0.334
Sep 29, 2025 1 likes IRCC Names India in Study …
This video can be summed up in one sentence: Too many Indians.
This video can be summed up in one sentence: Too many Indians.
Identity Attack0.46028158
Insult0.15556364
Profanity0.098377466
Threat0.026997874
Severe Toxicity0.022193791
Moderate 0.37751234 Low Con 0.226
Jun 21, 2025 3 likes How Canada broke its immigration …
Canada it become Indian Country. this is sad to watch
Canada it become Indian Country. this is sad to watch
Identity Attack0.44690517
Insult0.24561718
Profanity0.040409464
Threat0.007586042
Severe Toxicity0.01754573
Moderate 0.37751234 Low Con 0.281
Aug 25, 2025 127 likes Why Canadians Are Turning Against …
Ban Indian immigration
Ban Indian immigration
Identity Attack0.458714
Insult0.07967083
Profanity0.0838743
Threat0.060119797
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.254 Call_To_Action
Sep 30, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Everything in Canada became Indian, we are all immigrants here, and I appreciate the multi culture, but I don’t appreciate Indians working in restaurants, sorry but I can’t eat from Indians hands, I know they …
Everything in Canada became Indian, we are all immigrants here, and I appreciate the multi culture, but I don’t appreciate Indians working in restaurants, sorry but I can’t eat from Indians hands, I know they dont have good hygiene, probably not at all.
Identity Attack0.4830652
Insult0.24171697
Profanity0.043916557
Threat0.008401625
Severe Toxicity0.016125489
Moderate 0.37751234 Constructive 0.66 Unverified_Claim
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
Call it what it is, it's not immigrants. It's Indian people period. They are everywhere dumping their 1.5 billion people around the world.
Call it what it is, it's not immigrants. It's Indian people period. They are everywhere dumping their 1.5 billion people around the world.
Identity Attack0.458714
Insult0.21135417
Profanity0.07126612
Threat0.014048163
Severe Toxicity0.019095084
Moderate 0.37751234 Low Con 0.246
Sep 21, 2025 24 likes Inside Canada's Indian Metropolis (Brampton)
All the Indian women seem shy and rarely show emotion unless they are at a jobsite getting paid. Must already have a prearranged marriage with another Indian before they reach their teen years. No wonder …
All the Indian women seem shy and rarely show emotion unless they are at a jobsite getting paid. Must already have a prearranged marriage with another Indian before they reach their teen years. No wonder there's so many of them , they all keep to themselves.
Identity Attack0.44690517
Insult0.2735258
Profanity0.089370176
Threat0.010291707
Severe Toxicity0.01825585
Moderate 0.37751234 Constructive 0.507
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The same whyte Canadians who are complaining about indians are the same ones who hiring them.
The same whyte Canadians who are complaining about indians are the same ones who hiring them.
Identity Attack0.46028158
Insult0.23237456
Profanity0.04792466
Threat0.008039144
Severe Toxicity0.0127685545
Moderate 0.37751234 Low Con 0.267
Aug 25, 2025 Why Canadians Are Turning Against …
The indians are in toronto, Saskatchewan, ontario and edmonton. Mostly. And about 90% in b.c. ! And Isnt this indian womans brother one of the ones that has the fraudulent study permit?? Check that out!
The indians are in toronto, Saskatchewan, ontario and edmonton. Mostly. And about 90% in b.c. ! And Isnt this indian womans brother one of the ones that has the fraudulent study permit?? Check that out!
Identity Attack0.43256098
Insult0.2679134
Profanity0.04491858
Threat0.008919456
Severe Toxicity0.013866014
Moderate 0.37751234 Moderate Con 0.474
Oct 2, 2025 IRCC Names India in Study …
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
Identity Attack0.39334553
Insult0.35016364
Profanity0.040409464
Threat0.0084793
Severe Toxicity0.012435913
Moderate 0.37751234 Moderate Con 0.419 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Even as an Indian, I do not want to go to Canada, I mean, what's the point if I am surrounded by the same people with 0 civic sense, trashing everything, and they have the …
Even as an Indian, I do not want to go to Canada, I mean, what's the point if I am surrounded by the same people with 0 civic sense, trashing everything, and they have the same culture as India. I always believe when in Rome, be a Roman. So, you Canadians really need to do something about this
Identity Attack0.44690517
Insult0.2817503
Profanity0.079025
Threat0.008945347
Severe Toxicity0.01644827
Moderate 0.37751234 Constructive 0.516
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
The Indians honestly seem like pleasant people. Yeah, they are huge in number and mass migrate, but seems like the whites are just hating for no reason
The Indians honestly seem like pleasant people. Yeah, they are huge in number and mass migrate, but seems like the whites are just hating for no reason
Identity Attack0.46028158
Insult0.18728738
Profanity0.18294942
Threat0.011223801
Severe Toxicity0.021806452
Moderate 0.37751234 Moderate Con 0.397 Identity_Assertion
Feb 1, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Bike guy is right. Everyone is so scared to be racist towards africans and muslims who are the real troublemakers in society and take out all the racism to indians who are just innocent and …
Bike guy is right. Everyone is so scared to be racist towards africans and muslims who are the real troublemakers in society and take out all the racism to indians who are just innocent and hardworking
Identity Attack0.45610145
Insult0.24928534
Profanity0.10425757
Threat0.016810767
Severe Toxicity0.019998873
Moderate 0.37751234 Moderate Con 0.493 Unverified_Claim
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣 As for the smuggler - I hope an anonymous tip was made...
Identity Attack0.31307843
Insult0.37279442
Profanity0.030890211
Threat0.009100696
Severe Toxicity0.010910034
Moderate 0.37751234 Constructive 0.661 Call_To_Action
Feb 9, 2026 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...
Canadian and Americans now talk about immigrants 😂😂their fathers also immigrants.. 😬😬😬 where is now original American s--red Indians 🎉
Canadian and Americans now talk about immigrants 😂😂their fathers also immigrants.. 😬😬😬 where is now original American s--red Indians 🎉
Identity Attack0.44690517
Insult0.25602314
Profanity0.0935729
Threat0.008556974
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.248 Humor_Satire
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm not surprised about the bad driving. Watch any Indian IRL streamer and all you hear is constant honking. Indians have no patience when driving, they just honk and honk and keep driving by their …
I'm not surprised about the bad driving. Watch any Indian IRL streamer and all you hear is constant honking. Indians have no patience when driving, they just honk and honk and keep driving by their own rules.
Identity Attack0.44690517
Insult0.24928534
Profanity0.09260304
Threat0.012440704
Severe Toxicity0.01806218
Moderate 0.37751234 Constructive 0.504 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian, I feel so bad for Australia, Canada, New Zealand. The psychology of our people is : - lack of realisation of anyone's pain - zero tolerance to dissent - pretend to love …
As an Indian, I feel so bad for Australia, Canada, New Zealand. The psychology of our people is : - lack of realisation of anyone's pain - zero tolerance to dissent - pretend to love others as long as you not call them out and if you do, all these angelic demeanor falls off, they come for you, your family, everyone. - complete respect for the countries they inhabit seeking absolute dominance and control. - then turn the country into sh.... then make their kids move to other countries to encroach and change demographics. Japanese, if you're reading this, don't tell us that the liberal left-wing Indians didn't warn you!!
Identity Attack0.32476485
Insult0.34314156
Profanity0.36230123
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.563 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The Indians dont even want the Indians to come here......now thats saying something
The Indians dont even want the Indians to come here......now thats saying something
Identity Attack0.45348886
Insult0.12702756
Profanity0.094219476
Threat0.012596053
Severe Toxicity0.020515325
Moderate 0.37751234 Low Con 0.183 Identity_Assertion
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.