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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 35 of 91
⚠️ 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...
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...
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...
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when …
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when the visa expired we returned back to India… stop telling on the whole…. Mention as North Indians, actually these hindi speaking people are frauds even in India. If India seperates as north and south I will support…. These North Indians are bringing down the country’s name….
Identity Attack0.45610145
Insult0.3388922
Profanity0.03489832
Threat0.008764107
Severe Toxicity0.015673593
Moderate 0.37751234 Constructive 0.638
Sep 29, 2025 IRCC Names India in Study …
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...
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)
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...
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 …
I am an Indian and i am telling you each one of them is telling you what you need to hear ( their original expression of identity comes out when they are around their own …
I am an Indian and i am telling you each one of them is telling you what you need to hear ( their original expression of identity comes out when they are around their own kind like in India the same hindu sabha will INDIRECTLY throw you out for being a lower caste or a christian or if muslim than you are done even direclty ) everyone of them is lying like every single one of them except the POLISH guy
Identity Attack0.38246045
Insult0.24835461
Profanity0.17752954
Threat0.032695748
Severe Toxicity0.023076924
Moderate 0.37694603 Moderate Con 0.435 Unverified_Claim
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Mark Carney has approved 250,000 new imigrants from India and Pakistan. They are immigrants with money so this makes it acceptable to let them gain citizenship. Scarborough will be the capital city where 100% per …
Mark Carney has approved 250,000 new imigrants from India and Pakistan. They are immigrants with money so this makes it acceptable to let them gain citizenship. Scarborough will be the capital city where 100% per cent of the workforce will be Hindu or Pakistani. NO WHITES ALLOWED. Tim Horton's is now hiring.....
Identity Attack0.45348886
Insult0.16758773
Profanity0.036401358
Threat0.012337137
Severe Toxicity0.017029278
Moderate 0.37694603 Moderate Con 0.457 Unverified_Claim
Sep 3, 2025 Why Canadians Are Turning Against …
Why are they so mean to Indians, maybe a subsector of them, There are Jews that do the same thing? Back in India from what I understand the British had messed it up psychologically for …
Why are they so mean to Indians, maybe a subsector of them, There are Jews that do the same thing? Back in India from what I understand the British had messed it up psychologically for over 200 years so bad and people lost there wealth, the property from the famine, there culture had been ruined particularly in the north-eastern India, these Indians are not north-eastern. They are not doing anything evil, satanic, look to your churches for that, there were some really twisted things happening there with the authority and church fathers and pedophilia and buried of children and countless other scanerios torture chambers, torturing women, church vs government...
Identity Attack0.41052565
Insult0.2659317
Profanity0.21564959
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.536
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The problem isn't Indian people coming to Canada, its Indian people turning Canada into India...
The problem isn't Indian people coming to Canada, its Indian people turning Canada into India...
Identity Attack0.48990932
Insult0.16195811
Profanity0.028093686
Threat0.0077025536
Severe Toxicity0.014576134
Moderate 0.37694603 Low Con 0.21
Sep 18, 2025 8,055 likes Inside Canada's Indian Metropolis (Brampton)
As a Canadian born, brown resident of Brampton, it truly sucks to see the Canadian culture we all love be completed obliterated by large scale, unchecked immigration from India specifically. In the gym, grocery store …
As a Canadian born, brown resident of Brampton, it truly sucks to see the Canadian culture we all love be completed obliterated by large scale, unchecked immigration from India specifically. In the gym, grocery store and most other common spaces, people speak Punjabi, not English. Truly horrible what happened to what was once such an awesome country and the worst part of it is, nobody, no policy maker will ever face justice for the cultural destruction they have caused. Sometimes though, I think, maybe Canada and Canadians dug their own grave. They/we voted in Liberal leadership time and time and time again, even when we saw our country being destroyed, in front of our very eyes.
Identity Attack0.36702603
Insult0.34237885
Profanity0.26098207
Threat0.01101667
Severe Toxicity0.021031776
Moderate 0.37694603 Constructive 0.712 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
India not in war still they left their country for others countries they all over the world like insects but if you ask them they will say I love India saar we are 4th largest …
India not in war still they left their country for others countries they all over the world like insects but if you ask them they will say I love India saar we are 4th largest economy saar we are superpower saar but we don't live in India saaar 😂😂😂😅
Identity Attack0.38208112
Insult0.34237885
Profanity0.20592089
Threat0.122295745
Severe Toxicity0.0475607
Moderate 0.37576625 Moderate Con 0.391 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
They don’t belong outside of India. Their skin looks out of place.
They don’t belong outside of India. Their skin looks out of place.
Identity Attack0.44690517
Insult0.24903896
Profanity0.08840031
Threat0.00933372
Severe Toxicity0.020386212
Moderate 0.37576625 Low Con 0.144 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
so you guys have problem with everyone other than christians, google how many churches are being funded and numbers of them in India. And a single hanuman or sikh temple bothers you
so you guys have problem with everyone other than christians, google how many churches are being funded and numbers of them in India. And a single hanuman or sikh temple bothers you
Identity Attack0.41975367
Insult0.20434737
Profanity0.10549548
Threat0.013321015
Severe Toxicity0.017610285
Moderate 0.37576625 Low Con 0.259 Moral_Argument
Feb 13, 2026 Inside Canada's Indian Invasion...
Please stop coming to Canada. They are ruining my home and native land. Its not india or africa...we have our own culture here. How about the foreigner learn to assimilate instead of the other way …
Please stop coming to Canada. They are ruining my home and native land. Its not india or africa...we have our own culture here. How about the foreigner learn to assimilate instead of the other way around.
Identity Attack0.46028158
Insult0.18977246
Profanity0.02249157
Threat0.009307829
Severe Toxicity0.015802706
Moderate 0.37576625 Moderate Con 0.389 Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
Canada can do without Indians and India...If there is a will, there is a way.
Canada can do without Indians and India...If there is a will, there is a way.
Identity Attack0.46050715
Insult0.11978693
Profanity0.03389629
Threat0.04167421
Severe Toxicity0.019482423
Moderate 0.37458646 Low Con 0.192
Aug 25, 2025 Why Canadians Are Turning Against …
Send them back to India.. as our supreme leader claims that "We are Vishwaguru 😂" .. but please don't kill anyone 😢that is sad ...
Send them back to India.. as our supreme leader claims that "We are Vishwaguru 😂" .. but please don't kill anyone 😢that is sad ...
Identity Attack0.31307843
Insult0.17486192
Profanity0.094219476
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.37458646 Moderate Con 0.425 Humor_Satire
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
We have been surviving without India and will do so, because Indians have come to this country and disrespected our norms, our culture and our way of life. People are tired and will no longer …
We have been surviving without India and will do so, because Indians have come to this country and disrespected our norms, our culture and our way of life. People are tired and will no longer put up with it.
Identity Attack0.45610145
Insult0.24287975
Profanity0.07643871
Threat0.016638106
Severe Toxicity0.023076924
Moderate 0.37458646 Moderate Con 0.466 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
People from India have to assimilate! Government sholud not allow worship statutes/temples. They are invading this country. Canada should mostly allow people from north america (US, Mex) or europe, Not Asia, nor Middle East, not …
People from India have to assimilate! Government sholud not allow worship statutes/temples. They are invading this country. Canada should mostly allow people from north america (US, Mex) or europe, Not Asia, nor Middle East, not Russia, etc...
Identity Attack0.46028158
Insult0.15911613
Profanity0.026044132
Threat0.009256045
Severe Toxicity0.019224197
Moderate 0.37458646 Moderate Con 0.311 Identity_Assertion
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
India speaks with canadians way before Canadian government harbouring khalistani terrorists
India speaks with canadians way before Canadian government harbouring khalistani terrorists
Identity Attack0.38445538
Insult0.2469859
Profanity0.02973333
Threat0.026997874
Severe Toxicity0.013478675
Moderate 0.37340668 Low Con 0.105 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
One of big reason Indians feels oppressed in India is religion (Cult) , which they have successfully brought it here. 😬 Too many gurudwara/ temples and that statute is hideous.
One of big reason Indians feels oppressed in India is religion (Cult) , which they have successfully brought it here. 😬 Too many gurudwara/ temples and that statute is hideous.
Identity Attack0.41222036
Insult0.34314156
Profanity0.14402086
Threat0.020609349
Severe Toxicity0.023076924
Moderate 0.37340668 Moderate Con 0.411 Identity_Assertion
Feb 8, 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.