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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
We all whites should go to india africa and all the musliam countries and make them better again becaue all those people are takeing tax payers money to not work or to set there familys …
We all whites should go to india africa and all the musliam countries and make them better again becaue all those people are takeing tax payers money to not work or to set there familys up for free
Identity Attack0.44690517
Insult0.123407245
Profanity0.09551262
Threat0.015774792
Severe Toxicity0.020515325
Moderate 0.37751234 Low Con 0.218 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
You Canadian is to be blame. Canada is India now. Singapore belong to India. Australia and New Zealand the same.
You Canadian is to be blame. Canada is India now. Singapore belong to India. Australia and New Zealand the same.
Identity Attack0.46028158
Insult0.22770336
Profanity0.03489832
Threat0.012026439
Severe Toxicity0.01754573
Moderate 0.37751234 Low Con 0.179
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
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...
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)
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...
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)
⚠️ 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...
"I love India, but I would never ever want to live there"
"I love India, but I would never ever want to live there"
Identity Attack0.4508763
Insult0.0777699
Profanity0.09098661
Threat0.06658544
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.443 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
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)
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...
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)
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 …
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...
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 …
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...
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...
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...
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 …
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 …
Theres a reason empires conquered India and India is still a third world country 😂pagansism and grape and caste system are all products of their culture and their religion 😂 especially there own gods grape
Theres a reason empires conquered India and India is still a third world country 😂pagansism and grape and caste system are all products of their culture and their religion 😂 especially there own gods grape
Identity Attack0.39870077
Insult0.26957804
Profanity0.1612468
Threat0.035458352
Severe Toxicity0.024631912
Moderate 0.37340668 Low Con 0.181 Identity_Assertion
Jan 27, 2026 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...

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.