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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 #}

Comment Explorer

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Active: "In India we have a …" 2,270 comments · Page 33 of 91
Indians are the only people who brag how great India is but don't want to live or return there. Like that dude at 9:57
Indians are the only people who brag how great India is but don't want to live or return there. Like that dude at 9:57
Identity Attack0.4508763
Insult0.1640896
Profanity0.0913099
Threat0.03165977
Severe Toxicity0.023076924
Moderate 0.37955463 Moderate Con 0.38
Nov 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian …
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian students in Canada, that have university degrees but they register themselves into Canadian colleges in order to work and live in Canada. It doesn’t make sense to downgrade your studies, and most probably 100% of the students from Asia in Canada they come here to stay that is the main goal. In fact indian men they get married to some rich girl then the father of the girl pays for the school and then they end up staying in the country and continue their lying and fraud lives in Canada - trust me I know them
Identity Attack0.458714
Insult0.3388922
Profanity0.08775374
Threat0.009437286
Severe Toxicity0.022193791
Moderate 0.37955463 Moderate Con 0.411
Oct 17, 2025 IRCC Names India in Study …
Huge majority of those 'students' from India are exactly like Harjit Singh Nijjar. Fraudulently entered, pro-khalistan activists with murky backgrounds.
Huge majority of those 'students' from India are exactly like Harjit Singh Nijjar. Fraudulently entered, pro-khalistan activists with murky backgrounds.
Identity Attack0.37361985
Insult0.40243408
Profanity0.06596114
Threat0.012958534
Severe Toxicity0.01573815
Moderate 0.37795907 Low Con 0.274
Sep 30, 2025 IRCC Names India in Study …
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries …
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries remain completely ignorant and oblivion to Hindu style of working. In India also, they deliberately assigned Hinduism to every tribes, although truth is that many tribes (well known tribe is Jatt/Jat) in India have their own culture and they do not belong to Hinduism or any other known religions of Hindu, Muslim, and Christians. Hinduism is just construction of sanghi brahamins, who destroyed India oldest known dhamm budhism. Intially these so called Hindus show kindness and courtesy to the culture of foreign countries they go. Once they get settled there, starts spreading hate against other relgions and cultures. One day, I am sure that these people make western countries's societies worst than India. You will see the big heaps of garbage and polluted rivers in west. Westerners are destined to be destroyed because of lack of understanding about these people.
Identity Attack0.46028158
Insult0.34314156
Profanity0.16589902
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.479 Identity_Assertion
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican …
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican or even Chinese.
Identity Attack0.48915586
Insult0.21602537
Profanity0.040409464
Threat0.01101667
Severe Toxicity0.01683561
Moderate 0.37795907 Moderate Con 0.415 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I hope one day a new government with an actual spine drops the hammer on all these people. You find one trace of Coming here illegally through scamming and lying, immediately deported. Canada is not …
I hope one day a new government with an actual spine drops the hammer on all these people. You find one trace of Coming here illegally through scamming and lying, immediately deported. Canada is not India, go home.
Identity Attack0.30256465
Insult0.36365277
Profanity0.04065997
Threat0.058826666
Severe Toxicity0.015479924
Moderate 0.37795907 Moderate Con 0.392
Nov 16, 2025 Inside Canada's Indian Metropolis (Brampton)
if you see Indian in your country just remember.. 99% indians in Canada, UK US Europe Aus NZ belongs to Upper Caste.. They don't have the right to talk about Racism.. just search Manipur Violence.. …
if you see Indian in your country just remember.. 99% indians in Canada, UK US Europe Aus NZ belongs to Upper Caste.. They don't have the right to talk about Racism.. just search Manipur Violence.. Daily Thousands of incidents,atrocities are happening on Christians, Backward Castes Scheduled Castes, Tribes in India..
Identity Attack0.46028158
Insult0.24561718
Profanity0.043916557
Threat0.04363242
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.47 Identity_Assertion
Oct 2, 2025 1 likes IRCC Names India in Study …
It's true. I was in Toronto Pearson airport to catch a flight back to Montreal. All the CATSA members there are 80% Hindus! Passengers Hindus. Security Hindus. Everywhere you see Hindus. Canada has become the …
It's true. I was in Toronto Pearson airport to catch a flight back to Montreal. All the CATSA members there are 80% Hindus! Passengers Hindus. Security Hindus. Everywhere you see Hindus. Canada has become the 36th State of India! Edit: Oh and BTW I got some scam calls with Hindu accent, some claiming to be from CRA(Canada Revenue Agency). Ask if they can speak French, if they cannot, they are scammers, cause real CRA agents HAVE to speak both French and English!
Identity Attack0.40351558
Insult0.3470427
Profanity0.06646215
Threat0.008556974
Severe Toxicity0.015544481
Moderate 0.37751234 Constructive 0.622
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
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)
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 …
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...
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...
All the Indians are laughing my buddy from there told me that we are getting the worst ones that even people in India don't like people from that part of India.
All the Indians are laughing my buddy from there told me that we are getting the worst ones that even people in India don't like people from that part of India.
Identity Attack0.41052565
Insult0.18977246
Profanity0.16636424
Threat0.022335978
Severe Toxicity0.020515325
Moderate 0.37751234 Constructive 0.533 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
All lies. 1.6 millions from India who are committing crimes and still living here, they use going back to their country as a excuse to stay here.
All lies. 1.6 millions from India who are committing crimes and still living here, they use going back to their country as a excuse to stay here.
Identity Attack0.44690517
Insult0.25404143
Profanity0.03464781
Threat0.009307829
Severe Toxicity0.015350811
Moderate 0.37751234 Moderate Con 0.319
Dec 24, 2025 Deportations From Canada at Their …
At this point we need to follow trumps footsteps to save Canada, some people might not agree with but I’d rather not let this country turn to India or some type of Muslim caliphate
At this point we need to follow trumps footsteps to save Canada, some people might not agree with but I’d rather not let this country turn to India or some type of Muslim caliphate
Identity Attack0.46050715
Insult0.2469859
Profanity0.04266402
Threat0.011327368
Severe Toxicity0.018384963
Moderate 0.37751234 Moderate Con 0.411 Fear_Threat
Sep 28, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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)
They want make Canada to India...😂😂these people are not want to integrate ..they want dominate..but its Canadas fault,to let this happends......wokeness crazyness..same you see in the UK..🤔🇨🇦🇬🇧
They want make Canada to India...😂😂these people are not want to integrate ..they want dominate..but its Canadas fault,to let this happends......wokeness crazyness..same you see in the UK..🤔🇨🇦🇬🇧
Identity Attack0.2839175
Insult0.38406035
Profanity0.038154904
Threat0.009126588
Severe Toxicity0.012054443
Moderate 0.37751234 Low Con 0.215
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
India population is 1.4 billions and it's increasing day by day like rabbits but the problem is they are sending them to America Canada Australia Europe to make all world a mess
India population is 1.4 billions and it's increasing day by day like rabbits but the problem is they are sending them to America Canada Australia Europe to make all world a mess
Identity Attack0.40883094
Insult0.33154017
Profanity0.09292633
Threat0.012130005
Severe Toxicity0.021290002
Moderate 0.37751234 Moderate Con 0.306 Fear_Threat
Jan 28, 2026 1 likes 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...
hopefully, Canada has closed this program. No more people from India.
hopefully, Canada has closed this program. No more people from India.
Identity Attack0.48915586
Insult0.15698463
Profanity0.02392626
Threat0.017328756
Severe Toxicity0.018449519
Moderate 0.37751234 Low Con 0.287 Identity_Assertion
Oct 13, 2025 IRCC Names India in Study …
unlike india..they have toilets
unlike india..they have toilets
Identity Attack0.39870077
Insult0.2659317
Profanity0.13256322
Threat0.007534259
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.183 Comparative_Framing
Nov 4, 2025 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 …
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...
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...

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.