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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: "In India, there is no …" 2,270 comments · Page 34 of 91
I bet many of them are Pakiatanis hiding in the garb of Indian, and Khalistanis not loyal to India.
I bet many of them are Pakiatanis hiding in the garb of Indian, and Khalistanis not loyal to India.
Identity Attack0.46028158
Insult0.25800487
Profanity0.0935729
Threat0.018019408
Severe Toxicity0.01986976
Moderate 0.37751234 Moderate Con 0.347 Unverified_Claim
Feb 16, 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...
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...
Tutti i Rom in Europa sono nomadi provvenienti da India ☝️⛔
Tutti i Rom in Europa sono nomadi provvenienti da India ☝️⛔
Identity Attack0.46028158
Insult0.26957804
Profanity0.10054382
Threat0.010343489
Severe Toxicity0.031420294
Moderate 0.37751234 Low Con 0.192 Unverified_Claim
Mar 1, 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...
@00:00:42 what is the monkey man?? is he like superman of india??
@00:00:42 what is the monkey man?? is he like superman of india??
Identity Attack0.20878418
Insult0.3388922
Profanity0.22572558
Threat0.011275585
Severe Toxicity0.02296847
Moderate 0.37751234 Low Con 0.227 Meta_Commentary
Aug 25, 2025 Why Canadians Are Turning Against …
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...
BC and Ontario Creating mess in Canada with International students then them parents visitor visas Spouse and kids Uncle Aunt Cousin Whole Package for PGWP Students from India and Mass amount of Temp Status Holder. …
BC and Ontario Creating mess in Canada with International students then them parents visitor visas Spouse and kids Uncle Aunt Cousin Whole Package for PGWP Students from India and Mass amount of Temp Status Holder. Quebec must Protect them self. From Canadian Crazy Immigration IRCC.
Identity Attack0.28034934
Insult0.39743927
Profanity0.029596692
Threat0.007598988
Severe Toxicity0.009841919
Moderate 0.37751234 Moderate Con 0.481 Policy_Critique
Nov 22, 2025 Quebec Ends Economic Immigration Program …
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...
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 …
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...
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 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...
Liberal fraud letting India frauds get through the back door by the tens of thousands
Liberal fraud letting India frauds get through the back door by the tens of thousands
Identity Attack0.36702603
Insult0.36537176
Profanity0.14666493
Threat0.033386398
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.125
Sep 30, 2025 IRCC Names India in Study …
Hmmm, turns out in India, 100s of thousands of Churches are not a problem, but a single temple could be a issue in western world. Hyporcisy at it's peak, learn some secularism pals
Hmmm, turns out in India, 100s of thousands of Churches are not a problem, but a single temple could be a issue in western world. Hyporcisy at it's peak, learn some secularism pals
Identity Attack0.27798235
Insult0.37846634
Profanity0.040910475
Threat0.007883795
Severe Toxicity0.0074386597
Moderate 0.37751234 Low Con 0.242 Comparative_Framing
Dec 17, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
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...
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning …
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning Canadian government policies and why immigration authorities are asleep at the wheel as visas and permits expire and people overstay their visits. Quality of Canadian YT content is being run into the sewage by creators like you.
Identity Attack0.11396073
Insult0.39297962
Profanity0.032894265
Threat0.008349842
Severe Toxicity0.009994507
Moderate 0.37751234 Constructive 0.512 Policy_Critique
Feb 27, 2026 1 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 …
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...
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense …
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense doesn't follow rule especially those traffic rules in Brampton and in india bcoz in india they got too much freedom in the name of so fundamental rights,free speech..... These people go in foreign countries and say they got tortured by indian govt they don't have freedom like seriously? This is literally hilarious things....99% Sikh driving truck in foreign countries and talking about freedom... Educated, middle class sikh working in India , have sikh military regiment, and punjab state have Sikh govt and they aren't able to speak right? Govt need to indentify such traitors.....and cancel their Visa and sieze Thier property in India......
Identity Attack0.38445538
Insult0.27763805
Profanity0.19524631
Threat0.13211988
Severe Toxicity0.02383376
Moderate 0.37751234 Constructive 0.522 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
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...
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 …
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...

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.