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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: "not one of them is …" 1,743 comments · Page 22 of 70
⚠️ 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...
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)
People are literally leaving the US trying to get to Canada because of trump, and your claim is that people are using Canada as a sneaky way into the states? I'm not sure you understand …
People are literally leaving the US trying to get to Canada because of trump, and your claim is that people are using Canada as a sneaky way into the states? I'm not sure you understand what happening right now. No one in Canada (except maybe Albertans) want to live in your fascist dictatorship.
Identity Attack0.19100772
Insult0.40243408
Profanity0.027410502
Threat0.0070164283
Severe Toxicity0.007972717
Moderate 0.37751234 Constructive 0.507 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Muslims in Canada and welfare fraud, for example, a Canadian Muslim declares one of his four wives and the other three as dependents, then with 23 children later they then receive $400,000 per year of …
Muslims in Canada and welfare fraud, for example, a Canadian Muslim declares one of his four wives and the other three as dependents, then with 23 children later they then receive $400,000 per year of tax payer money, and that's only on family! It's happening in Canada..
Identity Attack0.46028158
Insult0.18728738
Profanity0.021876704
Threat0.008427517
Severe Toxicity0.014188796
Moderate 0.37751234 Moderate Con 0.475
May 14, 2018 22 likes How much do refugees and …
Honestly as a Pakistani I had to leave Brampton there were just so many Indians which don't respect the culture one bit. We need o do something before they destroy this country.
Honestly as a Pakistani I had to leave Brampton there were just so many Indians which don't respect the culture one bit. We need o do something before they destroy this country.
Identity Attack0.44690517
Insult0.24287975
Profanity0.11354194
Threat0.13566011
Severe Toxicity0.022839356
Moderate 0.37751234 Constructive 0.597 Identity_Assertion
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
yeah the one white guy said it very correctly- "They just have low inteligence" yeah actually most of our people whethere they are rich or poor they act like they are the one. Our people …
yeah the one white guy said it very correctly- "They just have low inteligence" yeah actually most of our people whethere they are rich or poor they act like they are the one. Our people have a kind of attitude. That attitude is harming others also.
Identity Attack0.39461556
Insult0.26957804
Profanity0.07870171
Threat0.011379151
Severe Toxicity0.012962224
Moderate 0.37751234 Constructive 0.65 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
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 …
Why is Brampton such an issue. I mean its just one city these videos never focus on real issues just blaming or demonizing one community to blame their failures. Their mayors are white MP’s are …
Why is Brampton such an issue. I mean its just one city these videos never focus on real issues just blaming or demonizing one community to blame their failures. Their mayors are white MP’s are white , premiers are white prime ministers are white but somehow a brown or black person working in tim horton is the root of all problems.
Identity Attack0.46028158
Insult0.24171697
Profanity0.06395709
Threat0.009566744
Severe Toxicity0.014769804
Moderate 0.37751234 Constructive 0.512 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I’d take two Indians over one Muslim
I’d take two Indians over one Muslim
Identity Attack0.46028158
Insult0.11797678
Profanity0.0913099
Threat0.13329996
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.363 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
INDIA NEED A ONE CHILD POLICY!!! can’t say it’s racist the Chinese did it to help curb world population. They helped the world!
INDIA NEED A ONE CHILD POLICY!!! can’t say it’s racist the Chinese did it to help curb world population. They helped the world!
Identity Attack0.3817989
Insult0.17361937
Profanity0.08710717
Threat0.025961896
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.397 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
no one of them study and the Government know they never study why so they give them Visas All fake and lie
no one of them study and the Government know they never study why so they give them Visas All fake and lie
Identity Attack0.04822223
Insult0.40243408
Profanity0.044417568
Threat0.008712323
Severe Toxicity0.008659363
Moderate 0.37751234 Low Con 0.158
Oct 13, 2025 IRCC Names India in Study …
About time someone brought this to attention. I live in northern bc and they are still coming. U can tell which ones are fresh. They don't know how to use a crosswalk. So damn tired …
About time someone brought this to attention. I live in northern bc and they are still coming. U can tell which ones are fresh. They don't know how to use a crosswalk. So damn tired of it. My kid is having a hard time finding work. They took all our youths jobs.
Identity Attack0.032753747
Insult0.24903896
Profanity0.40878695
Threat0.0091524795
Severe Toxicity0.01644827
Moderate 0.37751234 Constructive 0.704 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
oh wow........ (as someone who grew up in Vancouver...... aka "HongCouver" ......... you gotta come visit HONG-COUVER some day and do a video on how chinese are taking over the greater Vancouver area, NOT EVEN …
oh wow........ (as someone who grew up in Vancouver...... aka "HongCouver" ......... you gotta come visit HONG-COUVER some day and do a video on how chinese are taking over the greater Vancouver area, NOT EVEN JUST VANCOUVER CITY....... ITS EVERY SINGLE CITY within a 1-2 hour drive outside of Vancouver City................. THEY LITERALLY ARE TAKING OVER....... and I am NOTTT a racist person........ but man..... its not the same vancouver that I grew up in I tell you that, MY SON IS ONE OF ONLY 6 WHITE KIDS IN HIS ENTIRE SCHOOL (a elementary school of 400-450 kids BY THE WAY)...................... since grade 1 (he is now in grade 3) ........ HE HAS BEEN THE ONLY WHITE KID IN HIS CLASS SINCE HE STARTED GOING TO SCHOOL THERE................. AND AGAIN!!!!!!!!! NOTHING WRONG WITH CHINESE OR ASIAN PEOPLE................. I JUST CAN NOT HELP BUT WONDER THAT 15-30 YEARS FROM NOW............. IS THERE GOING TO BE ANYYYYY WHITE PEOPLE LEFT HERE????????? MY THOUGHTS ARE NO........ WHITE PEOPLE WILL BE LESS THEN 5%
Identity Attack0.38185352
Insult0.25800487
Profanity0.0887236
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.606 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
One thing I'd never understand is when Whites have invaded, colonized, pillaged entire continents they downplay it or straight up deny it, and now a few brownskins (not even making 10% of the population) are …
One thing I'd never understand is when Whites have invaded, colonized, pillaged entire continents they downplay it or straight up deny it, and now a few brownskins (not even making 10% of the population) are in their country doing their work, minding their own business and they call it invasion.
Identity Attack0.45610145
Insult0.17486192
Profanity0.1110661
Threat0.015429466
Severe Toxicity0.020644438
Moderate 0.37694603 Moderate Con 0.48 Moral_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Awe let’s try ….100,000 referees … Canadians are starving, no housing , apartment builds in Halifax , just finished @ $5000. Per Mon ..who the hell can afford … In my opinion..there will be a …
Awe let’s try ….100,000 referees … Canadians are starving, no housing , apartment builds in Halifax , just finished @ $5000. Per Mon ..who the hell can afford … In my opinion..there will be a one hell of empty apartments builds .. or lots of millionaires …OR MORE CANADIANS LIVING ON THE STREETS ..
Identity Attack0.2700233
Insult0.24630153
Profanity0.27342406
Threat0.020091362
Severe Toxicity0.021031776
Moderate 0.37694603 Moderate Con 0.434 Economic_Argument
Jan 4, 2026 New rules, regulations take effect …
The one who are destroying Canada are the ones running the govt , the TRUE criminals are the ones who voted for them. Let’s create a homeland security, deport the illegals. Let’s clean up Canada
The one who are destroying Canada are the ones running the govt , the TRUE criminals are the ones who voted for them. Let’s create a homeland security, deport the illegals. Let’s clean up Canada
Identity Attack0.32768643
Insult0.34135336
Profanity0.023789622
Threat0.079364374
Severe Toxicity0.016964722
Moderate 0.37694603 Low Con 0.176
Aug 25, 2025 Why Canadians Are Turning Against …
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and …
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and that Council Woman is pretty based too.
Identity Attack0.44690517
Insult0.16861114
Profanity0.12374964
Threat0.050098058
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.557 Identity_Assertion
Mar 1, 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)
As if the orange one is doubling down...what a mess america is!
As if the orange one is doubling down...what a mess america is!
Identity Attack0.04691285
Insult0.23594937
Profanity0.005327571
Threat0.00088328775
Severe Toxicity0.000014234589
Moderate 0.37586132 Comparative_Framing
Dec 11, 2025
They put one of their giant monkey demons in Houston , TX. Too
They put one of their giant monkey demons in Houston , TX. Too
Identity Attack0.06249457
Insult0.37279442
Profanity0.124631
Threat0.009126588
Severe Toxicity0.013414118
Moderate 0.37576625 Low Con 0.185 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Ngl indians mostly follow the rules, if someone’s law have too many loopholes to ‘migrate’ thats kinda their problem Imo they are one of the most clever and hardworking race on earth, except their numbers …
Ngl indians mostly follow the rules, if someone’s law have too many loopholes to ‘migrate’ thats kinda their problem Imo they are one of the most clever and hardworking race on earth, except their numbers are too high so u r bound to get a few rotten ones in the bunch
Identity Attack0.39773783
Insult0.27146968
Profanity0.25275812
Threat0.037530303
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.454 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Talks about getting the good ones says one pooped on the bus 😑
Talks about getting the good ones says one pooped on the bus 😑
Identity Attack0.010507392
Insult0.1640896
Profanity0.29209393
Threat0.046541955
Severe Toxicity0.019740647
Moderate 0.37576625 Low Con 0.292 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude, 12 years ago, I knew a girl who loved to screw illegal aliens, and one paid me $100 to drive him to 0 Avenue in Surrey, BC. He jumped the fence and was gone …
Dude, 12 years ago, I knew a girl who loved to screw illegal aliens, and one paid me $100 to drive him to 0 Avenue in Surrey, BC. He jumped the fence and was gone in a minute through a farmer's field. That's easy. Why pay 6K when you can do it for free? Thanks for showing the LIBERAL/NDP of Canada's third-world downfall.
Identity Attack0.2808415
Insult0.29383746
Profanity0.20483992
Threat0.10696311
Severe Toxicity0.023076924
Moderate 0.37576625 Constructive 0.55 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport. Every. Single. One. Of. Them.
Deport. Every. Single. One. Of. Them.
Identity Attack0.28034934
Insult0.09855611
Profanity0.06495911
Threat0.2836219
Severe Toxicity0.020902663
Moderate 0.37576625 Low Con 0.194 Call_To_Action
Oct 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.