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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
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)
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...
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into …
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into society at large is it eventually seeps into racism in general towards other cultures (although it’s not right towards any culture or ethnicity). Basically if you’re not white or white passing people become less inclusive or accepting, or write you off thinking you’re a foreigner (have seen this being experienced by a lot of Canadian born friends). This is all in all a reflection of the failing critical thinking skills in our society and dumbing down of our culture. If you think you’re gonna sit cushy and you’re safe because you’re not one of the indians, well you just might be next! People have lost empathy and decency. A lot of the videos posted online are exaggerated posts to garner views and engagement, but it’s not necessarily the truth.
Identity Attack0.34324843
Insult0.35677677
Profanity0.12727508
Threat0.010783645
Severe Toxicity0.01935331
Moderate 0.37751234 Constructive 0.708 Moral_Argument
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
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...
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 …
⚠️ 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...
More people need to speak up and share these videos! Sign petitions etc! This has to stop, you know how frustrating it is when people cant read or speak or understand english! Rent is more …
More people need to speak up and share these videos! Sign petitions etc! This has to stop, you know how frustrating it is when people cant read or speak or understand english! Rent is more than half of your pay. Of course everyone is in debt. We need to eat and feed our kids and pets etc it’s disgusting! I am in alberta we use to be one of the more affordable cities. Not anymore we have caught up with others rent etc is ridiculous! Also I’m sorry to stay here and be here as a new Canadian learn english speak it read it correctly or go home!! STOP LETTING PEOPLE IN FOR 1 YEAR! See what happens! #fixcanada #rentcaps #lowercosts
Identity Attack0.078392304
Insult0.40189892
Profanity0.09066332
Threat0.008311004
Severe Toxicity0.012207031
Moderate 0.37751234 Constructive 0.786
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
ALL THE RACISTS ARE ASSEMBLED HERE. IT IS ONE THING TO STAND AGAINST ILLEGALS BUT PASSING RACISTS COMMENT ALONG WITH IT IS WRONG.
ALL THE RACISTS ARE ASSEMBLED HERE. IT IS ONE THING TO STAND AGAINST ILLEGALS BUT PASSING RACISTS COMMENT ALONG WITH IT IS WRONG.
Identity Attack0.30256465
Insult0.34782293
Profanity0.03765389
Threat0.008841781
Severe Toxicity0.013091337
Moderate 0.37751234 Low Con 0.284 Moral_Argument
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
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 just wonder why white still have racial identity ? No Church or Masjid offers free food or humanitarian aid but we HINDU PARSI JAIN SIKHS and Indian Christians Jews have one one unique thing …
I just wonder why white still have racial identity ? No Church or Masjid offers free food or humanitarian aid but we HINDU PARSI JAIN SIKHS and Indian Christians Jews have one one unique thing is , treat human as human being. See history , when Indians initially landed there , they were not treated at par but we did not asked for HINDU SIKH or JAIN laws................We try to build ourselves with hardwork and keeping family roots intact. This is the reason Indians are successful migrants. Even in India , they stay in close family relations and financial transactions are done only in community to ensure that money flows within community. This is not crime but way of gaining wealth for longer properity and existence.
Identity Attack0.46028158
Insult0.24493282
Profanity0.10178173
Threat0.017674083
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.73
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
I am now a minority in Brampton. Indian s are everywhere, and they're taking all the jobs in Brampton and infact Canada. Stop Indians from taking over our Country, jobs, schools, parks, Tim Hortons, McDonald's, …
I am now a minority in Brampton. Indian s are everywhere, and they're taking all the jobs in Brampton and infact Canada. Stop Indians from taking over our Country, jobs, schools, parks, Tim Hortons, McDonald's, etc. Stop issuing student visas to Indian boys and girls. They have one agenda, stay in Canada.
Identity Attack0.48915586
Insult0.17858955
Profanity0.028230323
Threat0.010550622
Severe Toxicity0.01986976
Moderate 0.37751234 Constructive 0.562 Fear_Threat
Oct 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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...
The same whyte Canadians who are complaining about indians are the same ones who hiring them.
The same whyte Canadians who are complaining about indians are the same ones who hiring them.
Identity Attack0.46028158
Insult0.23237456
Profanity0.04792466
Threat0.008039144
Severe Toxicity0.0127685545
Moderate 0.37751234 Low Con 0.267
Aug 25, 2025 Why Canadians Are Turning Against …
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 …
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...
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 …
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...
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...
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...
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.