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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: "Why does no one do …" 1,743 comments · Page 22 of 70
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...
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)
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...
⚠️ 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...
its cheaper to hire indians then the locals who complain too much about money all the time , there too lazy to work at low wages , this why the locals dont the jobs any …
its cheaper to hire indians then the locals who complain too much about money all the time , there too lazy to work at low wages , this why the locals dont the jobs any more , its only indians why pay the locals full price when i can hire some one for lower price and save money at the same time ....do the math !
Identity Attack0.39870077
Insult0.3388922
Profanity0.059447967
Threat0.009463178
Severe Toxicity0.014059683
Moderate 0.37751234 Constructive 0.509
Aug 31, 2025 Why Canadians Are Turning Against …
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 …
you know why ?? i do cause there is a specific reason and company that did this linked to Lester b pearson school board and two people are charged for this 😂 and there son …
you know why ?? i do cause there is a specific reason and company that did this linked to Lester b pearson school board and two people are charged for this 😂 and there son is currently still running this scam with indian agents who lie and commit fraud and other wise lie on the application the ileds and also lie to the government about money in there bank 😂😂😂 i have more i have been trying to tell mps from coast to coast but no one will listen i have names and times and i have even know one of the indians that fled canada cause the government wanted him too and still scamming canada 😂 i have all the information if you guys are even slight curious 😂😂 😂
Identity Attack0.22935481
Insult0.3388922
Profanity0.1589207
Threat0.019573374
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.593
Nov 23, 2025 Quebec Ends Economic Immigration Program …
We’re not fed up with ALL of them! Just the ones who expect everything for nothing,freeload off the country and are lazy af, don’t know how to do their jobs properly!
We’re not fed up with ALL of them! Just the ones who expect everything for nothing,freeload off the country and are lazy af, don’t know how to do their jobs properly!
Identity Attack0.029660052
Insult0.4302003
Profanity0.075792134
Threat0.007689608
Severe Toxicity0.006713867
Moderate 0.37751234 Moderate Con 0.318
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
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’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...
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...
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...
Thanks for covering this disaster you should see the ones outside of Ontario absolute plague on society
Thanks for covering this disaster you should see the ones outside of Ontario absolute plague on society
Identity Attack0.1444726
Insult0.36798462
Profanity0.04742365
Threat0.05236103
Severe Toxicity0.014382465
Moderate 0.37751234 Moderate Con 0.386 Fear_Threat
Jan 27, 2026 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...
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 …
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 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 …
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)
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...
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
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...
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)
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...
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...

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.