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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: "Why hate on the Indians …" 220 comments · Page 6 of 9
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group "Khalistan" And you did illegal things without canada police permission Then why is video title like that?? Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Identity Attack0.46050715
Insult0.32211447
Profanity0.064458095
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.529 Policy_Critique
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
This is close to Toronto. And that while area in Toronto and around it looks like Asia and India now. Tons of Afghans, Indians, Vietnamese, and Chinese. These same people Guilt trip the old Canadians …
This is close to Toronto. And that while area in Toronto and around it looks like Asia and India now. Tons of Afghans, Indians, Vietnamese, and Chinese. These same people Guilt trip the old Canadians into hating themselves and their country. They shame the Old Canadians.
Identity Attack0.46028158
Insult0.34101152
Profanity0.030639706
Threat0.0116639575
Severe Toxicity0.016254602
Moderate 0.40060925 Moderate Con 0.479 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Please do a video on the invasion of Mexicans / Hispanic into America over decades...but especially during the Biden admin; FORTY MILLION ILLEGALS, just during his 4 year fraudulent term; the Indian invasion pales in …
Please do a video on the invasion of Mexicans / Hispanic into America over decades...but especially during the Biden admin; FORTY MILLION ILLEGALS, just during his 4 year fraudulent term; the Indian invasion pales in comparison to how many Illegal Mexicans there are in the USA, totally flying under the radar, protected by a corrupt leftist media, & because they are protected by leftist towns, their city council, etc...and compromised leftist law enforcement, who also, btw, pay these ppl to gangstalk & harass, and illegally surveille, American citizens in these invaded towns. These ppl always travel in packs and gangs of people so they all support each other with money and aid in teaming up against others they hate; they believe America belongs to them & are ignorant of historical Facts & even so, do not care, and these ppl who refuse to assimilate or get legal citizenship, act entitled & present an attitude that everything here and everywhere but especially in America, is for Theirs for the taking...including white men...girls. They also have a very high rate of drug use / smuggling, early pregnancy among females, violence; gangs, etc...etc..far greater corruption & deviance than Indian culture which many of these things are mostly non-existent...at least Indians are intelligent & keep to themselves & are quiet....not that I support an all- out invasion...Attention though needs to also be on how illegal Hispanic culture, etc...has completely changed, and not for the better; the demographic & atmosphere of once peaceful, and at least once fairly educated, once nice looking American cities & towns...& they are taking all of our jobs, & then forcing applicants to learn the language of these foreign invaders, discriminating against citizens who don't speak their language; these ppl are getting massive funding in all sorts from all sorts of NGO's & elsewhere..: they are also driving far better, & more expensive vehicles than many citizens...so where is the money coming from...& they're buying up all our land, building housing for themselves, family, & for other illegals...which is, of course also corrupt & illegal...Money hungry & leftist leaning Real estate agents are just pushing these housing applicants through...no background check, nothing, and no one is investigating just that aspect alone...Many are also now copying American culture & opening up these copied businesses to monetarily capitalize on what sets Americans apart from Hispanic culture. And also...illegals are literally, violently Hunting ICE...threatening them, hurting and killing them, at the behest of other corrupt officials who invaded and took political power for a corrupt agenda; it is beyond treason. This is quite sad though for Canada...all of our towns are being deliberately RUINED BY GLOBALISM.
Identity Attack0.46028158
Insult0.34548226
Profanity0.0741757
Threat0.01750142
Severe Toxicity0.020257099
Moderate 0.39987978 Constructive 0.646 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians …
Honestly as an Indian (tamil-nadu) I genuinely don't think anything Tyler does is racist. I am an international student in canada doing hons finance and doing my cfa this sem. do I think all indians are bad.. no not at all, but the ones that push their religion on others are most definetly bad and lack at civic sense. Punjabis get a lot of hate cuz 70% of them faked their student visas and got here, same goes for any tamil and indian or any country YOU CANNOT DO SOMETHING ILLEGALY THEN DEMAND TO BE TREATED THE SAME AS A LEGAL CIVILLIAN. and then there are people with no civic sense. it is wild
Identity Attack0.4482637
Insult0.35849577
Profanity0.14490221
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.3977292 Constructive 0.751 Personal_Narrative
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
Indians were Be The Asuylum seeks but they hated
Indians were Be The Asuylum seeks but they hated
Identity Attack0.46028158
Insult0.24835461
Profanity0.19893537
Threat0.020264024
Severe Toxicity0.023076924
Moderate 0.3974717 Low Con 0.263
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense …
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense in a lot of their comments…FYI i am a white person living in Brampton. Just calling balls and strikes, no agenda for me.
Identity Attack0.3817989
Insult0.22770336
Profanity0.29456177
Threat0.077831104
Severe Toxicity0.023076924
Moderate 0.39669925 Constructive 0.723
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
At least Indian immigrants don’t hate other religions like ☪️ancer
At least Indian immigrants don’t hate other religions like ☪️ancer
Identity Attack0.43896464
Insult0.24561718
Profanity0.19524631
Threat0.011922873
Severe Toxicity0.023076924
Moderate 0.39231625 Low Con 0.256
Sep 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It's the liberals letting as many in as possible to buy votes. Here on the west coast 1/10 of them has the intelligence and work ethic not to be a total waste of space. The …
It's the liberals letting as many in as possible to buy votes. Here on the west coast 1/10 of them has the intelligence and work ethic not to be a total waste of space. The rest are absolutely restarted and useless. We have a housing crisis and we are letting over 2x more immigrants in than new houses built. I have asked many Indian coworkers and most of them get payments to help with rent. Or just reduced rent prices altogether. It takes a lot to make Canadians hate a certain race and culture ... But you done did it indians ...
Identity Attack0.293411
Insult0.40420914
Profanity0.07223598
Threat0.010369381
Severe Toxicity0.014059683
Moderate 0.3811502 Constructive 0.514 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
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)
Fun fact - there are more Chinese than Indians in 🇨🇦. But still they somehow hate us more😂
Fun fact - there are more Chinese than Indians in 🇨🇦. But still they somehow hate us more😂
Identity Attack0.46028158
Insult0.16890354
Profanity0.1352073
Threat0.0103175985
Severe Toxicity0.020127986
Moderate 0.37795907 Moderate Con 0.313
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
The Indians honestly seem like pleasant people. Yeah, they are huge in number and mass migrate, but seems like the whites are just hating for no reason
The Indians honestly seem like pleasant people. Yeah, they are huge in number and mass migrate, but seems like the whites are just hating for no reason
Identity Attack0.46028158
Insult0.18728738
Profanity0.18294942
Threat0.011223801
Severe Toxicity0.021806452
Moderate 0.37751234 Moderate Con 0.397 Identity_Assertion
Feb 1, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me …
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me just because I was different. That’s what racism looks like. So when I see videos today blaming immigrants, I know exactly how much hate that spreads. Young Indian students are dying, struggling in laundry rooms and basements, and instead of compassion we point fingers. Immigrants may need some adjustments, yes, but that’s no reason to divide or dehumanize us. Stop spreading hate — Canada is stronger when we stand together.”
Identity Attack0.4139151
Insult0.34032786
Profanity0.09034003
Threat0.030623792
Severe Toxicity0.01806218
Moderate 0.37751234 Constructive 0.754 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
⚠️ 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...
So embarrassing to see fellow Indians behaving this way. The other immigrant groups are also doing their own s&!t. This is so wrong, discourteous and the sense of entitlement is so misplaced. As human being …
So embarrassing to see fellow Indians behaving this way. The other immigrant groups are also doing their own s&!t. This is so wrong, discourteous and the sense of entitlement is so misplaced. As human being we should respect the host culture and not behave like aspiring neo-colonizers. Add value to places that you call home and become an unobtrusive part of the mosaic. Those of us who say this, face hate from our own!😢
Identity Attack0.34649673
Insult0.31740165
Profanity0.07870171
Threat0.0115345
Severe Toxicity0.014769804
Moderate 0.37576625 Constructive 0.684 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians …
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians I really respect are sikhs there honestly some of the nicest and most charismatic people I know if there’s anyone who doesn’t deserves the hate it them
Identity Attack0.2964622
Insult0.16758773
Profanity0.14930901
Threat0.032695748
Severe Toxicity0.02116089
Moderate 0.37576625 Constructive 0.725 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard in workplaces,hospitals,schools,retail,IT,manufacturing,government etc. ... Otherwise the so called mainstream bankrupt Cauca***n people dont even have money for retirement....Entitled lot dont want to work, they just want to make hateful videos and get attention. While they make such videos, Immigrants are focusing on working hard and getting ahead in life.
Identity Attack0.38176915
Insult0.3388922
Profanity0.22723788
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.37458646 Constructive 0.656
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
You are purposefully creating hate against Indians Nad using it as a business model
You are purposefully creating hate against Indians Nad using it as a business model
Identity Attack0.36598656
Insult0.16831873
Profanity0.11601777
Threat0.016120117
Severe Toxicity0.017674843
Moderate 0.37458646 Low Con 0.27 Moral_Argument
Feb 27, 2026 2 likes Inside Canada's Indian Invasion...
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, …
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, I also hate when people don’t assimilate into the country they are opportune to be part.
Identity Attack0.38445538
Insult0.16480011
Profanity0.14049543
Threat0.016120117
Severe Toxicity0.021806452
Moderate 0.37458646 Constructive 0.63 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and …
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and do daily riots and try to claim the land without even doing any progress in the country....while indians who work hard for the country they live in make it prosperous with opportunity they do philanthropy, charity still getting hate for few bad people... You people really don't deserve kindness
Identity Attack0.44690517
Insult0.24928534
Profanity0.04216301
Threat0.017156094
Severe Toxicity0.017868511
Moderate 0.3666224 Moderate Con 0.494 Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
South side of Edmonton Alberta is like this too. I hate it how indian ppl say they built Canada but like if they built Canada how come they cant build india better?
South side of Edmonton Alberta is like this too. I hate it how indian ppl say they built Canada but like if they built Canada how come they cant build india better?
Identity Attack0.44690517
Insult0.16883044
Profanity0.08807703
Threat0.008686432
Severe Toxicity0.014188796
Moderate 0.3666224 Moderate Con 0.477 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I am Indian (only ethnical not national) who got a job in Canada after doing my engineering degree from Singapore (my country). I chose Canada because it is cold, big and very unpopulated. But now …
I am Indian (only ethnical not national) who got a job in Canada after doing my engineering degree from Singapore (my country). I chose Canada because it is cold, big and very unpopulated. But now i left because too many competition and no more the peace. I hated populations.
Identity Attack0.39677486
Insult0.21836096
Profanity0.082581155
Threat0.011974656
Severe Toxicity0.014253352
Moderate 0.3666224 Constructive 0.657 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
Indians are hated everywhere, in australia its the same problem.
Indians are hated everywhere, in australia its the same problem.
Identity Attack0.4139151
Insult0.1469393
Profanity0.12639372
Threat0.012699619
Severe Toxicity0.01683561
Moderate 0.36095104 Moderate Con 0.343
Oct 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
People in Canada don’t hate Indians but it seems Indians don’t want to be Canadian they want to turn Canada into India.
People in Canada don’t hate Indians but it seems Indians don’t want to be Canadian they want to turn Canada into India.
Identity Attack0.45610145
Insult0.14512913
Profanity0.04366605
Threat0.009230154
Severe Toxicity0.01302678
Moderate 0.3389984 Moderate Con 0.339
Sep 28, 2025 2 likes Why Canadians Are Turning Against …
CAnadian here. I live in rural Nova Scotia and there are more Indians working in service jobs than "old-stock" Canadians. You cannot hate the Liberal government enough!
CAnadian here. I live in rural Nova Scotia and there are more Indians working in service jobs than "old-stock" Canadians. You cannot hate the Liberal government enough!
Identity Attack0.36733335
Insult0.21602537
Profanity0.02795705
Threat0.009023022
Severe Toxicity0.009460449
Moderate 0.3389984 Constructive 0.703 Personal_Narrative
Jan 28, 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.