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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: "Too many Indians" 425 comments · Page 6 of 17
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Identity Attack0.44690517
Insult0.36798462
Profanity0.0961592
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.39441586 Constructive 0.671 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
@21:50 khalistan is also part of the drug network franchise that uses these comtrolled and bought routes for human trafficking This will only get worse...ur present pm is a hell bent globalists whose aim is …
@21:50 khalistan is also part of the drug network franchise that uses these comtrolled and bought routes for human trafficking This will only get worse...ur present pm is a hell bent globalists whose aim is to use thirld world as a poverty driven resouurce for labour and minerpa resources for the globalist debt system.. Many compalining about indians in the west ..dint realise the globalist plan and r also as braiwnashed as the indians who r actually seaking asylum from the designed poverty corruption and pollution ..the govt programs on cleaning up rivers and the nation have all been pilfered by the corrupt polticians who r the same ones runnig npart of the drug networks from golden traiangle, india , golden crescent ,dubai , israel, rotterdam...mexico.. And they use these routes for human trafficking... All the people are caught up in between this devil and the dark deep sea.. Utube : wire manipur CM dtuglord brind asp Utube : ntt manipur CM druglord brinda asp Utube : esptein dubai Utube : epstein saudi Human and child trafficking pivots on this crypto neo caliphate aixs for decades...now they are weaponsing it to create global chaos and tension between cultures .. Utube : esptein kashoggi octopus Googlw : insight crime mexico 800 tons india precursors
Identity Attack0.37879246
Insult0.40243408
Profanity0.22889622
Threat0.063675895
Severe Toxicity0.023599008
Moderate 0.39021665 Moderate Con 0.486 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
I have many Indian friends in BC who are sick of these people representing them, they wanted to come here to LEAVE their Indian culture and behaviours behind! They’re literally embarrassed to walk around because …
I have many Indian friends in BC who are sick of these people representing them, they wanted to come here to LEAVE their Indian culture and behaviours behind! They’re literally embarrassed to walk around because of these types😭
Identity Attack0.38826546
Insult0.34548226
Profanity0.12374964
Threat0.0104988385
Severe Toxicity0.01986976
Moderate 0.39021665 Constructive 0.566 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
One thing I don’t like about Indians is they all want to be rich and don’t seem to send it back home. Thats why India is not rich and don’t even have many toilets.
One thing I don’t like about Indians is they all want to be rich and don’t seem to send it back home. Thats why India is not rich and don’t even have many toilets.
Identity Attack0.45610145
Insult0.2817503
Profanity0.11354194
Threat0.009126588
Severe Toxicity0.023076924
Moderate 0.38811707 Moderate Con 0.367 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I have been saying this for a decade it took me 10-12 years to get my citizenship the right way while I saw so many frauds get them in two years ALL INDIAN STUDENTS!!!
I have been saying this for a decade it took me 10-12 years to get my citizenship the right way while I saw so many frauds get them in two years ALL INDIAN STUDENTS!!!
Identity Attack0.38230872
Insult0.26395
Profanity0.12096943
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.38811707 Constructive 0.567 Personal_Narrative
Sep 29, 2025 17 likes IRCC Names India in Study …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons. However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places. So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up. Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Identity Attack0.316
Insult0.36798462
Profanity0.33453682
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.802 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Thank you for interviewing the older Indian immigrants. So many are pissed about the influx.
Thank you for interviewing the older Indian immigrants. So many are pissed about the influx.
Identity Attack0.39773783
Insult0.32682732
Profanity0.27139977
Threat0.00866054
Severe Toxicity0.01754573
Moderate 0.3811502 Constructive 0.643 Identity_Assertion
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
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...
Way too many Indians in Canada. The immigration system is a joke. It is not Immigration but Indianization. Time to stand out and fight back!
Way too many Indians in Canada. The immigration system is a joke. It is not Immigration but Indianization. Time to stand out and fight back!
Identity Attack0.458714
Insult0.25007802
Profanity0.028503597
Threat0.0113014765
Severe Toxicity0.015867263
Moderate 0.37955463 Low Con 0.294
Aug 29, 2025 Why Canadians Are Turning Against …
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian …
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian students in Canada, that have university degrees but they register themselves into Canadian colleges in order to work and live in Canada. It doesn’t make sense to downgrade your studies, and most probably 100% of the students from Asia in Canada they come here to stay that is the main goal. In fact indian men they get married to some rich girl then the father of the girl pays for the school and then they end up staying in the country and continue their lying and fraud lives in Canada - trust me I know them
Identity Attack0.458714
Insult0.3388922
Profanity0.08775374
Threat0.009437286
Severe Toxicity0.022193791
Moderate 0.37955463 Moderate Con 0.411
Oct 17, 2025 IRCC Names India in Study …
2:57 this is how you know a liberal leader = pure destruction of a culture and country. Even the Indians think there’s too many Indians in Canada.
2:57 this is how you know a liberal leader = pure destruction of a culture and country. Even the Indians think there’s too many Indians in Canada.
Identity Attack0.41222036
Insult0.2679134
Profanity0.036401358
Threat0.022335978
Severe Toxicity0.01412424
Moderate 0.37955463 Low Con 0.167 Policy_Critique
Jan 28, 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)
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 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...
All the Indian women seem shy and rarely show emotion unless they are at a jobsite getting paid. Must already have a prearranged marriage with another Indian before they reach their teen years. No wonder …
All the Indian women seem shy and rarely show emotion unless they are at a jobsite getting paid. Must already have a prearranged marriage with another Indian before they reach their teen years. No wonder there's so many of them , they all keep to themselves.
Identity Attack0.44690517
Insult0.2735258
Profanity0.089370176
Threat0.010291707
Severe Toxicity0.01825585
Moderate 0.37751234 Constructive 0.507
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
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 it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 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)
I can't even watch this. I live 30 mins down the road from here. Welcome to little India btw....oh I mean Canada 🇨🇦🇨🇦. We are being completely INVADED. Indian fatigue is real here. There are …
I can't even watch this. I live 30 mins down the road from here. Welcome to little India btw....oh I mean Canada 🇨🇦🇨🇦. We are being completely INVADED. Indian fatigue is real here. There are WAY WAY WAY TOO MANY!!!!!! We seriously need Trump here to shut down the borders because our soft government won't.😡😡😡👳👳👳
Identity Attack0.43256098
Insult0.23237456
Profanity0.05543986
Threat0.020609349
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.516 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣 As for the smuggler - I hope an anonymous tip was made...
Identity Attack0.31307843
Insult0.37279442
Profanity0.030890211
Threat0.009100696
Severe Toxicity0.010910034
Moderate 0.37751234 Constructive 0.661 Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
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...
WHY ARE THERE SO MANY INDIANS?
WHY ARE THERE SO MANY INDIANS?
Identity Attack0.44690517
Insult0.08831572
Profanity0.07999486
Threat0.011638066
Severe Toxicity0.023076924
Moderate 0.37694603 Low Con 0.235 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I used to defend indians whenever a fellow construction worker is on them however now I don’t bother since most of them showed deep coldness and slick behaviour like racism towards blacks, natives and Asian, …
I used to defend indians whenever a fellow construction worker is on them however now I don’t bother since most of them showed deep coldness and slick behaviour like racism towards blacks, natives and Asian, smear campaign on job sites to get other contractors fired and of course the job will most likely be handed to them. Was disgusted when realising that some of them are getting paid 13/hr. To be short, this people are terribly dreadful and malignant in so many ways just really good at hiding it. And I am also an immigrant.
Identity Attack0.3825363
Insult0.35016364
Profanity0.14225815
Threat0.029933142
Severe Toxicity0.020515325
Moderate 0.37694603 Constructive 0.615
Aug 26, 2025 Why Canadians Are Turning Against …

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.