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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Indian majority" 143 comments · Page 2 of 6
Imagine that it took white people over 60-years, to realize Brampton was majority populated by Indians, who’ve been in town since the 50’s!!! Only the ignorant populace of Peel thinks “Indians” just started showing-up, the …
Imagine that it took white people over 60-years, to realize Brampton was majority populated by Indians, who’ve been in town since the 50’s!!! Only the ignorant populace of Peel thinks “Indians” just started showing-up, the past few years, when they been in Peel longer than everyone else
Identity Attack0.45610145
Insult0.46327567
Profanity0.09744903
Threat0.008220384
Severe Toxicity0.017997624
Moderate 0.44393396 Moderate Con 0.343 Identity_Assertion
Dec 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Born and raised in Toronto and am 100% fed up with the majority of the Indian population. 90% of what I've experienced in my encounters with them is racism. 😂
Born and raised in Toronto and am 100% fed up with the majority of the Indian population. 90% of what I've experienced in my encounters with them is racism. 😂
Identity Attack0.5135796
Insult0.3126888
Profanity0.10982819
Threat0.013702838
Severe Toxicity0.023076924
Moderate 0.43720075 Constructive 0.553 Identity Attack Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
what more proof do you need that these people will not integrate into western society? Canada has to adapt to them not them to their new country? This is ridiculous. 2061 Indians become the majority …
what more proof do you need that these people will not integrate into western society? Canada has to adapt to them not them to their new country? This is ridiculous. 2061 Indians become the majority in Canada, this is a preview of what all Canada will look like. INDIA
Identity Attack0.3895355
Insult0.4378843
Profanity0.097129054
Threat0.009256045
Severe Toxicity0.015996376
Moderate 0.42985553 Moderate Con 0.302
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian students arrived in Canada as Internationals student study permit are the number one fraud scammers cheaters and enter the country. They are misusing the study permit from 2011 to up now. Majority of Indian …
Indian students arrived in Canada as Internationals student study permit are the number one fraud scammers cheaters and enter the country. They are misusing the study permit from 2011 to up now. Majority of Indian students came in Canada for study but they never reported to those colleges and disappear and there are over hundred thousand indian students are staying in Canada illegally after there study permit visa expired it means they knew what they were up to 99.9 indian students after they complete there study they never go back to india they were more interested to get Canada PR than study.
Identity Attack0.46028158
Insult0.42167732
Profanity0.087430455
Threat0.01187109
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.42
Nov 27, 2025 1 likes IRCC Names India in Study …
Like USA, get officers to get them all out of our soil. Not racism, but they need to leave, even they got official papers. Stop giving them benefit for our tax dollars. Not racism, but …
Like USA, get officers to get them all out of our soil. Not racism, but they need to leave, even they got official papers. Stop giving them benefit for our tax dollars. Not racism, but majority robberies from The blacks new immigrants. Not racism, but too many Indians, no integrity, not polite, not following our cultural and demanding us to respect them. Respect is a two- way street. Thry don't respect our traditions, they should get deported. Politicians corruption like a third world countries because those immigrants are from those countries.
Identity Attack0.49032792
Insult0.39297962
Profanity0.09583591
Threat0.08396416
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.413 Call_To_Action
Sep 13, 2025 Why Canadians Are Turning Against …
I guess white people aren't allowed to have a country of their own anymore where they can be around people that share their own culture morals and values with other Christians but yet every other …
I guess white people aren't allowed to have a country of their own anymore where they can be around people that share their own culture morals and values with other Christians but yet every other race and religion gets to have their own country that is 99.9% Indian or African or Asian or Muslim but not white people you have to open up your countries and bring people in that want to take over and push your religion and beliefs out yet if we as white people invaded a country and told them they had to change the laws and religioni to fit us that would be colonization and evil really weird how there is a double standard! They will be no countries in 50 years where white people are the majority and it will be hell on Earth for white people i mean look how racist people are to us now with us as the majority!
Identity Attack0.5135796
Insult0.27969417
Profanity0.22713706
Threat0.048481647
Severe Toxicity0.02425631
Moderate 0.4269174 Constructive 0.553 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m …
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m in Australia but the majority of the Punjabi people here are so insufferable I can’t take it. (I’m Bengali fyi) it’s not just Punjabi people tho a lot of other dialects are like that, even where I’m from. But yeah, don’t attack me it’s just my opinion.
Identity Attack0.50515443
Insult0.36798462
Profanity0.2253223
Threat0.035113025
Severe Toxicity0.030523606
Moderate 0.42349213 Constructive 0.683 Identity Attack Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Canada was a great majority white and Christian wonderful country. Indians invade and attempt to change every country they immigrate into Hindu India and their culture. Hopefully Indians will leave and return to India.
Canada was a great majority white and Christian wonderful country. Indians invade and attempt to change every country they immigrate into Hindu India and their culture. Hopefully Indians will leave and return to India.
Identity Attack0.5135796
Insult0.24767025
Profanity0.051932767
Threat0.022681303
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.444 Identity Attack Identity_Assertion
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
It will not get any better. I am a black Canadain employer with 27 employees. The vast majority of our employees are white. Indians only employ other Indians. Can you imagine if I only employ …
It will not get any better. I am a black Canadain employer with 27 employees. The vast majority of our employees are white. Indians only employ other Indians. Can you imagine if I only employ blacks.
Identity Attack0.53446084
Insult0.2469859
Profanity0.06946823
Threat0.008841781
Severe Toxicity0.018384963
Moderate 0.41690505 Constructive 0.585 Identity Attack
Aug 24, 2025 Why Canadians Are Turning Against …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Indian pls send those Indians back who say they love India,life in India was easy.I am sick of my country with no future I really want to leave India and settle in a …
As a Indian pls send those Indians back who say they love India,life in India was easy.I am sick of my country with no future I really want to leave India and settle in a place with white majority idc care about racism at this point.
Identity Attack0.46614665
Insult0.3126888
Profanity0.19401662
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.40891263 Moderate Con 0.483 Personal_Narrative
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
The government really messed up. Before Canadians were so accepting of others. Now the majority of people I know hate Indians now. Just had an Indian driver run a red this morning and almost hit …
The government really messed up. Before Canadians were so accepting of others. Now the majority of people I know hate Indians now. Just had an Indian driver run a red this morning and almost hit a mother and child... how do you not get mad and fed up with that?!
Identity Attack0.46028158
Insult0.26957804
Profanity0.075792134
Threat0.26849106
Severe Toxicity0.023076924
Moderate 0.40891263 Constructive 0.609
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
They trash their country and now they come here and do the same, they use and destroy everything true Canadian build. We Canadian are way too nice when the 40 year old "student" say he …
They trash their country and now they come here and do the same, they use and destroy everything true Canadian build. We Canadian are way too nice when the 40 year old "student" say he never had any discrimination this is part of the problem because I'm willing to bet my life that the vast majority of true Canadian can't stand them. Mark my word, hate will make a comeback for Indian and the race card will be use.
Identity Attack0.46028158
Insult0.34626248
Profanity0.06495911
Threat0.021472665
Severe Toxicity0.023076924
Moderate 0.40891263 Constructive 0.508
Oct 30, 2025 Inside Canada's Indian Metropolis (Brampton)
This video is only made to appease the whites and it is evident Whites claim Africans are slow when they themselves live in delulu that they’re natives of US and Canada😂, whites just like Indian …
This video is only made to appease the whites and it is evident Whites claim Africans are slow when they themselves live in delulu that they’re natives of US and Canada😂, whites just like Indian Africans or Chinese are immigrants the only difference is them being in majority population
Identity Attack0.50125694
Insult0.24928534
Profanity0.11725569
Threat0.010835429
Severe Toxicity0.022839356
Moderate 0.4014846 Low Con 0.22 Identity Attack Moral_Argument
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't …
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't pay taxes is also Wild. And to claim that they don't have jobs is also wild. Also the white lady who bold face declared the Brampton used to be majority White, and is now upset that it's not is very telling lol. In her own words it used to be Multicultural but it's now bicultural. The gag is when it was majority white it wasn't bicultural because to her white people are always the norm lol. I'd like more evidence into how the Indian population has not assimilated. Wearing their own cultural clothes and worshiping where they choose to does not mean you have in a simulated LOL. Giving the mic to folks to spew unchecked nonsense is wild and you should all be utterly ashamed of yourselves. Did you feature any gudwara? Those are Sikh temples that provide lunger AKA free meals to people of any background. I've gone to Vancouver and seen it filled with tons of white and black who but looking for a meal and they were not turned away.
Identity Attack0.34000012
Insult0.40243408
Profanity0.12096943
Threat0.011379151
Severe Toxicity0.020257099
Moderate 0.4013387 Constructive 0.678
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why wouldn’t they be there. Their country is filth through the majority cause their institution has failed miserably with keeping up with the infrastructure as a whole , they are born into overpopulation out performing …
Why wouldn’t they be there. Their country is filth through the majority cause their institution has failed miserably with keeping up with the infrastructure as a whole , they are born into overpopulation out performing their systems capability to keep up and or invest in which is at Lack!, also India has the Cast system which most of these Indians are considered lower class in their homeland, so the opportunities abroad come considerably easier, am I right? I don’t know but I’m right to think so, But hey they move abroad but still live within they can’t escape them selves.
Identity Attack0.40713623
Insult0.39297962
Profanity0.27005023
Threat0.012906751
Severe Toxicity0.023106033
Moderate 0.40060925 Constructive 0.556
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
So Indians pull the majority of the tax burden and these rednecks reap the rewards eh!? Then they want Indians to "assimilate" 😂😂 keep dreaming...can govt is smart
So Indians pull the majority of the tax burden and these rednecks reap the rewards eh!? Then they want Indians to "assimilate" 😂😂 keep dreaming...can govt is smart
Identity Attack0.4508763
Insult0.36021477
Profanity0.11168506
Threat0.009825659
Severe Toxicity0.022322904
Moderate 0.39987978 Low Con 0.189
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Your enemy isn't the brown people. It's the 1% that brought in millions to suppress wages. A lot of these Indians are victims. They have come here with massive debt. They'll be in debt for …
Your enemy isn't the brown people. It's the 1% that brought in millions to suppress wages. A lot of these Indians are victims. They have come here with massive debt. They'll be in debt for the rest of their lives. A certain class of people wanted tax revenue from all these immigrants, wanted rents to keep going up and wanted home prices to climb during a global pandemic. The majority of the Indians are not criminals. But yea, racists gonna racist
Identity Attack0.44690517
Insult0.29383746
Profanity0.09324962
Threat0.019228047
Severe Toxicity0.017029278
Moderate 0.3972142 Constructive 0.603 Moral_Argument
Oct 2, 2025 IRCC Names India in Study …
In India, caste atrocities show that the so-called “Savarna” identity is nothing but Hindu apartheid, as brutal as white supremacy in America. When a Dalit child in Rajasthan is beaten to death for touching a …
In India, caste atrocities show that the so-called “Savarna” identity is nothing but Hindu apartheid, as brutal as white supremacy in America. When a Dalit child in Rajasthan is beaten to death for touching a water pot (2023), when a young woman in Hathras is raped and cremated in secrecy (2020), when Dalits in Gujarat are flogged for skinning a dead cow (2016), or when a man in Madhya Pradesh is forced to drink urine (2021), it is the same logic as lynching of Black people in the U.S. during Jim Crow. NCRB records 50,000+ caste crimes every year, with conviction rates under 30%, proving that the system protects the oppressor. Just as white supremacists called themselves “pure whites,” Indian upper castes glorify the label “Savarna,” hiding behind a false purity that is built on humiliation, violence, and exclusion of the majority.
Identity Attack0.4774257
Insult0.36798462
Profanity0.257327
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.3969567 Constructive 0.513 Comparative_Framing
Sep 14, 2025 Why Canadians Are Turning Against …
I would rather live in Indian majority city than in Muslim majority city. At least Indians are A LOT better than integrating into the societies they are moving to. Have you heard of any Hindu …
I would rather live in Indian majority city than in Muslim majority city. At least Indians are A LOT better than integrating into the societies they are moving to. Have you heard of any Hindu terrorist attacks in Europe, USA or Canada?
Identity Attack0.4887047
Insult0.16861114
Profanity0.03915693
Threat0.025616571
Severe Toxicity0.018578632
Moderate 0.37795907 Constructive 0.54 Comparative_Framing
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
⚠️ 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...
Poor Canada should they go Indian najority or muslim majority
Poor Canada should they go Indian najority or muslim majority
Identity Attack0.46028158
Insult0.17361937
Profanity0.037904397
Threat0.012026439
Severe Toxicity0.017158391
Moderate 0.37751234 Low Con 0.199 Identity_Assertion
Nov 20, 2025 Why Canadians Are Turning Against …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
How ironic the European immigrants crying over Indian immigrants. Your people snatched the land for our Native community. Our resources, our culture, our language got wiped out because of you people. It's strange being in …
How ironic the European immigrants crying over Indian immigrants. Your people snatched the land for our Native community. Our resources, our culture, our language got wiped out because of you people. It's strange being in majority and yet ranting over immigrants. Karma follows everywhere 😄😄
Identity Attack0.41975367
Insult0.2469859
Profanity0.04892669
Threat0.010964886
Severe Toxicity0.017610285
Moderate 0.37576625 Constructive 0.507 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I like majority of Indian ppl. I don't like criminals and scammers and violent crazies regardless of the race.
I like majority of Indian ppl. I don't like criminals and scammers and violent crazies regardless of the race.
Identity Attack0.36702603
Insult0.36798462
Profanity0.2366394
Threat0.025789235
Severe Toxicity0.020257099
Moderate 0.37458646 Constructive 0.515 Moral_Argument
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.