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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: "Most of Indians who call …" 187 comments · Page 4 of 8
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 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)
And if you go to ask them, they all will not like you be called “Indians”. They’re Khalist*nis. One who betrayed their own country and messing up the other. As an Indian, we’re happy that …
And if you go to ask them, they all will not like you be called “Indians”. They’re Khalist*nis. One who betrayed their own country and messing up the other. As an Indian, we’re happy that the load has shifted. Because they don’t have basic civil sense.
Identity Attack0.46028158
Insult0.34782293
Profanity0.11601777
Threat0.016465442
Severe Toxicity0.023076924
Moderate 0.39644176 Moderate Con 0.4 Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
The whole country is now flooded with India 🇮🇳 yet no one is calling this out. We’ve been invaded by millions of Indians yet no one sees this as a national travesty
The whole country is now flooded with India 🇮🇳 yet no one is calling this out. We’ve been invaded by millions of Indians yet no one sees this as a national travesty
Identity Attack0.44690517
Insult0.21836096
Profanity0.19155724
Threat0.038220957
Severe Toxicity0.02383376
Moderate 0.39231625 Low Con 0.274 Fear_Threat
Sep 29, 2025 2 likes IRCC Names India in Study …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any job in Canada than in India. India work market is saturated because of the population and wages are low. The Canadian government use them because they pay triple for schooling that's it. These Indians are racist and don't accept other cultures. They stick to themselves and are on video calls with each other every second of the day including while they're driving and working. Its creating a huge problem in the job market especially getting any minimum wage job. I hope they would go back because they're doing so much damage
Identity Attack0.46028158
Insult0.34237885
Profanity0.07514556
Threat0.00967031
Severe Toxicity0.01825585
Moderate 0.38811707 Constructive 0.617 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
These turban dudes don't even consider themselves Indian. Apparently, they come from a place called Sikhistan.
These turban dudes don't even consider themselves Indian. Apparently, they come from a place called Sikhistan.
Identity Attack0.458714
Insult0.2735258
Profanity0.14930901
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.3811502 Low Con 0.182 Identity_Assertion
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
As an Indian, I feel so bad for Australia, Canada, New Zealand. The psychology of our people is : - lack of realisation of anyone's pain - zero tolerance to dissent - pretend to love …
As an Indian, I feel so bad for Australia, Canada, New Zealand. The psychology of our people is : - lack of realisation of anyone's pain - zero tolerance to dissent - pretend to love others as long as you not call them out and if you do, all these angelic demeanor falls off, they come for you, your family, everyone. - complete respect for the countries they inhabit seeking absolute dominance and control. - then turn the country into sh.... then make their kids move to other countries to encroach and change demographics. Japanese, if you're reading this, don't tell us that the liberal left-wing Indians didn't warn you!!
Identity Attack0.32476485
Insult0.34314156
Profanity0.36230123
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.563 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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 don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Call it what it is, it's not immigrants. It's Indian people period. They are everywhere dumping their 1.5 billion people around the world.
Call it what it is, it's not immigrants. It's Indian people period. They are everywhere dumping their 1.5 billion people around the world.
Identity Attack0.458714
Insult0.21135417
Profanity0.07126612
Threat0.014048163
Severe Toxicity0.019095084
Moderate 0.37751234 Low Con 0.246
Sep 21, 2025 24 likes Inside Canada's Indian Metropolis (Brampton)
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...
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 …
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)
Don't call them "Pakis", call them Indians. Pakistanis don't flock into places this way, These guys simply don't want to live in India.
Don't call them "Pakis", call them Indians. Pakistanis don't flock into places this way, These guys simply don't want to live in India.
Identity Attack0.46028158
Insult0.16890354
Profanity0.10920923
Threat0.016810767
Severe Toxicity0.01896597
Moderate 0.37340668 Moderate Con 0.339 Identity_Assertion
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You are not wrong. I work for a truck rental company and every call we get from Canada is an Indian - very heavy accents. Very rude too.
You are not wrong. I work for a truck rental company and every call we get from Canada is an Indian - very heavy accents. Very rude too.
Identity Attack0.3857254
Insult0.31740165
Profanity0.030138692
Threat0.007314181
Severe Toxicity0.010147095
Moderate 0.3722269 Constructive 0.657 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's called brown town for a reason. LIsten to the racism. It used to be a no color town she says. A Canadian Karen. They are people from India. How dare you address people BY …
It's called brown town for a reason. LIsten to the racism. It used to be a no color town she says. A Canadian Karen. They are people from India. How dare you address people BY THE COLOR OF THEIR SKIN? Sorry, you weren't economically successful or supportive as the Sikhs and other Indians are. That's how it is demographic change. At least they aren't stealing and murdering others like the other humans
Identity Attack0.40158966
Insult0.25602314
Profanity0.044417568
Threat0.06658544
Severe Toxicity0.01896597
Moderate 0.3722269 Constructive 0.508 Identity_Assertion
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
They are not indians, most of them is wanted terrios*, indian govt will be happy to take them back, only 10% is genuine immigrant, rest belong to terriost organization called Khalista* which is openly supported …
They are not indians, most of them is wanted terrios*, indian govt will be happy to take them back, only 10% is genuine immigrant, rest belong to terriost organization called Khalista* which is openly supported by Canadian Government
Identity Attack0.43896464
Insult0.24928534
Profanity0.06044999
Threat0.012492486
Severe Toxicity0.019611536
Moderate 0.36867723 Moderate Con 0.303
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
What a funking irony - this Rempel garner women was in India’s lap in conservative leadership race. She was with Patrick Brown and Indians told to her to quit. She ‘left’ politics to focus on …
What a funking irony - this Rempel garner women was in India’s lap in conservative leadership race. She was with Patrick Brown and Indians told to her to quit. She ‘left’ politics to focus on her personal life and came back as soon as Indians succeeded to put Piere as a leader instead of Patrick. Later bunch of material, testimonies came out about she being on a zoom call and Indians saying they don’t like she is running Patrick brown’s campaign. Foreign interference report exposed her pretty good but I guess canadians really are blind to the fact that while they are taking out their anger on immigrants their country is compromised and sold put by their own trusted politicians and that too, to a third world country like India!
Identity Attack0.27171627
Insult0.31740165
Profanity0.33453682
Threat0.013010317
Severe Toxicity0.021548226
Moderate 0.36095104 Moderate Con 0.499
Sep 30, 2025 IRCC Names India in Study …
Its called racial nepotism & Brampton Indians are practising it.
Its called racial nepotism & Brampton Indians are practising it.
Identity Attack0.39207554
Insult0.21836096
Profanity0.05268429
Threat0.010421164
Severe Toxicity0.015221698
Moderate 0.3561489 Low Con 0.201 Unverified_Claim
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how …
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how can you call them Indian? If you don’t make these types of videos. I’m sorry to say but canada will change into punjab. But next time make sure you call them by who they are “khalistani” and as an Indian pressure your government to send them back!
Identity Attack0.42615733
Insult0.18977246
Profanity0.040409464
Threat0.038220957
Severe Toxicity0.018836858
Moderate 0.35186127 Moderate Con 0.495 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
should look into maid and how it is the 4th leading cause of death in canada....and 97% of the recipients are white canadians. seems like they arent offering it to the massive influxes of indian …
should look into maid and how it is the 4th leading cause of death in canada....and 97% of the recipients are white canadians. seems like they arent offering it to the massive influxes of indian or chinese immigrants. would be very interesting to see who is pushing maid the hardest, and what ethnicity those doctors / care practitioners are. call me crazy but seems a bit like institutionalized genocide.
Identity Attack0.36873037
Insult0.26957804
Profanity0.05393682
Threat0.04880493
Severe Toxicity0.012703998
Moderate 0.35186127 Constructive 0.506 Unverified_Claim
Feb 28, 2026 Inside Canada's Indian Invasion...
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting …
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting turned down when I hand out resumes, because I'm white and I was born in Canada its bad they're taking all the student jobs and then buying the businesses where students are working and then firing the students i'm no longer in school, so it's even harder to find a job. It's gotten to the point where if you want a job you need to work for yourself. They're even taking jobs in the trades so now people are having to work for themselves under-the-table and launder their money the average median income in Canada is anywhere from $45000 to $50000 a year the average house costs $673,335 the average household only makes $80000 a year i used to dream about having my own home and starting a family now I just hope I can find an apartment for less than $2000 a month that isn't owned by a slum Lord living in Toronto that's bought the property without ever even being to Smiths Falls a day in their life.
Identity Attack0.39461556
Insult0.23704576
Profanity0.098067984
Threat0.030278467
Severe Toxicity0.016190045
Moderate 0.3389984 Constructive 0.675 Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
There should be a term for this type of reporting "Indophobia" or specifically should we call "Hinduphobia" .....take your camera towards the mosque of a Pakistani neighborhood and you will suddenly realize Indians are much …
There should be a term for this type of reporting "Indophobia" or specifically should we call "Hinduphobia" .....take your camera towards the mosque of a Pakistani neighborhood and you will suddenly realize Indians are much better for a citizen.
Identity Attack0.41052565
Insult0.16795322
Profanity0.05168226
Threat0.012803185
Severe Toxicity0.015609037
Moderate 0.3389984 Moderate Con 0.412 Policy_Critique
Nov 2, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.