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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: "Indians are doing to Whites, …" 485 comments · Page 17 of 20
I am an Indian and I would say Canada belongs to white people, and we should respect their social values. Canadians dont let Canada to turn into Punjab India or into any other country. Canada …
I am an Indian and I would say Canada belongs to white people, and we should respect their social values. Canadians dont let Canada to turn into Punjab India or into any other country. Canada has a great culture. Preserve your culture Preserve your identity Canadian authorities and Native Canadians must make sure that strict civic sense to be followed by every immigrant.Make English language mandatory for every immigrant. Also every brown skinned is not Indians. Many Pakistani and Bangladeshi also tag themselves as Indians. And Indians who want to turn Canada like their homeland they please come back to India if you miss so much your country why to be in foreign land.
Identity Attack0.3817989
Insult0.09563028
Profanity0.044167064
Threat0.010913103
Severe Toxicity0.01159668
Low Tox 0.29405528 Constructive 0.746 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Did you there's more Indians in just india than every single white person on earth combined?!
Did you there's more Indians in just india than every single white person on earth combined?!
Identity Attack0.36702603
Insult0.071433455
Profanity0.07126612
Threat0.009126588
Severe Toxicity0.0104522705
Low Tox 0.2922276 Low Con 0.196 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
let me tell you why as your white ancestors got new land for their people like golden rush in America from europe we indians didn't capture that but now a days look at the indian …
let me tell you why as your white ancestors got new land for their people like golden rush in America from europe we indians didn't capture that but now a days look at the indian population thats why well educated people are moving towards country like us canada australia for better lifestyle and miss their indian environment 😅
Identity Attack0.34974504
Insult0.0838533
Profanity0.036651865
Threat0.008582866
Severe Toxicity0.011291504
Low Tox 0.2922276 Constructive 0.643 Comparative_Framing
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm a white guy born in Mississauga just south of Brampton. I've been living in a tent for over two months. Youth stand near the woodlot where i live and shout "Indian go home" The …
I'm a white guy born in Mississauga just south of Brampton. I've been living in a tent for over two months. Youth stand near the woodlot where i live and shout "Indian go home" The news and researcher-academic classes tell us we didn't want to work and we were unqualified for work, and now they tell us we are racists if we even blink wrong.
Identity Attack0.34324843
Insult0.10294484
Profanity0.048425674
Threat0.010291707
Severe Toxicity0.009307861
Low Tox 0.29039988 Constructive 0.68 Personal_Narrative
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial …
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial revolution was built on back of Indian slaves paying 70 percent taxes to the crown. Canada, UK and Australia were built on this stolen money. They stole money from the Indians and they stole land from the indigenous. This video shows nothing but prejudice. People only have a problem with brown immigrants. I remember 35,000 European immigrants arrived in the city in 2021 even before the Ukraine war and no one cared. Brampton has 27% Indian people so they're clearly not a majority but they are a majorly targeted group because of this prejudice. I don't have the Canadian numbers but in the US 6% of tax comes from Indians and they're 1% of the population. You don't have to trust me you can look it up. The motives of this look racist because when you try hiring white folks the retention rate is extremely low, these past 6 months I have seen 8 employees in managerial positions who quit less than 2 weeks and it's impossible to retain them no matter what salary you offer and then when you go hire an Indian they just don't quit and work harder. But again that's an anecdote, that doesn't mean white folks don't work hard. Everyone has different experiences so stop, putting half baked stuff out on the internet and stop embarrassing yourself. You got a problem, go back to your country. Why don't you go back to jolly old England and serve the queen.
Identity Attack0.27510223
Insult0.21135417
Profanity0.028776871
Threat0.011146127
Severe Toxicity0.008888245
Low Tox 0.28674445 Constructive 0.657
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This is a Big Problem. But the problem was created by short sighted Canadian propaganda. They duped millions of vulnerable young people with false promises! People in Punjab were told by visiting, white Canadian politicians …
This is a Big Problem. But the problem was created by short sighted Canadian propaganda. They duped millions of vulnerable young people with false promises! People in Punjab were told by visiting, white Canadian politicians like Trudeau (who literally dressed up and danced all around India) that they are welcome in Canada and should sell whatever little they had in India and come here. They were poor and gullible and fell for it, and here we are! Canadian Government is FAR FAR stronger than any to-be immigrant group. Indian government pleaded with Canada to watch what kind of characters they were importing (google it)! And guess what Canada still voted for the Liberals! So who should shoulder the bulk of the blame?
Identity Attack0.2764353
Insult0.23704576
Profanity0.03715288
Threat0.009696201
Severe Toxicity0.009765625
Low Tox 0.28674445 Constructive 0.514
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
They're not Indians anymore... They're legally Canadians. They are also a part of Canada's prosperity. You're not okay with the whites being in the homeless shelters, but if it were those immigrants who have to …
They're not Indians anymore... They're legally Canadians. They are also a part of Canada's prosperity. You're not okay with the whites being in the homeless shelters, but if it were those immigrants who have to work hard after getting there to build their own life, if they went through a series of misfortune and ended up in the homeless shelters, you wouldn't ever care.
Identity Attack0.36803186
Insult0.089778624
Profanity0.03765389
Threat0.008789998
Severe Toxicity0.008773804
Low Tox 0.2855005 Constructive 0.584
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The native Indian story doesn't help your cause if you Indians from India are doing the same thing as white people did. You're not advocating for indigenous people either.
The native Indian story doesn't help your cause if you Indians from India are doing the same thing as white people did. You're not advocating for indigenous people either.
Identity Attack0.37292135
Insult0.082619295
Profanity0.030639706
Threat0.0076766624
Severe Toxicity0.008087158
Low Tox 0.2855005 Moderate Con 0.391 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Man, there are some gorgeous Indian chicks out there. Regarding the Doug Ford portion of the video, the guy who broke into an apartment in Lindsay was white.
Man, there are some gorgeous Indian chicks out there. Regarding the Doug Ford portion of the video, the guy who broke into an apartment in Lindsay was white.
Identity Attack0.33675182
Insult0.07016616
Profanity0.08064143
Threat0.018019408
Severe Toxicity0.011444092
Low Tox 0.2854903 Constructive 0.573 Meta_Commentary
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
200-300 years ago: Britishers entered Canadian Land Which was inhabited by Native Indeginous Tribes and civilizations Britishers destroyed and genocided Native civilizations, culture and their language Populated USA and Canada with their own white people …
200-300 years ago: Britishers entered Canadian Land Which was inhabited by Native Indeginous Tribes and civilizations Britishers destroyed and genocided Native civilizations, culture and their language Populated USA and Canada with their own white people Converted American and Canadian lands into English lands Both nations were established as immigrant countries Whites took over natives 40-50years ago: Indians entered Canadian and American white Land. Which was inhabited by White british and jewish people. Now are Populating USA and Canada with their own south asian people Converted American and Canadian white lands into South Asian Indian lands Both nations were established as immigrant countries Brown took over whites Whites: Day without hypocrisy is day wasted😂😂
Identity Attack0.36733335
Insult0.123407245
Profanity0.0715894
Threat0.04524883
Severe Toxicity0.014317908
Low Tox 0.2854869 Moderate Con 0.307
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I used to go to high school there 10 years ago. it used to be a very pretty place, as far as urban places go. Back then it was called an Indian ghetto too, (despite …
I used to go to high school there 10 years ago. it used to be a very pretty place, as far as urban places go. Back then it was called an Indian ghetto too, (despite the fact we still had a lot of whites and blacks in the area) but I dont dare imagine what it looks like now.
Identity Attack0.36702603
Insult0.083359696
Profanity0.11725569
Threat0.01086132
Severe Toxicity0.013736901
Low Tox 0.2854835 Constructive 0.66 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
There’s now an Indian student at my very rural school. We live in an extremely white area (with a few Asians, but not many at all). Personally, it just puts into perspective how much things …
There’s now an Indian student at my very rural school. We live in an extremely white area (with a few Asians, but not many at all). Personally, it just puts into perspective how much things are changing, in a bad way.
Identity Attack0.36702603
Insult0.0808917
Profanity0.092279755
Threat0.010058682
Severe Toxicity0.011062622
Low Tox 0.2854835 Constructive 0.553 Fear_Threat
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
you see every imigrants were not indian,hindu,sikh there are few europeans too but they're christians and white they will never get hate just like brown people and yes the influx of imigrant is huge now....canada …
you see every imigrants were not indian,hindu,sikh there are few europeans too but they're christians and white they will never get hate just like brown people and yes the influx of imigrant is huge now....canada has always welcomed imigrants and refugees now its their time to do it in a limit and moderate
Identity Attack0.36873037
Insult0.0816321
Profanity0.022218296
Threat0.008181547
Severe Toxicity0.008964539
Low Tox 0.28548008 Constructive 0.637 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
That's true about white people being a “minority”. You can see it when you take TTC, especially the subway Line 1 . Majority are Indian immigrants / international students.
That's true about white people being a “minority”. You can see it when you take TTC, especially the subway Line 1 . Majority are Indian immigrants / international students.
Identity Attack0.36702603
Insult0.0808917
Profanity0.045670103
Threat0.007586042
Severe Toxicity0.008964539
Low Tox 0.28547668 Constructive 0.501 Identity_Assertion
Dec 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I'm sick and tired of this false right wing narrative that the Trudeau Lib party let in all the Indians. I lived in Brampton until 2005 and white flight started well before that. It's been …
I'm sick and tired of this false right wing narrative that the Trudeau Lib party let in all the Indians. I lived in Brampton until 2005 and white flight started well before that. It's been called Bramledesh for longer than I can remember. Trudeau wasn't PM until 2016.
Identity Attack0.22631748
Insult0.20901857
Profanity0.02385794
Threat0.0084793
Severe Toxicity0.005607605
Low Tox 0.28547668 Constructive 0.607 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years …
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years In a apprenticeship to get my redseal these guys come work for three months at the union's an they leave start their own company it's only 150$ for a business license in Canada and than they cut my throat a job worth 80 a sheet for hang tape an paint they come an bid at 15$ a sheet! HOW CAN WE COMPETE? Anyways I just wanted to comment because I may legit just give up an self delete here rather soon :( I'm 26 btw been in the trades since 15
Identity Attack0.27759558
Insult0.15627414
Profanity0.084844165
Threat0.01254427
Severe Toxicity0.01393057
Low Tox 0.2854699 Constructive 0.71 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian …
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian or a Vietnamese person a driver's licence. They drive a car like they drive a motorcycle. Canada has rules and stuff. Red lights means stop. Signalling. Lanes. Passenger right of way. They need to learn this before the DMV gives them a pass
Identity Attack0.316
Insult0.0808917
Profanity0.033645786
Threat0.009825659
Severe Toxicity0.009536743
Low Tox 0.28312725 Constructive 0.658 Identity_Assertion
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
What would white Canadians rather have? Indian immigrants concentrated in 1 city like Brampton or them spreading into many cities with smaller segregated communities?
What would white Canadians rather have? Indian immigrants concentrated in 1 city like Brampton or them spreading into many cities with smaller segregated communities?
Identity Attack0.36702603
Insult0.06652143
Profanity0.023789622
Threat0.007922632
Severe Toxicity0.008049011
Low Tox 0.2820025 Low Con 0.299
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I am the only white person most of the time when I get on the go bus or ttc, 90% of the other people are indian. Its not diversity when its just one group of …
I am the only white person most of the time when I get on the go bus or ttc, 90% of the other people are indian. Its not diversity when its just one group of people coming here mainly
Identity Attack0.36702603
Insult0.06669625
Profanity0.09195647
Threat0.0100069
Severe Toxicity0.011367798
Low Tox 0.28087774 Constructive 0.516 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in …
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in a way
Identity Attack0.34000012
Insult0.06984934
Profanity0.10797132
Threat0.011638066
Severe Toxicity0.01121521
Low Tox 0.27975297 Moderate Con 0.461 Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Dont hate indians , hate those who came here illigally, we pay 8 times more tution fees as canadian pays , we goes and work in those places where its hard to survival in -40*c …
Dont hate indians , hate those who came here illigally, we pay 8 times more tution fees as canadian pays , we goes and work in those places where its hard to survival in -40*c temperatures . So throw those who have bad intentions it could be white, black, brown . But dont hate or taget only one community because that wont solve the problem . Try to create more jobs and make housing affordable and make canada better place to live on. Thanks
Identity Attack0.31307843
Insult0.082372494
Profanity0.028093686
Threat0.010835429
Severe Toxicity0.009841919
Low Tox 0.27975297 Constructive 0.671 Moral_Argument
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I will always stand with people who condemn indian fatigue No doubt,it's effects are making all crazy That's doesn't mean white are so good They are racist too But many of them are really good …
I will always stand with people who condemn indian fatigue No doubt,it's effects are making all crazy That's doesn't mean white are so good They are racist too But many of them are really good The white people Nice, friendly outside And other nationalities Irrespective of color and country We need such good people Who help others,show mercy If not don't cause problems to others
Identity Attack0.2823795
Insult0.15236975
Profanity0.114160895
Threat0.014048163
Severe Toxicity0.013285006
Low Tox 0.27750343 Constructive 0.776
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian …
I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? " Can you tell us the Truth please. We are very interested in learning. THANK YOU
Identity Attack0.32184324
Insult0.076819435
Profanity0.029460056
Threat0.0076507707
Severe Toxicity0.0075912476
Low Tox 0.27750343 Constructive 0.638 Question
Feb 5, 2026 Inside Canada's Indian Metropolis (Brampton)
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same …
I live in brampton, and it is actually wild. Every single business has been bought and turned indian. Go to Walmart, im.the only white guy. I have nothing against indian. I would feel the same if it was any race , including white people. There should be diversity it should just be equal. They let way to many people into canada way to easy
Identity Attack0.34000012
Insult0.06774519
Profanity0.05268429
Threat0.009592636
Severe Toxicity0.009918213
Low Tox 0.27750343 Constructive 0.591 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
They say there's no difference between white caucasian Canadians and Indians no there's a huge difference between the two races the difference of values
They say there's no difference between white caucasian Canadians and Indians no there's a huge difference between the two races the difference of values
Identity Attack0.36702603
Insult0.07333439
Profanity0.029050145
Threat0.0069646453
Severe Toxicity0.008392334
Low Tox 0.27750343 Moderate Con 0.431
Sep 19, 2025 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.