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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: "WE DONT WANT THEM HERE! …" 123 comments · Page 4 of 5
The white farming town way of life appealed to outsiders, so now they will make it like India. This is happening because they dont want to live in their home country, white western countries appear …
The white farming town way of life appealed to outsiders, so now they will make it like India. This is happening because they dont want to live in their home country, white western countries appear safer, cleaner, and more inviting, who wouldn't want to come and live off that sweet white culture that created a community and culture that others flock to... just so they can refuse to assimilate and make that once inviting place like the place they ran from.
Identity Attack0.37879246
Insult0.097093195
Profanity0.06195303
Threat0.0104988385
Severe Toxicity0.01302678
Moderate 0.30854854 Moderate Con 0.413 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
North indians are mass migrating to our south states..they are taking over our businesses...all their family members run the businesses....so its economical for them...they dont learn our native language, they look down upon us for …
North indians are mass migrating to our south states..they are taking over our businesses...all their family members run the businesses....so its economical for them...they dont learn our native language, they look down upon us for being physically less attractive..we are dark and short....there is an internal conflict happening right now....not sure where i want to spend rest of my life....
Identity Attack0.36702603
Insult0.11978693
Profanity0.03690237
Threat0.009618527
Severe Toxicity0.013607788
Low Tox 0.29771072 Constructive 0.642
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
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...
WE DONT WANT THEM HERE! 👳🏾‍♂️🤡♿️👳🏾‍♂️
WE DONT WANT THEM HERE! 👳🏾‍♂️🤡♿️👳🏾‍♂️
Identity Attack0.10221587
Insult0.082372494
Profanity0.049678206
Threat0.020954676
Severe Toxicity0.01159668
Low Tox 0.2922276 Low Con 0.218 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I knew an indian guy from work who was convinced he was subject to racism bc he and 4 OTHER men from india went to a park at around 9pm and a lady yelled at …
I knew an indian guy from work who was convinced he was subject to racism bc he and 4 OTHER men from india went to a park at around 9pm and a lady yelled at them to shut up. ME: She prob just wanted silence my gawd. Loud speaker phones, no sense of respect for the park....like come on. Give the lady some peace. its so disrespectful... I dont recall growing up being so annoyed with noise pollution. Even speaker phones on trains WTH
Identity Attack0.27759558
Insult0.16817254
Profanity0.11354194
Threat0.011042561
Severe Toxicity0.011291504
Low Tox 0.29039988 Constructive 0.683
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be …
Its really annoying, why dont indians and anyone from different countries not try and make their own countries better, yes its sad people are born in poorer and run down countries but they shouldn't be allowed to just up and leave in the millions to any country they want too
Identity Attack0.2831485
Insult0.11616662
Profanity0.08064143
Threat0.010188141
Severe Toxicity0.0119018555
Low Tox 0.2854971 Constructive 0.515 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
It all goes back to our covermemt we have no identity and the worse part they come here an trying to change our religion. We are fed up .wats wrong of being conservative because we …
It all goes back to our covermemt we have no identity and the worse part they come here an trying to change our religion. We are fed up .wats wrong of being conservative because we dont want our country destroyed
Identity Attack0.26325142
Insult0.13064787
Profanity0.049427703
Threat0.01698343
Severe Toxicity0.009307861
Low Tox 0.28547668 Constructive 0.546 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The, 'CULTURAL ARROGANCE', of the, we can do anything we want culture. We can have as many gangs as we want, we can have as many guns as we want, we can do as many …
The, 'CULTURAL ARROGANCE', of the, we can do anything we want culture. We can have as many gangs as we want, we can have as many guns as we want, we can do as many shootings as we want, we can drive as dangerously as we want, we can do as many extortion attempt shootings as we want, we can operate our dumptrucks/oversize vehicles as recklessly as want, we can hit as many overpasses as we want, we dont have to have customer service skills, nor be able to communicate so you understand us, and on and on! "Immigration without Assimilation is an Invasion." Indians are the number one threat to our society and our safety! You say, 'Racist', I say, 'Realist.'
Identity Attack0.028886627
Insult0.15911613
Profanity0.049928714
Threat0.20938614
Severe Toxicity0.01322045
Low Tox 0.27975297 Moderate Con 0.378 Fear_Threat
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
I dont know about anywhere else in canada but ive noticed that a growing number of men lurking around playgrouds trying to lure children are east indian males in their 20's-30s. These cultures in their …
I dont know about anywhere else in canada but ive noticed that a growing number of men lurking around playgrouds trying to lure children are east indian males in their 20's-30s. These cultures in their own countries had arranged marriages where they married children and is something they are bringing to our country except we dont allow that here so we are taking in these preditors who clearly want a young child and shielding them because if we point this out were racist. And to be clear i know theres other races that are preditors canadians included . But its a scary number of them that are young imigrant males who marry children in their own country
Identity Attack0.28034934
Insult0.16795322
Profanity0.03239325
Threat0.01086132
Severe Toxicity0.010299683
Low Tox 0.27412915 Constructive 0.672 Unverified_Claim
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
I'm done being quiet too. Im not racist, I dont hate people because their skin color isnt white like mine, Im happy to have immigrants here if they are willing to integrate like the previous …
I'm done being quiet too. Im not racist, I dont hate people because their skin color isnt white like mine, Im happy to have immigrants here if they are willing to integrate like the previous generations have. We arent having kids because unlike other countries, we want to put kids first, and its irresponsible to have children when our economy is unaffordable to have them. I dont have any of that so called "white privilege" i always hear about. I grew up where I couldnt shower for days at a time, went to bed and school hungry. I'm exhausted from being labeled a terrible person when I condemn racists and the past actions, but its never good enough because im white. We have culture, Canada has culture. You just dont hear us talk about it cuz we get labeled racist for talking about it. We need to stand shoulder to shoulder if we want change in this country. I dont get why here its acceptable to come illegally, leech our resources without contributing to society and disrespect us, yet if we were to do the same its disrespectful. Well it is disrspectful. I wouldnt move to a country without learning the language, at least enough to get by, learning their culture, their values, their way of life, and ASSIMILATE like everyone has done before. NO more being quiet, no more being afraid of standing up for myself. Make Canada Great Again!
Identity Attack0.2854555
Insult0.08508729
Profanity0.11725569
Threat0.010628296
Severe Toxicity0.013349563
Low Tox 0.26859093 Constructive 0.797
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
We dont want em here
We dont want em here
Identity Attack0.1232452
Insult0.06953252
Profanity0.03840541
Threat0.020954676
Severe Toxicity0.008125305
Low Tox 0.26293078 Moderate Con 0.328 Identity_Assertion
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
13:22 he can always go back in fact, he SHOULD go back; because at some point, Canadians are gonna be fed up; and you dont want to see the most tolerant and patient people in …
13:22 he can always go back in fact, he SHOULD go back; because at some point, Canadians are gonna be fed up; and you dont want to see the most tolerant and patient people in the world get fed up cause thats when things get UGLY
Identity Attack0.10221587
Insult0.14874944
Profanity0.047173142
Threat0.010239923
Severe Toxicity0.0065994263
Low Tox 0.25462922 Moderate Con 0.479
Sep 23, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
these 'new canadians' refuse to assimilate and accept traditional canadian culture and values. anyone is free to practice their religion and practice and celebrate its cultural ancestry. canadians dont want anyone to forget or abandon …
these 'new canadians' refuse to assimilate and accept traditional canadian culture and values. anyone is free to practice their religion and practice and celebrate its cultural ancestry. canadians dont want anyone to forget or abandon its culture. my roots come from ukraine and poland. but im canadian. i work with many ukrainians that fled the war, they're labelled as 'displaced peoples (funny because theyre chritian and white), recieve no federal assistance some have even gone back to ukraine! meanwhile (conveniently 'non white' other religion) new canadians receive extensive federal assistance
Identity Attack0.25309357
Insult0.083359696
Profanity0.024131214
Threat0.008867673
Severe Toxicity0.006828308
Low Tox 0.23523538 Constructive 0.649 Identity_Assertion
Dec 20, 2025 1 likes Why Canadians Are Turning Against …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
even the people from india dont want to be in india anymore make it make sense bruh
even the people from india dont want to be in india anymore make it make sense bruh
Identity Attack0.2700233
Insult0.05027775
Profanity0.044668075
Threat0.010757755
Severe Toxicity0.0077438354
Low Tox 0.23162876 Low Con 0.143 Humor_Satire
Jan 28, 2026 11 likes Inside Canada's Indian Invasion...
Im tired of wanting to move out my apartment but i cant cuz foreigners are buying up property and jacking up rent prices. And yes i am a daughter of an immigrant. And i see …
Im tired of wanting to move out my apartment but i cant cuz foreigners are buying up property and jacking up rent prices. And yes i am a daughter of an immigrant. And i see student housing being built and the rent is cheap! My rent has gone up twice in 2 years. Nothing is available under 1300 unless you rent a room. Nobody can change my traditions because they are mine and dont affect anyone. Groceries are unreal. I dont have a car anymore. I dont have children or a partner. Social time or entertainment is this. Youtube and my 2 dogs one of which now needs a leg amputation as she has cancer in her paw. I have a gofundme but its slow. But i see other pet owners that have them and because they use their pet as their unpaid actor they have made the money needed in days. Im just offering paperwork,proof,photos,making beaded collars,to try and make more. Im trying to open my own business doing nails. But callbacks from offices are not happening. My mental health has suffered since I was 18. I am gen x. Being a minority doesnt mean i get whatever i want either.
Identity Attack0.18235919
Insult0.082866095
Profanity0.052934792
Threat0.0077802283
Severe Toxicity0.0065231323
Low Tox 0.23090743 Constructive 0.813
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The guy at 9:37 😅 Well if they dont want to suffer discrimination or racism, work, pay taxes, integrate !
The guy at 9:37 😅 Well if they dont want to suffer discrimination or racism, work, pay taxes, integrate !
Identity Attack0.09576365
Insult0.05964688
Profanity0.026180768
Threat0.010214032
Severe Toxicity0.0063323975
Low Tox 0.22846605 Low Con 0.295 Policy_Critique
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Dont blame the punjabi and Sikh community. Alot of heart warming people. When you have a corruption of Canada government Carney and his liberals. This what happens when government has no accountability. Canada wasn't like …
Dont blame the punjabi and Sikh community. Alot of heart warming people. When you have a corruption of Canada government Carney and his liberals. This what happens when government has no accountability. Canada wasn't like this before. Want change clean up this liberal government. Its liberal supporters that allow this.
Identity Attack0.11976352
Insult0.13064787
Profanity0.014771583
Threat0.007262398
Severe Toxicity0.0036239624
Low Tox 0.21107252 Constructive 0.565 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Dont worry the canada dream is dying in india we really dont want to go to canada anymore and lets see how your economy works out , we indians run your economy not canada many …
Dont worry the canada dream is dying in india we really dont want to go to canada anymore and lets see how your economy works out , we indians run your economy not canada many countries in this world.
Identity Attack0.23391083
Insult0.06442356
Profanity0.017572641
Threat0.008841781
Severe Toxicity0.005531311
Low Tox 0.21107252 Moderate Con 0.312 Identity_Assertion
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Thank you for the coverage on this issue that has been running rampant here. No one wants to speak up beacuse they dont want to be called racist
Thank you for the coverage on this issue that has been running rampant here. No one wants to speak up beacuse they dont want to be called racist
Identity Attack0.084182754
Insult0.06826523
Profanity0.032894265
Threat0.0074436385
Severe Toxicity0.004081726
Low Tox 0.19029272 Constructive 0.566 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
So I reside in Ontario, I live in a city they call the armpit of Ontario. And everytime I come to this restaurant (I dont want to say what restaurant but if u ask id …
So I reside in Ontario, I live in a city they call the armpit of Ontario. And everytime I come to this restaurant (I dont want to say what restaurant but if u ask id tell you) - I would see a lot of them coming in by groups and they wear clothes like they still live back to whatever country they are from and would sit on their chairs cross legged as other people eat their food. Every hour theres dozens of them coming and I came to think are these people even legally here. It is just crazy to me as a legal immigrant where me and my family waited for 8 years for the application process, spent hundreds of thousands of money meanwhile I see people that arent from here and not even try to assimilate to Canadian culture. It is just infuriating.
Identity Attack0.055673428
Insult0.09124154
Profanity0.05168226
Threat0.00866054
Severe Toxicity0.004634857
Low Tox 0.18269104 Constructive 0.652
Oct 1, 2025 IRCC Names India in Study …
Hindus want to live peacefully. They dont want to impose there culture tradition. Even adopt. Respect there culture participate in there culture. Hindus dont have radical ideology 😊
Hindus want to live peacefully. They dont want to impose there culture tradition. Even adopt. Respect there culture participate in there culture. Hindus dont have radical ideology 😊
Identity Attack0.20483385
Insult0.053791173
Profanity0.019758832
Threat0.007094103
Severe Toxicity0.004348755
Low Tox 0.17631748 Constructive 0.584 Solidarity
Feb 12, 2026 7 likes Inside Canada's Indian Invasion...
The Indian people are nice dont get me wrong, but the issue is there are to many of them and alot of them dont want to lwarn our language after moving here and they start …
The Indian people are nice dont get me wrong, but the issue is there are to many of them and alot of them dont want to lwarn our language after moving here and they start businesses but only hire other Indians because of the language barrier. They are also buying up all the houses and alot of them will only rent to their own making it very difficult for Canadians to find houses to rent. Even half the realtors are indian. We have no jobs left very few houses and its makkng Canadians go homeless
Identity Attack0.22707681
Insult0.037980765
Profanity0.014225035
Threat0.0069646453
Severe Toxicity0.0036811829
Low Tox 0.17025198 Constructive 0.646 Economic_Argument
Oct 9, 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.