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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: "Brampton has been like this …" 177 comments · Page 1 of 8
Brampton is a shit hole. I hate going to Brampton. The Indians took over everything go to the beach there shit in the sand this ruining everything they like a fasciation with rats.
Brampton is a shit hole. I hate going to Brampton. The Indians took over everything go to the beach there shit in the sand this ruining everything they like a fasciation with rats.
Identity Attack0.6649212
Insult0.72868866
Profanity0.84506536
Threat0.0475118
Severe Toxicity0.45895407
Toxic 0.91625386 Moderate Con 0.333 Identity Attack Insult Fear_Threat
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
"Why so many Punjab's here in Brampton " Punjab: "It's like home" if that isn't the biggest fuckin red flag for Canada idk wtf is. Send them ALL home!!!! Guy @ 1:58 can stay tho …
"Why so many Punjab's here in Brampton " Punjab: "It's like home" if that isn't the biggest fuckin red flag for Canada idk wtf is. Send them ALL home!!!! Guy @ 1:58 can stay tho 7:12 biggest cope ever from a half ass assimilator
Identity Attack0.46028158
Insult0.6308392
Profanity0.70864636
Threat0.13815513
Severe Toxicity0.45895407
Toxic 0.8460273 Moderate Con 0.308 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
brampton has thrash like india, r@pes like india all behind doors, corruption like india, dirty lakes like india. its already turned sh*thole like india
brampton has thrash like india, r@pes like india all behind doors, corruption like india, dirty lakes like india. its already turned sh*thole like india
Identity Attack0.7115778
Insult0.65129566
Profanity0.61633086
Threat0.061736204
Severe Toxicity0.45895407
Toxic 0.8252207 Low Con 0.151 Identity Attack Insult Identity_Assertion
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there …
Bitches be saying that people in India being surprressed , these khalistanins are brainwashed and should be imprisoned for life for ever advocating as indians or referencing themselves as indians ! 99% of people there in Brampton are less literate than 99% of the people I've met here in India North to South. (P.S khalistanins are brainwashed terrorists like many Pakistani , even bloody pakistani are better off tf (never would've said it but these people are embarassment) !- From a true indian and a punjabi.
Identity Attack0.6649212
Insult0.67735565
Profanity0.64080805
Threat0.34839883
Severe Toxicity0.45895407
Toxic 0.7761081 Moderate Con 0.498 Identity Attack Insult Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
It’s not just Brampton, our whole fuckin country is like this now. I used to live in BC for the majority of my life, all over Vancouver to Vancouver island, even the smaller communities are …
It’s not just Brampton, our whole fuckin country is like this now. I used to live in BC for the majority of my life, all over Vancouver to Vancouver island, even the smaller communities are completely being invaded. I just moved to Alberta 4 years ago and holy fuck was I in for a surprise. I’m in the greater Edmonton area in a city in the surrounding area and doesn’t matter where you go, they over populate everyone for miles. The numbers the government tell you is a fuckin lie. Those numbers are grossly under exaggerated, it’s a full on invasion. I’ve never seen anything like this in my whole life. For all you fuckin idiots who voted liberal I don’t wanna hear you bitch cause you fuckin caused this.
Identity Attack0.32476485
Insult0.47630358
Profanity0.7654259
Threat0.020264024
Severe Toxicity0.35220072
Toxic 0.72028047 Constructive 0.61 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I love how this channel doesn't give a fuck. Like promoting free cash scams while "covering" Brampton. Do surrey next😂
I love how this channel doesn't give a fuck. Like promoting free cash scams while "covering" Brampton. Do surrey next😂
Identity Attack0.060220852
Insult0.40243408
Profanity0.6919765
Threat0.014048163
Severe Toxicity0.16960317
Moderate 0.6989911 Low Con 0.299 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport …
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport trucks and they cant do the easiest jobs like take an order from fast food. Miserable quality of life and I'm not even in Brampton i feel bad for the people there.
Identity Attack0.5075293
Insult0.57566804
Profanity0.6370159
Threat0.019228047
Severe Toxicity0.23340854
Moderate 0.687436 Constructive 0.557 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Lived in Brampton in 91 I was 10 a lil next door neighbour girl like 5/6 waved at me her hairy eyed father ripped her in the house with a face full of anger and …
Lived in Brampton in 91 I was 10 a lil next door neighbour girl like 5/6 waved at me her hairy eyed father ripped her in the house with a face full of anger and then never saw her again fuck them they should die for touching there woman like that
Identity Attack0.28034934
Insult0.43296707
Profanity0.6001929
Threat0.5195707
Severe Toxicity0.35368225
Moderate 0.681338 Constructive 0.606 Threat Personal_Narrative
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
It's sad that Brampton used to be the number one place to live in Canada and now it's a shit hole. Just like the country these people came from, go back and clean up your …
It's sad that Brampton used to be the number one place to live in Canada and now it's a shit hole. Just like the country these people came from, go back and clean up your own country
Identity Attack0.49032792
Insult0.5678696
Profanity0.5365423
Threat0.012181788
Severe Toxicity0.16960317
Moderate 0.6588125 Moderate Con 0.405 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Im not canadian but indians raping other immigrants someone who isn't Canadian white. If you immigrant and not indian or white those assholes cheat, steal everything, social id to internet provider companies, full of scam. …
Im not canadian but indians raping other immigrants someone who isn't Canadian white. If you immigrant and not indian or white those assholes cheat, steal everything, social id to internet provider companies, full of scam. Fact: I can't pass driving test for to be teucker. I can't work in factories in mississauga or in Brampton. Rogers, fido, want me to pay money but I canceled inernet 10 years ago. I never take my return tax if I ask from indians, like sigma tax. I can't get diploma at the end of my graduation. I can't get job someone who is supervisor in the companies.
Identity Attack0.6106996
Insult0.58196646
Profanity0.46460027
Threat0.18597278
Severe Toxicity0.35040274
Moderate 0.6588125 Moderate Con 0.465 Identity Attack Insult
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton isn't the worst place. I am glad I don't live in shit holes like Thunder Bay or Belleville.
Brampton isn't the worst place. I am glad I don't live in shit holes like Thunder Bay or Belleville.
Identity Attack0.109318495
Insult0.47384647
Profanity0.70864636
Threat0.009437286
Severe Toxicity0.052940834
Moderate 0.6588125 Constructive 0.525 Comparative_Framing
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton, it's the Indians that drive like crap, they are always on their phones and they do not obey the street laws at all, they break red lights, stop signs they speed …
I live in Brampton, it's the Indians that drive like crap, they are always on their phones and they do not obey the street laws at all, they break red lights, stop signs they speed in the snow, they park wherever they stop wherever they do not care.
Identity Attack0.6007182
Insult0.6051471
Profanity0.47435758
Threat0.032005094
Severe Toxicity0.16960317
Moderate 0.6544696 Constructive 0.501 Identity Attack Insult Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is infested with right wing Hindutva fanatics ......terrorists, who call for burning down Sikh Gurdwaras . They are funded by India's BJP govt and by the RSS . What is most hilarious is that …
Brampton is infested with right wing Hindutva fanatics ......terrorists, who call for burning down Sikh Gurdwaras . They are funded by India's BJP govt and by the RSS . What is most hilarious is that they targeted Sikhs, and then got beaten to pulp , and cried victim .................just like their mentor and Idol , Israel !!!!!! Brampton is a RSS Hindu Right Wing ghetto
Identity Attack0.6007182
Insult0.5739874
Profanity0.29984993
Threat0.3526302
Severe Toxicity0.35368225
Moderate 0.6342749 Low Con 0.265 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like …
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like their in india, speak their own lanaguage while taking all the free benefits canada has to offer meanwhile they dont want to integrate or deal with us disgusting white people lol
Identity Attack0.61901736
Insult0.6051471
Profanity0.28249276
Threat0.01187109
Severe Toxicity0.101760045
Moderate 0.6342749 Moderate Con 0.487 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Add 3/4 of a million people of the same culture that don’t assimilate and live like they did back home, it won’t be long before they turn Brampton into the same shite pile.
Add 3/4 of a million people of the same culture that don’t assimilate and live like they did back home, it won’t be long before they turn Brampton into the same shite pile.
Identity Attack0.44690517
Insult0.5130944
Profanity0.59166485
Threat0.011560392
Severe Toxicity0.11492836
Moderate 0.6308517 Low Con 0.293 Insult Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Im a Canadian (From Scarborough) whos parents immigrated from South Asia in the 70s-80s & are proud Canadians. Anyone who is Canadian first or second generation Canadian brown people like my self & others are …
Im a Canadian (From Scarborough) whos parents immigrated from South Asia in the 70s-80s & are proud Canadians. Anyone who is Canadian first or second generation Canadian brown people like my self & others are tired of Brampton & all this immigration shit too
Identity Attack0.48949075
Insult0.48484445
Profanity0.6242122
Threat0.010680079
Severe Toxicity0.12546301
Moderate 0.6308517 Constructive 0.653
Sep 19, 2025 89 likes Inside Canada's Indian Metropolis (Brampton)
Lived in brampton most my life until 2019 when i left. Sad to see shit is like this, even though i kept hearing about this.
Lived in brampton most my life until 2019 when i left. Sad to see shit is like this, even though i kept hearing about this.
Identity Attack0.025806036
Insult0.2838064
Profanity0.7246992
Threat0.008362788
Severe Toxicity0.023552058
Moderate 0.62136006 Constructive 0.507
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The entire province of Ontario is starting to look like Brampton. I live in Guelph and I just quit my job after only 3 months because I had to keep telling my supervisor that I …
The entire province of Ontario is starting to look like Brampton. I live in Guelph and I just quit my job after only 3 months because I had to keep telling my supervisor that I didn't speak Indian!!! I'm not working another second until every Indian is deported. I am not training a terrorist to be a normal citizen. They're all saboting scumbags too. Especially the gen z Indians! They are the worst. Lazy, entitled, always on their phones and constantly wonders why white ppl work so hard. Yknow if you work hard your day will go by quicker.
Identity Attack0.5516043
Insult0.5678696
Profanity0.36230123
Threat0.04686524
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.562 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's …
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's so many Indians and Somali they vote NDP to keep their BS social programs.
Identity Attack0.44690517
Insult0.48627716
Profanity0.541926
Threat0.009566744
Severe Toxicity0.07805709
Moderate 0.57271194 Constructive 0.554 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dumbass in brampton drive like its new delhi. I saw that Canada doesn't look like Canada or the Native tribal land either.
Dumbass in brampton drive like its new delhi. I saw that Canada doesn't look like Canada or the Native tribal land either.
Identity Attack0.21470967
Insult0.6051471
Profanity0.32479182
Threat0.008634649
Severe Toxicity0.023505108
Moderate 0.5566829 Moderate Con 0.302 Insult Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
What a bunch of liars! I have lived in Canada for 25 years now and have seen Brampton grow infront of me. Brampton was place where no one wanted to go, that is why property …
What a bunch of liars! I have lived in Canada for 25 years now and have seen Brampton grow infront of me. Brampton was place where no one wanted to go, that is why property were dirt cheap. Immigrants coming from poorer countries like India settled there because of cheaper property. Brampton today is what it is, because of settler from these countries. It was never multi cultural, in fact 90% Brampton land were empty 20 years ago.
Identity Attack0.18313584
Insult0.5739874
Profanity0.07191269
Threat0.0074565844
Severe Toxicity0.013866014
Moderate 0.509388 Constructive 0.667 Insult
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.