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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

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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: "if you think Brampton is …" 46 comments · Page 1 of 2
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a …
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a pretty big country with a lot of empty space. they set up in a small town and didn't bother anyone. that's roughly in line with canadian values. however, during that time, we've seen a lot of cuts to systems that were intended to help people born in canada and a shift in resources to help people born elsewhere coming into the country. white canadians are correct in noticing that the government has picked a side, and is shifting it's resources to helping this one group at the expense of the other, and it's had visible results that you're helpfully documenting. it's relatively clear that, whatever the merit of that initial shift in resources, it's had some unexpected effects, and that policy needs to be reevaluated. it's relatively clear who needs government resources in brampton in 2025, and the answer is not the same as it was in 1995.
Identity Attack0.41222036
Insult0.5130944
Profanity0.2847897
Threat0.011974656
Severe Toxicity0.02444411
Moderate 0.47119883 Constructive 0.647 Insult Policy_Critique
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while …
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while they laugh at us good Canadians) - The funny partt is, if we forced them out like UK is planning to do, they would crumble in a second, I grew up with indians who were born here, their families came the right way and assimilated and even THEY hate the over-immigration and pure indians coming influx.
Identity Attack0.4931391
Insult0.37960073
Profanity0.2813443
Threat0.13329996
Severe Toxicity0.048457388
Moderate 0.45090583 Constructive 0.601 Personal_Narrative
Feb 21, 2026 Inside Canada's Indian Invasion...
Imagine that it took white people over 60-years, to realize Brampton was majority populated by Indians, who’ve been in town since the 50’s!!! Only the ignorant populace of Peel thinks “Indians” just started showing-up, the …
Imagine that it took white people over 60-years, to realize Brampton was majority populated by Indians, who’ve been in town since the 50’s!!! Only the ignorant populace of Peel thinks “Indians” just started showing-up, the past few years, when they been in Peel longer than everyone else
Identity Attack0.45610145
Insult0.46327567
Profanity0.09744903
Threat0.008220384
Severe Toxicity0.017997624
Moderate 0.44393396 Moderate Con 0.343 Identity_Assertion
Dec 25, 2025 Inside Canada's Indian Metropolis (Brampton)
For all international viewers, as a Canadian please do not let this video have you thinking these people have only taken over Brampton. This plague is in EVERY city in Canada. These people are invading …
For all international viewers, as a Canadian please do not let this video have you thinking these people have only taken over Brampton. This plague is in EVERY city in Canada. These people are invading and destroying our country.
Identity Attack0.31307843
Insult0.43158367
Profanity0.051932767
Threat0.030278467
Severe Toxicity0.017868511
Moderate 0.4269174 Moderate Con 0.5 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Its not just brampton. They are fking everywhere. My walmart, costco in Brampton flooded always think im in new delhi
Its not just brampton. They are fking everywhere. My walmart, costco in Brampton flooded always think im in new delhi
Identity Attack0.06431354
Insult0.24287975
Profanity0.46460027
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.4013387 Moderate Con 0.434
Dec 26, 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...
As a Canadian born, brown resident of Brampton, it truly sucks to see the Canadian culture we all love be completed obliterated by large scale, unchecked immigration from India specifically. In the gym, grocery store …
As a Canadian born, brown resident of Brampton, it truly sucks to see the Canadian culture we all love be completed obliterated by large scale, unchecked immigration from India specifically. In the gym, grocery store and most other common spaces, people speak Punjabi, not English. Truly horrible what happened to what was once such an awesome country and the worst part of it is, nobody, no policy maker will ever face justice for the cultural destruction they have caused. Sometimes though, I think, maybe Canada and Canadians dug their own grave. They/we voted in Liberal leadership time and time and time again, even when we saw our country being destroyed, in front of our very eyes.
Identity Attack0.36702603
Insult0.34237885
Profanity0.26098207
Threat0.01101667
Severe Toxicity0.021031776
Moderate 0.37694603 Constructive 0.712 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Do you think doing cash jobs will make you rich or something? These jobs are the jobs that no one in the right mind will do. The rates are pretty low and you will be …
Do you think doing cash jobs will make you rich or something? These jobs are the jobs that no one in the right mind will do. The rates are pretty low and you will be treated like crap. People go to Brampton for cheaper rent. They start to make money usually they move out. We went to Scarborough for 3 months. Then moved to Mississauga and then to Toronto. Bought a house in Oakville and then sold that house and moved out West to Edmonton and then to Calgary. We now live in the States. So these things will happen to pretty much everyone. A few of them will stay in Brampton obviously.
Identity Attack0.020681098
Insult0.3388922
Profanity0.36099523
Threat0.009048914
Severe Toxicity0.013607788
Moderate 0.3666224 Constructive 0.691
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, …
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, Ireland, etc.? Anyway, I enjoyed the video. Brampton seems like a mini Punjab/ mini India. And driving over there is bad is true but why do the police and authorities don't do anything about it? Easy money from fines.
Identity Attack0.39870077
Insult0.25602314
Profanity0.031641733
Threat0.007547205
Severe Toxicity0.013414118
Moderate 0.3625127 Constructive 0.747 Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, …
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, which is a little Hong Kong.
Identity Attack0.40255263
Insult0.16758773
Profanity0.089370176
Threat0.020091362
Severe Toxicity0.015673593
Moderate 0.3389984 Constructive 0.632 Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Its the same everywhere in Canada! But Browntown (Brampton) is probably the worst! Even my Indian buddies think its bad!
Its the same everywhere in Canada! But Browntown (Brampton) is probably the worst! Even my Indian buddies think its bad!
Identity Attack0.32184324
Insult0.16890354
Profanity0.053435806
Threat0.0082074385
Severe Toxicity0.009307861
Moderate 0.32128486 Constructive 0.558 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to anyone and everyone, regardless of their race, sexuality, gender. We're not like the mexicans of the usa where we come here illegally.WE COME HERELEGALLY, do legal jobs, and live peacefully. Do we have our fair share of problems? Yeah, sure. But that really doesnt overcome all the good that we do not only brampton but canada as a whole. If you wanna blame anyone, blame your government for letting in so many people, not us, we are simply ppl who are seeking a better life. Im a 18 year indian canadian teenager and im sorrounded by other indian canadian teenagers as well and we're all here to do good to the country and city, we're planning on becoming lawyers engineers, doctors, etc, yet yall think that we're here to destroy the country that we ourselves keep close to our heart. this video is racist, and nothing else.
Identity Attack0.36598656
Insult0.1640896
Profanity0.04065997
Threat0.00814271
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.791 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the …
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the coin, these Indian immigrants would probably do a better job feeding our own homeless if they were aware they were welcome. Things like garbage and stuff, indians have less civil duty because their own cultural issues. But they have a sense of duty of family and community. So we need to hold our goverment responsible for not handling emmigration properly, but also if have compassion and bring these people into our communities as well, then you will feel a new sense of duty from them. Its a tough issue on both sides that our goverments are forcing us the people to deal with
Identity Attack0.2949366
Insult0.22303216
Profanity0.07999486
Threat0.007870848
Severe Toxicity0.0090789795
Low Tox 0.2854937 Constructive 0.853 Moral_Argument
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got …
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got out in 2002. Since the influx of Jeets, our insurance rates have sky rocketed, it’s impossible to get a decent job anywhere because they lie on their resume and scam the system, all while the government is giving them money. They also infect any place/city you want to go to. In 2017 it was a bad time to be in college/university, fast forward to now and how much more our government has imported, all of Ontario is doomed. Hope you went to Singh Hortons while you were here, it used to be good, now you’re lucky if you don’t get sick because of their hygienic standards. The only thing they’re good for is delivering us food when we don’t want to leave our house. The worst part is these people think they’re needed here and think they’re better than us Canadians because the government pushed them here. Useless people that infected and ruined everything we had, the jeet fatigue is real.
Identity Attack0.053399716
Insult0.24171697
Profanity0.07934829
Threat0.009307829
Severe Toxicity0.008506775
Low Tox 0.28425202 Constructive 0.564 Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should …
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should condemn other areas as well that are majority of immigrants. Vaughn area is filled with Chinese people no one makes a fuss about it. They ain't speaking english, they aint serving American junk food everywhere, yet Indians are a problem. The community has vices, but justifying xenophobia with that is awful. European descendant people came here and took over native Canadians. Can't think how it must've felt for them. That was unarguably way worse than the current immigration system. My point being its a problem against a specific community is not really being uncomfortable for the sake of the country but purely out of spite and racism. I can see the concerns but not when they stereotype every Indian.
Identity Attack0.28622448
Insult0.16868424
Profanity0.054938845
Threat0.007870848
Severe Toxicity0.007896423
Low Tox 0.26859093 Constructive 0.862
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
As someone who grew up in Brampton, I don't have much to say other than its crazy that international students think they shouldn't pay more. That's literally how its like in every other country. If …
As someone who grew up in Brampton, I don't have much to say other than its crazy that international students think they shouldn't pay more. That's literally how its like in every other country. If you don't want to pay more to study in another country, go study in your own country and immigrate later.
Identity Attack0.10699738
Insult0.17610447
Profanity0.06596114
Threat0.007624879
Severe Toxicity0.004825592
Low Tox 0.2667042 Constructive 0.654 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Metropolis (Brampton)
3:30 explained it extremely well. Theres alot of dead towns in the u.s i believe in legal immigration if those immigrants were directed to those towns i think that would be a good thing. Lets …
3:30 explained it extremely well. Theres alot of dead towns in the u.s i believe in legal immigration if those immigrants were directed to those towns i think that would be a good thing. Lets face it Brampton, ontario would probably be a dead town if not for those immigrants.
Identity Attack0.25478655
Insult0.083359696
Profanity0.02071529
Threat0.061412923
Severe Toxicity0.007972717
Low Tox 0.25915736 Constructive 0.765 Economic_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad …
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad apples in every single group in all levels and stages of life. Crime is worse from the up down.. next doc should be on the government ped stuff!!
Identity Attack0.27914262
Insult0.107333586
Profanity0.023106437
Threat0.0089712385
Severe Toxicity0.0062942505
Low Tox 0.2540519 Constructive 0.663 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I believe that there needs to be less mass migration and it needs to be more controlled. Multicultural nations historically do not remain stable, think of Yugoslavia or Austria-Hungary, it’s already been shown by how …
I believe that there needs to be less mass migration and it needs to be more controlled. Multicultural nations historically do not remain stable, think of Yugoslavia or Austria-Hungary, it’s already been shown by how Quebec doesn’t really want to be a part of Canada. I am especially against foreign cultures consolidating into one area such as Brampton or Ontario as a whole, Canada is a white country and white people should remain at least 75% of the population or else things start going downhill.
Identity Attack0.2877625
Insult0.06529768
Profanity0.028093686
Threat0.011379151
Severe Toxicity0.007858276
Low Tox 0.24763705 Constructive 0.553 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Not just Brampton, even Mississauga. Drive down Milton and you’ll see it, too. Oakville might be the only city that doesn’t have them. If you’ve read this far… yes, I am making fun of sheep …
Not just Brampton, even Mississauga. Drive down Milton and you’ll see it, too. Oakville might be the only city that doesn’t have them. If you’ve read this far… yes, I am making fun of sheep who think it’s a flex to be Canadian and signal it to the herd by mentioning the cities.
Identity Attack0.11047905
Insult0.16802633
Profanity0.024267852
Threat0.009256045
Severe Toxicity0.0050735474
Low Tox 0.2359567 Moderate Con 0.452 Humor_Satire
Feb 26, 2026 Inside Canada's Indian Invasion...
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service …
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service I contact it's just * people now. When I went to college everyone was from there. This was a regular local college that Canadian kids aspire to go to. They made up 90% of the classmates, they never showed up to class, they refused to participate in team projects, nobody failed. They did so poorly but the school charges 3x. My final year they cancelled final exams because they decided too many international students would fail. They are from the same country but they have different religions and from different cities that hate each other so they would refuse to communicate with each other. Imagine you meet someone from another province and you hate them and aren't afraid to crashout in public over it. My next door neighbors there is so many people living in the house that they live there on a schedule one group in and one group out. You would think they would be going to work NO they literally hang out all day long like a bad 90s comedy movie. In the last 10 years all of the house in my town skyrocketed in price. The people around me all bought around 2010 - 2015 for $150k - $260k and sold for around $1m 2023 - 2026. Average house price in my town has stayed at 3x what it was 10 - 15 years ago. They don't rake their leaves, they don't clean up their trash, they don't clear their snow from their driveways. Both my parents are immigrants, they came here poor had to work, had to respect the country and its laws and culture because that's what allowed Canada to be successful so they could come here. All I hear about or see now is immigrants from the one country? When I was a kid I grew up with every nationality where did everybody go?
Identity Attack0.036105253
Insult0.089778624
Profanity0.094542764
Threat0.008505191
Severe Toxicity0.00831604
Low Tox 0.23415339 Constructive 0.684 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
i am from india even i think brampton so bad. i pay 450 month for bed and there are 16 people in basement with me
i am from india even i think brampton so bad. i pay 450 month for bed and there are 16 people in basement with me
Identity Attack0.13805299
Insult0.0654725
Profanity0.07611542
Threat0.010291707
Severe Toxicity0.0064849854
Low Tox 0.23235008 Moderate Con 0.496 Personal_Narrative
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between …
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between the Indians that want to be here and want to make a life here and the ones that are running time on their tourist visas. But do not blame the entire Indian population, its inaccurate.
Identity Attack0.27340925
Insult0.056719027
Profanity0.018255826
Threat0.0072106146
Severe Toxicity0.0037193298
Low Tox 0.19893374 Constructive 0.759 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

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

Prosocial (7)

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