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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: "Lived in Brampton for years. …" 53 comments · Page 2 of 3
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and more and more liberal voters use the racism card on people who point out these issues just to make themselves feel like a good person, more and more major cities in Canada will be filled of them who either entered as an international student, or as an asylum seeker. It is not "multiculturalism" or "diversity" if there is only people from one culture coming to Canada? Where are the people from countries like Italy? Germany? Ukraine? Mexico? It is not racist to point out how in very few homes, most notably in Brampton, around 7 or more people live in one house. It is not racist to point out how these Indians need to learn to write and speak proper English. It is not racist to point out how they need to adapt to our civilized way of life here in Canada. It is not racist to point out the rise in crime done by people of Indian descent. It is not racist to point out how, coincidentally, the quality in Tim Hortons has dropped lately, when in a majority of them have workers of Indian descent, which are usually in major cities. How so? The liberal-imposed foreign worker plan, plus a little bit of corporate greed. It is not racist to point out that Indian "international students" are getting their food from food banks, which are supposed to be for the poor, and how some places of work only hire Indians, because they are run by Indians. Why is this discussion even about Indians? Because they make up HUGE majority of people coming to live in Canada. Matter of fact, this does not apply to Indians coming to Canada, but to whoever goes to live in another country. It does not take much out of you to at least adapt to the way of life in which ever country you go to. The conservative party sees this in a way that the liberals do not. Come back to this comment in another 10-20 years when the liberals are still in power. You'll see the difference.
Identity Attack0.27759558
Insult0.110259406
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.005645752
Low Tox 0.2540519 Constructive 0.705
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
See I'm conflicted now actually. So you're saying these Indian communities are providing free resources at large scales for food and hospitality that aren't being taken advantage of by the homeless and impoverished white population? …
See I'm conflicted now actually. So you're saying these Indian communities are providing free resources at large scales for food and hospitality that aren't being taken advantage of by the homeless and impoverished white population? I'm not sure where the problem starts here.. because to be quite honest the rest of the country isn't necessiraly like this. Places like Hamilton and Toronto are incredibly mixed, where I'm not sure there is a minority, and places such as Welland, st Catherine's, Niagara, Langley, are still largely white. At what point do we look at people who are choosing to live on the streets and do drugs and say they are not taking advantage of the resources and opportunities being provided to them? And Brampton has been this way, to be honest, for 20 years. At what point do we accept that this is now Brampton, and that the country offers a lot of diversity for those who would choose to not live in it.
Identity Attack0.26155844
Insult0.06858205
Profanity0.036401358
Threat0.0082074385
Severe Toxicity0.005836487
Low Tox 0.21508642 Constructive 0.819
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Your research it flawed, I live in London not to far from Brampton, I worked for Tim Hortons for 10 years and quite because the company is awful to their employees, race has nothing to …
Your research it flawed, I live in London not to far from Brampton, I worked for Tim Hortons for 10 years and quite because the company is awful to their employees, race has nothing to do with it.
Identity Attack0.060220852
Insult0.09855611
Profanity0.027547138
Threat0.006602164
Severe Toxicity0.0033569336
Low Tox 0.20335422 Constructive 0.752 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Two generations ago (50-60 years ago) the Indians who came to Canada, with no family in Canada had excellent qualifications. They had to come with jobs waiting for them in universities, engineering firms, architectural firms …
Two generations ago (50-60 years ago) the Indians who came to Canada, with no family in Canada had excellent qualifications. They had to come with jobs waiting for them in universities, engineering firms, architectural firms and hospitals. The students were Masters or Ph.D. with full scholarship. They went on to build the country but they were minorities fighting the occasional racism on the street (as the woman in the green t- shirt says). Today, as a result of Trudeau's naïveté about the level of corruption in India, there's a huge influx of relatively unqualified Indians arriving and not being able to assimilate into Canadian society because they do not have good job qualifications. They end up living in ghettos and turn to crime. We must fix that by being much more selective of Indian immigrants. As someone of the Indian diaspora, I'd also like to say that there are those Indo Canadians ("brown folks") who want nothing to do with the Brampton or Surrey ghettos. Many of us are completely secular, having no religion and share nothing with these people fighting around temples and yelling at each other in Punjabi or Hindi. We speak English and French and vote in the elections.
Identity Attack0.10221587
Insult0.089778624
Profanity0.017572641
Threat0.007197669
Severe Toxicity0.004119873
Low Tox 0.1883923 Constructive 0.806
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton, i am all for diversity but where is the diversity if everyone is Indian. I am French originally and i am in a minority of one! Let's be clear, the massive …
I live in Brampton, i am all for diversity but where is the diversity if everyone is Indian. I am French originally and i am in a minority of one! Let's be clear, the massive Indian increase in the population is due to Trudeau's immigration policy, the indians did not jump over the border as some of the comments suggest, they mostly came here legally, and this was done without broad agreement of the Canadian population as a whole. Canadian population went from being 30 million inhabitants to 40 millions in just over a decade, a massive population increase in a short time due mostly to Indian immigration with huge impact on housing , cost of housing, infrastructure, jobs, taxes, etc... The liberals have a lot to answer for the disaster which Canada has become in the last 10 years and yes they got rid off Trudeau, but they are still in power, stiffling the potential economic growth of Canada which should be a rich country instead of being a country where many people live from pay cheques to pay cheques.
Identity Attack0.17226285
Insult0.053791173
Profanity0.01982715
Threat0.0072365063
Severe Toxicity0.0044059753
Low Tox 0.165053 Constructive 0.801
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to …
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to be a proud Canadian and to be grateful for the opportunities that this country has afforded my family and I. I am a Canadian first, and Guyanese/Indian second. The issue I have with the city is that you have enclaves of ethnically homogenous people who refuse to assimilate - I once went into a Tim Hortons at Peter Robertson and Dixie, and was laughed at by the cashiers because I could not speak Hindi/Punjabi (despite being brown). There is nothing wrong with immigration - it makes the country stronger. HOWEVER, that only happens if the immigrants work to collectively advance the interests of the country and accept the rules/societal norms of the country they now call home. Instead, they find ways to circumvent/exploit the system - they are less interested on making society better, and more interested in individual advancement. I live in Professors Lake, which historically was one of the more affluent areas of the city. Now, there are several houses on my street that have essentially become boarding houses, divided into units of four with 10+ people living inside. I fully understand why white Canadians are feeling displaced, and it pains me that anti-immigrant sentiment has soured the way people look at me (despite being born in Canada).
Identity Attack0.13377325
Insult0.06285016
Profanity0.017436003
Threat0.007365964
Severe Toxicity0.004272461
Low Tox 0.15600902 Constructive 0.842 Personal_Narrative
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I grew up in Bramalea, haven't lived there in 36 years. Brampton was always heavily saturated with Indians.
I grew up in Bramalea, haven't lived there in 36 years. Brampton was always heavily saturated with Indians.
Identity Attack0.17226285
Insult0.036435258
Profanity0.050680235
Threat0.009618527
Severe Toxicity0.0065994263
Low Tox 0.15545623 Constructive 0.632 Personal_Narrative
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
I used to come to Brampton in 2008 for shopping because they had a lot of outlets then. It was already majorly South Asian/Indian then. It's probably been like this for 30 years. This isn't …
I used to come to Brampton in 2008 for shopping because they had a lot of outlets then. It was already majorly South Asian/Indian then. It's probably been like this for 30 years. This isn't new. Most of the GTA has been like this for many years. Whites were becoming a minority for the last 20 years country wide due to birth rate even before the cost of living crisis. Foreign people are more family oriented than us. A child free lifestyle is unusual for them.
Identity Attack0.1508922
Insult0.031036375
Profanity0.023106437
Threat0.0072235605
Severe Toxicity0.0039482117
Low Tox 0.1460314 Constructive 0.715 Personal_Narrative
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Hey Tyler. I live 4 hours north of Brampton. Our city has become brown town of the north. My daughter has been working since she was 15. Every summer she goes to manitoulin island and …
Hey Tyler. I live 4 hours north of Brampton. Our city has become brown town of the north. My daughter has been working since she was 15. Every summer she goes to manitoulin island and works then comes home. This year she can not find a job because all the Indians have taken the jobs. I love diversity, but this is getting out of hand. I grew up in Brampton and In 1989 my parents moved us north because they could see how Brampton was turning into what it is today. Great video
Identity Attack0.12556632
Insult0.033570543
Profanity0.02836696
Threat0.010084574
Severe Toxicity0.007019043
Low Tox 0.14429577 Constructive 0.802 Personal_Narrative
Feb 3, 2026 6 likes Inside Canada's Indian Invasion...
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue …
As a Canadian born citizen and somebody who lives only about 30 minutes from Brampton I can truly say that no Canadian is racist we're not anti-immigration anti-immigration that's not what this is the issue that Canadians currently have is that the people who come here from other countries don't adapt to our way of life and learn our culture and our values and that doesn't mean that you have to stop practicing your values or your religion all Canadians are asking for is respect for how we live in this country end the other biggest thing to that is to me extremely disrespectful if you've been here for more than three years you should be able to speak English like a Canadian and everything should be able to understand you and if you can't do that then that is just flat out disrespectful and rude because if I came to your country and after 3 years I still didn't speak your language or spoke it very poorly you would think the same thing you'd find it extremely rude so do any immigrants reading this understand we have no issue with you guys being here just adopt to our way of life our way of life and learn how to speak English
Identity Attack0.10221587
Insult0.0573046
Profanity0.021535112
Threat0.007793174
Severe Toxicity0.004386902
Low Tox 0.11912931 Constructive 0.812 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Lmao i lived in brampton for a year almost a decade ago now and immidiately knew where talking about
Lmao i lived in brampton for a year almost a decade ago now and immidiately knew where talking about
Identity Attack0.016259583
Insult0.026831545
Profanity0.110447146
Threat0.008194493
Severe Toxicity0.0060272217
Low Tox 0.115658075 Moderate Con 0.413 Personal_Narrative
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
According to India CBI CRIME BRANCH INDIA more then 789000 most wanted Khalistani in India got student visa for the last 2 years under Trudeau now living in Brampton Surrey Mississauga Malton Nova Scotia and …
According to India CBI CRIME BRANCH INDIA more then 789000 most wanted Khalistani in India got student visa for the last 2 years under Trudeau now living in Brampton Surrey Mississauga Malton Nova Scotia and across the country
Identity Attack0.09741807
Insult0.03588435
Profanity0.014464149
Threat0.007624879
Severe Toxicity0.003929138
Low Tox 0.112333365 Constructive 0.524 Unverified_Claim
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Visited Brampton for New Year's 2018. It was the closest weather I ever experienced! It was unbelievable how many Indians lived there back then!
Visited Brampton for New Year's 2018. It was the closest weather I ever experienced! It was unbelievable how many Indians lived there back then!
Identity Attack0.10221587
Insult0.026058068
Profanity0.024814399
Threat0.008116818
Severe Toxicity0.0040245056
Low Tox 0.11140333 Constructive 0.606 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least …
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least 30 years - it was built in a field in the middle of nowhere at the time. I do agree that way too many young Indian men think the area is a place to live out the Grand Thief Auto fantasies ;-)
Identity Attack0.058401883
Insult0.033570543
Profanity0.013576009
Threat0.0067316215
Severe Toxicity0.002040863
Low Tox 0.10522962 Constructive 0.794 Solidarity
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton born and bread here 🙋‍♂️. During my childhood and teenage years, Brampton was known to be one of the most ethnically diverse places in the world. It wasn’t until my university years I noticed …
Brampton born and bread here 🙋‍♂️. During my childhood and teenage years, Brampton was known to be one of the most ethnically diverse places in the world. It wasn’t until my university years I noticed an influx of people of a particular demographic in my city. Now, the majority of Bramptonians who lived in the city 10+ years ago have essentially been flushed out of our own city. I’m not opposed to immigration at all but what this group have done to the fabric and culture of Brampton is so sad. It’s moved from a city of diversity to one of homogeneity and it’s absolutely disheartening.
Identity Attack0.055218685
Insult0.036214896
Profanity0.021125201
Threat0.008013252
Severe Toxicity0.0035476685
Low Tox 0.10522962 Constructive 0.721 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Lived in Brampton 20 years ago and was bad then…can’t even imagine what it is like now…Canada is finished…and it’s by design…Liberals want to be in power forever
Lived in Brampton 20 years ago and was bad then…can’t even imagine what it is like now…Canada is finished…and it’s by design…Liberals want to be in power forever
Identity Attack0.021585498
Insult0.03511308
Profanity0.013302735
Threat0.0077154995
Severe Toxicity0.002155304
Low Tox 0.09958932 Moderate Con 0.411 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
In 20 years no one but South Asians will want to live in Brampton. Why travel 10000km to setup a city that looks and operates like the place you wanted to escape?
In 20 years no one but South Asians will want to live in Brampton. Why travel 10000km to setup a city that looks and operates like the place you wanted to escape?
Identity Attack0.06385879
Insult0.021288296
Profanity0.012926984
Threat0.0077154995
Severe Toxicity0.0023269653
Low Tox 0.09481675 Moderate Con 0.35
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I've lived in Brampton for 26 years and see it change. I think you completely missed highlighting K-extremism through this video. The same people are involved in most of the crime too.
I've lived in Brampton for 26 years and see it change. I think you completely missed highlighting K-extremism through this video. The same people are involved in most of the crime too.
Identity Attack0.01766643
Insult0.023221988
Profanity0.017299367
Threat0.008349842
Severe Toxicity0.0021076202
Low Tox 0.08320791 Constructive 0.765
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
30 + years in this city and i have seen the changes. I dont want to single out students but they are the main reason for it. Fake car insurances and expensive cars they cant …
30 + years in this city and i have seen the changes. I dont want to single out students but they are the main reason for it. Fake car insurances and expensive cars they cant afford. Results in my insurance being higher by default. Many students coming here and not studying but getting on trucks as soon as they get their license makes brampton one of if not the most city with trucking companies . Sheridan college with its low standards dooms the city. Multiculturalism is good but when people ruin that for others for their own cash grab methods makes this city extremely expensive to live in.
Identity Attack0.014048826
Insult0.033239998
Profanity0.016342908
Threat0.007249452
Severe Toxicity0.001707077
Low Tox 0.08241652 Constructive 0.644 Personal_Narrative
Nov 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I’ve been waiting for this video for literal years as someone who lives in Brampton 😭😭
I’ve been waiting for this video for literal years as someone who lives in Brampton 😭😭
Identity Attack0.010211408
Insult0.015036922
Profanity0.03239325
Threat0.009644418
Severe Toxicity0.003929138
Low Tox 0.06500591 Moderate Con 0.473 Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
Bramptons been little India for 20 plus years I personally have family that’s lived there now since the 80s
Bramptons been little India for 20 plus years I personally have family that’s lived there now since the 80s
Identity Attack0.034558404
Insult0.020063626
Profanity0.01982715
Threat0.007521313
Severe Toxicity0.0021457672
Low Tox 0.05205809 Constructive 0.524 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in …
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in the last 30 years.
Identity Attack0.014852738
Insult0.015796926
Profanity0.028503597
Threat0.00814271
Severe Toxicity0.0025367737
Low Tox 0.049336795 Constructive 0.625 Humor_Satire
Feb 18, 2026 Inside Canada's Indian Invasion...
I’ve lived in Brampton my whole life basically, if I were to show you my old class photos you can literally see the demographics changing year over year
I’ve lived in Brampton my whole life basically, if I were to show you my old class photos you can literally see the demographics changing year over year
Identity Attack0.008250522
Insult0.012034904
Profanity0.017572641
Threat0.007573096
Severe Toxicity0.0014591217
Low Tox 0.02826718 Moderate Con 0.462 Personal_Narrative
Jan 28, 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.