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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: "when you want to live …" 291 comments · Page 4 of 12
I am living in a tourist town in East Kootenay, British Columbia. They are coming, they own now gas stations, pizza chains, restaurants with a Canadian tradition fasade, Tim Hortons, McDonalds, they drive like nuts, …
I am living in a tourist town in East Kootenay, British Columbia. They are coming, they own now gas stations, pizza chains, restaurants with a Canadian tradition fasade, Tim Hortons, McDonalds, they drive like nuts, they are arrogant and males are disrespectful. Sad, very sad, Invermere is slowly becoming Punjabmere. At 4:03 "...we live by our own rules, they don't learn, I don't learn..." crystal clear, they are detached from Canadian culture and want us to integrate to their culture.
Identity Attack0.36702603
Insult0.45758462
Profanity0.072882555
Threat0.008026198
Severe Toxicity0.01825585
Moderate 0.41445592 Constructive 0.615 Identity_Assertion
Sep 30, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
i dont want to live in india thanks truedo what happen to moltyculturel
i dont want to live in india thanks truedo what happen to moltyculturel
Identity Attack0.48915586
Insult0.15911613
Profanity0.11292298
Threat0.058826666
Severe Toxicity0.02383376
Moderate 0.40336934 Moderate Con 0.323
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are …
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are targeted as racists. I was fired from a government contract for catching corruption. They litter a ton - never had litter across canada so bad. It is destroying our cities they live like it is a slum when the concentrate in specific neighborhoods. Right now we have about 2 million illegal students who came on a student visa - but stayed after the expiry. Many took over the smaller trucking businesses and fast food franchises - those 2 industries became SO CORRUPT! They don't get car insurance - I know several people who got hit in Alberta - NO COVERAGE and no accountability. 75% of Canadians want them gone!...every industry they get involved in in large numbers gets corrupted and becomes problematic, because it is just part of their culture/way of life.
Identity Attack0.46028158
Insult0.36798462
Profanity0.07934829
Threat0.122295745
Severe Toxicity0.023076924
Moderate 0.40336934 Constructive 0.675 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
This is where islam comes in, the influx of immigrants Pakistani islamic, Bangladesh islamic, sri lanka islamic, Afghanistan islamic etc, and their families are large here in canada. Yet no one wants to integrate, they …
This is where islam comes in, the influx of immigrants Pakistani islamic, Bangladesh islamic, sri lanka islamic, Afghanistan islamic etc, and their families are large here in canada. Yet no one wants to integrate, they live in their niches.
Identity Attack0.5075293
Insult0.25800487
Profanity0.044417568
Threat0.009281937
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.446 Identity Attack
Aug 26, 2025 Why Canadians Are Turning Against …
I wonder why some people cry about being a minority and wondering why there are so many immigrants. 1. Immigrants are here to pay for your old age benefits. 2. The whites are a minority …
I wonder why some people cry about being a minority and wondering why there are so many immigrants. 1. Immigrants are here to pay for your old age benefits. 2. The whites are a minority because of a non-existent family value. 90% come from divorced parents or parents who never married. They also are barely interested in taking the responsibility of having children. A generation that turned away from God and wonder why they are getting extinct! It is also pathetic to see a lot of new immigrants not wanting to keep the city clean and carry on some of the good practices of the people who lived here before.
Identity Attack0.44690517
Insult0.40243408
Profanity0.13344458
Threat0.009722093
Severe Toxicity0.020127986
Moderate 0.4014846 Constructive 0.54 Moral_Argument
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
My grandfather fought in wwII. It's sad but I'm so happy he is not here to see what has become of this country he fought and risked his life for. Its so pathetic . I've …
My grandfather fought in wwII. It's sad but I'm so happy he is not here to see what has become of this country he fought and risked his life for. Its so pathetic . I've always been proud to be Canadian now I want to get out of this country and live elsewhere. I feel my grandfather left his family risked his life for Canadians to be living in encampments while we continue to allow more immigrants into this country that do not respect it. Not only can we not find housing and are living in tents. It's funny but I don't see any immigrants living in tents. Where can I vote to be the 51st state. Sign me up
Identity Attack0.23770751
Insult0.44126466
Profanity0.0816113
Threat0.009281937
Severe Toxicity0.012703998
Moderate 0.39842087 Constructive 0.695 Personal_Narrative
Aug 30, 2025 7 likes Why Canadians Are Turning Against …
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the …
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the bus, or it's just so crowded and smells so horrible they get on and then walk right off again. I've seen people in tears over it. Increasing taxes to pay for the things this school has abused is a load of BS....and worse, They're spreading like a virus. Situated themselves into Guelph - plans for Milton. And they want to flood each city with immigrants and call themselves a school. It's fraud. greed. and corruption. Go there. you'll see.
Identity Attack0.2127345
Insult0.41530323
Profanity0.16915557
Threat0.010576514
Severe Toxicity0.019224197
Moderate 0.3974717 Constructive 0.52
Oct 10, 2025 IRCC Names India in Study …
Your enemy isn't the brown people. It's the 1% that brought in millions to suppress wages. A lot of these Indians are victims. They have come here with massive debt. They'll be in debt for …
Your enemy isn't the brown people. It's the 1% that brought in millions to suppress wages. A lot of these Indians are victims. They have come here with massive debt. They'll be in debt for the rest of their lives. A certain class of people wanted tax revenue from all these immigrants, wanted rents to keep going up and wanted home prices to climb during a global pandemic. The majority of the Indians are not criminals. But yea, racists gonna racist
Identity Attack0.44690517
Insult0.29383746
Profanity0.09324962
Threat0.019228047
Severe Toxicity0.017029278
Moderate 0.3972142 Constructive 0.603 Moral_Argument
Oct 2, 2025 IRCC Names India in Study …
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people …
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people work in every fast food joint ther is cause the owners can pay them minimum wage and they don’t cry about it most don’t act like ther in Canada they should adapt our culture not Thers dress like us young people have no we’re to find a job I see cars with punjab on them all over the place how about a Canada flag and some of our clothes I have my room me and my dog I can’t afford to live and cpp cuts me I’m in the lowest bracket ther is so this month I might be homeless they come here get everything I’m 67and I don’t have a pot to piss in o have medical problems and shouldn’t work but I’ve thought of going back to work the cost of living they take m PPP net from me cause they don’t care about us old people I need 7 cases of insure ninth cause I’ve lost to much Weight and now they want a hundred dollar bill for my drug plan a deductable I don’t get it also I’ll be homeless in sept 16 living in a room I won’t be able to find a room I m not a punjab put a Canadian flag on no car not punjab they come here to go to scool work 2 or 3 jobs to bring the rest of ther people here it’s a fact if you want to live here dress and t talk like us why did u leave if you want that culture leave it were you came from exactly leave it at the door
Identity Attack0.2308735
Insult0.4378843
Profanity0.07676199
Threat0.008789998
Severe Toxicity0.013607788
Moderate 0.3972142 Constructive 0.612 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to …
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to just make things worse India is better without them
Identity Attack0.46028158
Insult0.34135336
Profanity0.17864552
Threat0.091630474
Severe Toxicity0.02604016
Moderate 0.39669925 Moderate Con 0.409 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Hard truth. White people became spoiled with their lives. So many would rather live and burn through their desires in their youth than bother with getting married and having children. The drugged and homeless are …
Hard truth. White people became spoiled with their lives. So many would rather live and burn through their desires in their youth than bother with getting married and having children. The drugged and homeless are generally not immigrants but white Canadians, why? Brown families revere family, communal bonds, and dedication/loyal to kin. Will work hard, will be resourceful and they will network very efficiently amongst themselves, whereas Tim, Doug, and Mike from Canada want to drink, frolic, live out their s3xual desires and the few children born to such people end up like these or worse. Short answer, Canada needs taxpayers, Canadians need to have large families again and start having children, which also means taking marriage seriously again and perhaps becoming more religious. The decay of the western man is primarily due to the vices of feminism and liberalism which are horrible and dangerous ideologies, coupled with corrupt politicians and economic turmoil and atheistic mindset. The governments need workers, taxpayers etc and white Canadains are drowing in privledge
Identity Attack0.46028158
Insult0.29383746
Profanity0.10116278
Threat0.028206514
Severe Toxicity0.023076924
Moderate 0.39669925 Moderate Con 0.495 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
If I were to say I want to live around white people that would be considered racist. And yet here’s Brampton where Indians come to Canada to make an Indian community.
If I were to say I want to live around white people that would be considered racist. And yet here’s Brampton where Indians come to Canada to make an Indian community.
Identity Attack0.46050715
Insult0.24424846
Profanity0.07047026
Threat0.009126588
Severe Toxicity0.016060932
Moderate 0.39441586 Moderate Con 0.426
Nov 27, 2025 Inside Canada's Indian Metropolis (Brampton)
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are …
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are evil from the teachers and the brown students of which outnumber you 20/1 take that mileage and run with it. Many employers and landlords will not even give you a chance unless you are of their faith or from their home region in india or pakistan, and if you are black or white than you shouldnt even bother trying… aint gonna happen. There is a massive entitlement from the younger Sikhs who actively want to see the country become more closer to the punjab with Brampton being the new Lahore. Street violence rarely gets brought up anymore because it is so frequent so media only jumps on it if they got nothing else to use. The majority of gangs are in Bramalea south of Kennedy. This isnt just circumstances because “they have it so hard here boohoo”. The Tamel people that live in Brampton come from India and Sri Lanka. Many fled due to the tigers and because India has been trying to destroy their culture for a long while. You wont find Tamel who has lived in Canada more than a year in a gang, or with a thick as lard accent, or speaking their previous language in public. They are good people, very respectful.
Identity Attack0.44690517
Insult0.3388922
Profanity0.17101645
Threat0.025961896
Severe Toxicity0.022710243
Moderate 0.38601747 Constructive 0.663 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians turning against Indians because they have government preferences, taking over housing and jobs in every type of business. They are changing the face of Canada and forcing us into CanIndia. Canadians do not want …
Canadians turning against Indians because they have government preferences, taking over housing and jobs in every type of business. They are changing the face of Canada and forcing us into CanIndia. Canadians do not want to be forced to live the lifestyle they left behind in India. Enough is enough !!!!!!!!!!!! I am becoming racist at the age of 80 and I do not like having to say that.
Identity Attack0.43896464
Insult0.24928534
Profanity0.02522431
Threat0.010343489
Severe Toxicity0.015931819
Moderate 0.3827457 Constructive 0.587 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
It's the governments' fault for allowing so much immigration. People from 3rd world countries will always want a better life for their children which is why they work so hard to become doctors and engineers …
It's the governments' fault for allowing so much immigration. People from 3rd world countries will always want a better life for their children which is why they work so hard to become doctors and engineers and then migrate. But it is the governments' responsibility to take care of their own country's demographics and policies. Yet racists string up the hardworking immigrants with the low quality hooligans. Even though the immigrants dont want any trouble but live their life peacefully. Shame.
Identity Attack0.37953663
Insult0.34782293
Profanity0.027137227
Threat0.008505191
Severe Toxicity0.012283325
Moderate 0.3811502 Constructive 0.543 Policy_Critique
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They are proud indians but don't want to live in India 😂😂😂😂
They are proud indians but don't want to live in India 😂😂😂😂
Identity Attack0.44690517
Insult0.10148193
Profanity0.08840031
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.3811502 Low Con 0.21 Humor_Satire
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Indians are the only people who brag how great India is but don't want to live or return there. Like that dude at 9:57
Indians are the only people who brag how great India is but don't want to live or return there. Like that dude at 9:57
Identity Attack0.4508763
Insult0.1640896
Profanity0.0913099
Threat0.03165977
Severe Toxicity0.023076924
Moderate 0.37955463 Moderate Con 0.38
Nov 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
People are literally leaving the US trying to get to Canada because of trump, and your claim is that people are using Canada as a sneaky way into the states? I'm not sure you understand …
People are literally leaving the US trying to get to Canada because of trump, and your claim is that people are using Canada as a sneaky way into the states? I'm not sure you understand what happening right now. No one in Canada (except maybe Albertans) want to live in your fascist dictatorship.
Identity Attack0.19100772
Insult0.40243408
Profanity0.027410502
Threat0.0070164283
Severe Toxicity0.007972717
Moderate 0.37751234 Constructive 0.507 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
"I love India, but I would never ever want to live there"
"I love India, but I would never ever want to live there"
Identity Attack0.4508763
Insult0.0777699
Profanity0.09098661
Threat0.06658544
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.443 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Why do refugees have access to social benefits at all? Do like Gulf countries, you can get work permit and work, but never citizenship, AND NEVER ACCESS TO SOCIAL BENEFITS, which are reserved to citizens …
Why do refugees have access to social benefits at all? Do like Gulf countries, you can get work permit and work, but never citizenship, AND NEVER ACCESS TO SOCIAL BENEFITS, which are reserved to citizens only. They don't have income and don't pay taxes. Did the gouvernment ask tax payers whether they want to pay for the living of refugees in this country?? How the hell can someone justify this? Or should we say the lefty extremist gouvernment hijacks tax payers for their superior feelings?
Identity Attack0.25647953
Insult0.24928534
Profanity0.33453682
Threat0.00948907
Severe Toxicity0.019224197
Moderate 0.37751234 Constructive 0.541
Dec 7, 2018 How much do refugees and …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking …
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking out, brothers and sisters. You are correct, I am not upset with immigrants per se, but am frustrated with how leaky and inept the government has been with their slack policies. I have been in public parks and watched as non-English speaking immigrants leave their trash littering a park! Where they do not respect personal space. I want to live with people who are interested in being Canadian and respect the cultural values and norms of Canadian citizens, NOT those who plan to come in and take over. Come on, guy who said Muslims are going to take over Canada. How well received do you thing that will be?! I have Muslim and Indian friends and they are not like this idiot.
Identity Attack0.2808415
Insult0.40243408
Profanity0.07482228
Threat0.0077154995
Severe Toxicity0.011444092
Moderate 0.37694603 Constructive 0.852 Policy_Critique
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
i live in quebec and its true as soon as you go in ontario there as much indian if not more than canadian all those people who love their country but still moved away should …
i live in quebec and its true as soon as you go in ontario there as much indian if not more than canadian all those people who love their country but still moved away should go back we dont want you here if you don't like it
Identity Attack0.43896464
Insult0.21368977
Profanity0.032643758
Threat0.013528148
Severe Toxicity0.022193791
Moderate 0.37576625 Constructive 0.538
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard in workplaces,hospitals,schools,retail,IT,manufacturing,government etc. ... Otherwise the so called mainstream bankrupt Cauca***n people dont even have money for retirement....Entitled lot dont want to work, they just want to make hateful videos and get attention. While they make such videos, Immigrants are focusing on working hard and getting ahead in life.
Identity Attack0.38176915
Insult0.3388922
Profanity0.22723788
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.37458646 Constructive 0.656
Sep 19, 2025 2 likes 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.