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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: "All they want do is …" 1,718 comments · Page 22 of 69
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)
I wouldn't like immigration to my country too and seing my way of life change...but we should give credit to the Sikhs who feed people free of charge...i experienced their generosity way back in 2005 …
I wouldn't like immigration to my country too and seing my way of life change...but we should give credit to the Sikhs who feed people free of charge...i experienced their generosity way back in 2005 in London when my friend took me along to a gurdwara,my first time . They don't ask any questions, they just feed and you will see people volunteering their services at preparing the food and someone else serving you...at least, they give back to society unlike some of the filthy rich who just want to hoard more and give nothing back . People don't realize that the world revolves on kind people and their generosity. If everyone was greedy, there would be nothing else to hoard and you can't even take it with you when your life ends. I guess it's just a matter of perspectives and your life experiences !
Identity Attack0.39461556
Insult0.37506318
Profanity0.20808282
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.844
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Arrogance of these lack of melanin superiority complex. No wonder everyone wants them extinct
Arrogance of these lack of melanin superiority complex. No wonder everyone wants them extinct
Identity Attack0.099899694
Insult0.37052566
Profanity0.078378424
Threat0.13802026
Severe Toxicity0.017287504
Moderate 0.38434127 Low Con 0.166 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
"people believe in khalistan for rightful reasons" ??😂 Stay in canada, whenever you guys go abroad, We're happy for you. We don't want you here in india, please never come back. If you want khalistan …
"people believe in khalistan for rightful reasons" ??😂 Stay in canada, whenever you guys go abroad, We're happy for you. We don't want you here in india, please never come back. If you want khalistan in india, declare a war against us and take it (if you can, well you can't)🤣🤣
Identity Attack0.44690517
Insult0.1935001
Profanity0.04366605
Threat0.13414288
Severe Toxicity0.023076924
Moderate 0.3827457 Moderate Con 0.369 Humor_Satire
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, …
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, skilled people; race doesn't matter, even that nurse guy should be deported. Don't allow any indian asylum seekers because India is poor, not as bad as a war-ridden country only allow doctors, engineers, and scientists, and businessmen with a master's degree, and don't allow Punjabi guys, they are less educated and quite erratic. Please check if they have any criminal history, and this applies to all immigrants who are not from Europe or Southeast Asia, etc You guys don't need indian truckers and janitors. pls don't be racist. Remember, 15% of all Canadian doctors are indian
Identity Attack0.46028158
Insult0.30326313
Profanity0.075792134
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.3827457 Constructive 0.616
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Ok now come to Texas to Frisco, Plano and see the indian takeover here. Go hit up Ikea youll forget where you are!!! My husband is a contract worker that puts him in the Chase …
Ok now come to Texas to Frisco, Plano and see the indian takeover here. Go hit up Ikea youll forget where you are!!! My husband is a contract worker that puts him in the Chase Bank main headquarters quite a bit out there and he said its RUN OVER with indians. Chase brings them all here, gets them these work visas youll see every car in the parking lot says student driver on the bumper stickers. They cannot drive. My husband also says the floors they have them all working on stink so bad people gag having to walk in there straight off the elevator. They will just piss on the floor IN THE BATHROOMS they just go wherever they want. These people are their supposed tech smart people and they are stinking and pissing on the floor so imagine the lower IQ ones! They wipe with their barw hand!!!;One hand for wiping no toilet paper and one hand for eating. Thats why they only shake hands with their eating hand. They are disgusting!!!!
Identity Attack0.3802808
Insult0.34548226
Profanity0.20592089
Threat0.05559385
Severe Toxicity0.023076924
Moderate 0.3811502 Constructive 0.594 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
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...
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)
Whites captured all these countries just centuries ago and now they don't want someone else, what a irony😂😂
Whites captured all these countries just centuries ago and now they don't want someone else, what a irony😂😂
Identity Attack0.44690517
Insult0.18480228
Profanity0.10301965
Threat0.00899713
Severe Toxicity0.020127986
Moderate 0.3811502 Low Con 0.191 Moral_Argument
Jan 28, 2026 5 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)
0:55 this only needs to be true on paper of course, in reality someone could be a worthless leech on the country that doesn't even care to be Canadian or integrate they only want to …
0:55 this only needs to be true on paper of course, in reality someone could be a worthless leech on the country that doesn't even care to be Canadian or integrate they only want to take advantage of Canadian systems and slightly higher pay that other countries. But who cares? Number high! Yay!
Identity Attack0.11860296
Insult0.40243408
Profanity0.089370176
Threat0.0074954215
Severe Toxicity0.011520386
Moderate 0.37955463 Moderate Con 0.471
Jun 19, 2025 1 likes How Canada broke its immigration …
THEY WANT TO TURN CANADA INTO THEIR COUNTRY THEY RUNNING AWAY FROM, CANADA MUST FOLLOW DONALD TRUMP AND KICK THEM OUT ,ALL WHO DISRESPECT THE WAYS AND LAWS OF CANADA,UK, USA👍🏻🙏🏻🇨🇦🇬🇧🇺🇸🗽👍🏻
THEY WANT TO TURN CANADA INTO THEIR COUNTRY THEY RUNNING AWAY FROM, CANADA MUST FOLLOW DONALD TRUMP AND KICK THEM OUT ,ALL WHO DISRESPECT THE WAYS AND LAWS OF CANADA,UK, USA👍🏻🙏🏻🇨🇦🇬🇧🇺🇸🗽👍🏻
Identity Attack0.36702603
Insult0.16868424
Profanity0.044417568
Threat0.44457343
Severe Toxicity0.023692908
Moderate 0.37955463 Low Con 0.248
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have …
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have a high school diploma, but he wants to talk about the intelligence level of all Africans? I've written two books and contributed a chapter to a compendium on journalism in West Africa. While I agree that many of the Africans going to Canada are from war-torn countries without a good education, he speaks of Africa like it's a monolith. Realities in Ghana aren't same as in Ethiopia. South Africa isn't same as Rwanda nor is Senegal same as Madagascar so unless he is referring to individual countries with specific examples, his claims don't even make any sense. I would like to see just one contribution from fatty to scholarship😂😂. EDIT: By the way, some of Africa's brightest minds include Ngozi Okonjo, an economist and politician (Nigerian) who serves as director general of the World Trade Organization; Vera Songwe, an economist (Cameroonian) who served as head of the UN Economic Commission for Africa; Dr. Tedros Adhanom an Ethiopian doctor who currently serves as DG of the World Health Organization; Prof. Salim Abdool Karim (South African) scientist globally respected for his research on immunology; Aliko Dangote (Nigerian) and Africa's richest man and one of the top 100 richest people in the world according to Forbes. The list is too long but fatty there wouldn't know because he's as dumb as a rock and it's easy for him to spew garbage rather than read an actual book or question the stereotypes which he's fed about Africa by his chosen echo chamber.
Identity Attack0.44690517
Insult0.344702
Profanity0.09518933
Threat0.012233571
Severe Toxicity0.021031776
Moderate 0.37955463 Constructive 0.741 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
15 years ago I wrote my highschool thesis on how capitalism leads to genocide and then cycles to communism which then leads to genocide and constantly repeats itself in a cycle. Then tied it in …
15 years ago I wrote my highschool thesis on how capitalism leads to genocide and then cycles to communism which then leads to genocide and constantly repeats itself in a cycle. Then tied it in with Marxism and how neither system is truly sustainable. I ended up getting 100% on my paper... but what I didn't know was which race needs to be exterminated. Maybe there was a reason Hitler wanted the Jews gone and if we lose the Indians will just rewrite history like we never existed.
Identity Attack0.46028158
Insult0.16795322
Profanity0.2258264
Threat0.34804323
Severe Toxicity0.035007052
Moderate 0.37955463 Constructive 0.635 Identity_Assertion
Dec 15, 2025 Inside Canada's Indian Metropolis (Brampton)
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican …
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican or even Chinese.
Identity Attack0.48915586
Insult0.21602537
Profanity0.040409464
Threat0.01101667
Severe Toxicity0.01683561
Moderate 0.37795907 Moderate Con 0.415 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
she might have got served before cuz she must be pakistani. i dont see an Indian butchering. or he was no Indian wants a girl inside a buther shop, and to wait.. relax just Indian …
she might have got served before cuz she must be pakistani. i dont see an Indian butchering. or he was no Indian wants a girl inside a buther shop, and to wait.. relax just Indian things.
Identity Attack0.44690517
Insult0.25602314
Profanity0.17287734
Threat0.03718498
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.453 Unverified_Claim
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...
Indians, Somalis never adapt to the Country they migrate to, they take their culture, never marry outside, stays isolated but want all the benefits from the Country....
Indians, Somalis never adapt to the Country they migrate to, they take their culture, never marry outside, stays isolated but want all the benefits from the Country....
Identity Attack0.46028158
Insult0.24835461
Profanity0.03990845
Threat0.008427517
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.307
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣 As for the smuggler - I hope an anonymous tip was made...
Identity Attack0.31307843
Insult0.37279442
Profanity0.030890211
Threat0.009100696
Severe Toxicity0.010910034
Moderate 0.37751234 Constructive 0.661 Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
And with housing shortage it's not just the immigrants to account for - it's also the Canadian youth who want to move out of their parents' basements and get their own homes. Everything Liberal Party …
And with housing shortage it's not just the immigrants to account for - it's also the Canadian youth who want to move out of their parents' basements and get their own homes. Everything Liberal Party of the 2000's is corrupt and fosters outside party corruption. Sick and tired of their and the immigrant's abuse of us and the abuse of them under crime bosses. And why should they go home when they are allowed to scam and rob Canadian taxpayers. Sask has no more recourse but to leave Canada with Alberta.
Identity Attack0.28883415
Insult0.40243408
Profanity0.030890211
Threat0.010809537
Severe Toxicity0.013672344
Moderate 0.37751234 Moderate Con 0.499 Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
I've been saying for the last 6 years the whole problem with Canada is immigration it's got nothing to do with housing hospitals Healthcare schools and especially welfare it's because always new immigrants don't actually …
I've been saying for the last 6 years the whole problem with Canada is immigration it's got nothing to do with housing hospitals Healthcare schools and especially welfare it's because always new immigrants don't actually do anything they've been bad for Canada and will never be any good they hate the country but yet they want to be citizens give me a break our country is full of protesters and criminals
Identity Attack0.33675182
Insult0.37846634
Profanity0.027547138
Threat0.009256045
Severe Toxicity0.012962224
Moderate 0.37751234 Constructive 0.602 Identity_Assertion
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
We have to be careful that we don't become the U.S. Yes, some of these immigrants deserve to be deported, but let's make sure that it's the criminals that are deported, and shun racism when …
We have to be careful that we don't become the U.S. Yes, some of these immigrants deserve to be deported, but let's make sure that it's the criminals that are deported, and shun racism when you can. Canadian culture is multicultural, every single white Canadian is an immigrant, don't turn away immigration as a whole, we do NOT want to become the US.
Identity Attack0.46028158
Insult0.24928534
Profanity0.031391226
Threat0.017846745
Severe Toxicity0.016641939
Moderate 0.37751234 Constructive 0.709
Sep 10, 2025 Why Canadians Are Turning Against …
I m born and from Montréal, We (french) don t want those people here and We try to kick them out to Ontario as hard We can. We have nothing to do with that Post …
I m born and from Montréal, We (french) don t want those people here and We try to kick them out to Ontario as hard We can. We have nothing to do with that Post national Chinada. Because We don t have our french country or state. The freak liberal from Ottawa push multi culturalisme Law to wipe us from our french state and Hope soon to be country or state. We dont want to lose our french heritage and it will be great if We can become the first french state of america or french country. Thx to expose the fail country of Canada
Identity Attack0.36702603
Insult0.3682569
Profanity0.21564959
Threat0.05397744
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.469 Identity_Assertion
Jan 27, 2026 1 likes 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...

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.