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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: "I can make it make …" 1,431 comments · Page 17 of 58
To put one thing to rest. This is about the Muslims. They simply move here to make there culture and religion the majority. It is the war without guns. They are the only culture that …
To put one thing to rest. This is about the Muslims. They simply move here to make there culture and religion the majority. It is the war without guns. They are the only culture that does this. All this other stuff is bad politics and policies. Thank Justin and Carney. Wake up and vote.
Identity Attack0.46028158
Insult0.24630153
Profanity0.03389629
Threat0.033386398
Severe Toxicity0.018707745
Moderate 0.3811502 Moderate Con 0.464 Identity_Assertion
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian …
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian students in Canada, that have university degrees but they register themselves into Canadian colleges in order to work and live in Canada. It doesn’t make sense to downgrade your studies, and most probably 100% of the students from Asia in Canada they come here to stay that is the main goal. In fact indian men they get married to some rich girl then the father of the girl pays for the school and then they end up staying in the country and continue their lying and fraud lives in Canada - trust me I know them
Identity Attack0.458714
Insult0.3388922
Profanity0.08775374
Threat0.009437286
Severe Toxicity0.022193791
Moderate 0.37955463 Moderate Con 0.411
Oct 17, 2025 IRCC Names India in Study …
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...
Immigration has not changed in law, what has happened is that since the government has allowed its workers to work from home during COVID, and stay at home years after the standards have gone to …
Immigration has not changed in law, what has happened is that since the government has allowed its workers to work from home during COVID, and stay at home years after the standards have gone to shit, they make mistakes and are slower then ever. They need to get back to the officer under proper supervision.
Identity Attack0.06385879
Insult0.2659317
Profanity0.40670946
Threat0.008311004
Severe Toxicity0.015479924
Moderate 0.37795907 Moderate Con 0.443 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries …
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries remain completely ignorant and oblivion to Hindu style of working. In India also, they deliberately assigned Hinduism to every tribes, although truth is that many tribes (well known tribe is Jatt/Jat) in India have their own culture and they do not belong to Hinduism or any other known religions of Hindu, Muslim, and Christians. Hinduism is just construction of sanghi brahamins, who destroyed India oldest known dhamm budhism. Intially these so called Hindus show kindness and courtesy to the culture of foreign countries they go. Once they get settled there, starts spreading hate against other relgions and cultures. One day, I am sure that these people make western countries's societies worst than India. You will see the big heaps of garbage and polluted rivers in west. Westerners are destined to be destroyed because of lack of understanding about these people.
Identity Attack0.46028158
Insult0.34314156
Profanity0.16589902
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.479 Identity_Assertion
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
we will invade all develop nations like british invaded most countries and steal all the wealth and take it back to india. all Immigrant indian are trained agent by india secret agencies and the sole …
we will invade all develop nations like british invaded most countries and steal all the wealth and take it back to india. all Immigrant indian are trained agent by india secret agencies and the sole purpose is to bring back the wealth and make india great again.
Identity Attack0.44690517
Insult0.16831873
Profanity0.09775851
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.201 Unverified_Claim
Feb 21, 2026 2 likes Inside Canada's Indian Invasion...
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning …
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning Canadian government policies and why immigration authorities are asleep at the wheel as visas and permits expire and people overstay their visits. Quality of Canadian YT content is being run into the sewage by creators like you.
Identity Attack0.11396073
Insult0.39297962
Profanity0.032894265
Threat0.008349842
Severe Toxicity0.009994507
Moderate 0.37751234 Constructive 0.512 Policy_Critique
Feb 27, 2026 1 likes Inside Canada's Indian Invasion...
Wild wild country 2.5. The only difference is this isn't Antelope. Hanuman wouldn't go outside his homeland to "monkey" around as a god without a human influence. To consume half a whole city. Not honoring …
Wild wild country 2.5. The only difference is this isn't Antelope. Hanuman wouldn't go outside his homeland to "monkey" around as a god without a human influence. To consume half a whole city. Not honoring life is a shame. Worshipping life somewhere else outside is a show of fear of death. Real Hanuman people would not manipulate other people from another country let alone thier own. But it's not like it's American, we know what happened in Antelope and Canadian people have to deal with it now. Some "people" make this mistake by confusing religion with money.
Identity Attack0.3908055
Insult0.3493834
Profanity0.14225815
Threat0.02855184
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.498 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
They want make Canada to India...😂😂these people are not want to integrate ..they want dominate..but its Canadas fault,to let this happends......wokeness crazyness..same you see in the UK..🤔🇨🇦🇬🇧
They want make Canada to India...😂😂these people are not want to integrate ..they want dominate..but its Canadas fault,to let this happends......wokeness crazyness..same you see in the UK..🤔🇨🇦🇬🇧
Identity Attack0.2839175
Insult0.38406035
Profanity0.038154904
Threat0.009126588
Severe Toxicity0.012054443
Moderate 0.37751234 Low Con 0.215
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
Identity Attack0.3908055
Insult0.25602314
Profanity0.12158839
Threat0.008738215
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.44 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
On paper, Canada has been great for this land the Native Americans called Turtle Island. A huge new country sprang out of nothing, adding trillions of dollars to the economy. But the question I and …
On paper, Canada has been great for this land the Native Americans called Turtle Island. A huge new country sprang out of nothing, adding trillions of dollars to the economy. But the question I and all the natives before the white men came there kept asking was this. Why? After visiting, I have no answer. So sorry to say, you are hard hardcore racist. Try to make a video where everyone are French, Itailina or what have you. . There are plenty of places like that. The problem is they look white.
Identity Attack0.44690517
Insult0.29383746
Profanity0.0864606
Threat0.00933372
Severe Toxicity0.017416617
Moderate 0.37751234 Constructive 0.591 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Are Canadians supposed to weep over it? Deport all illegals and criminals ASAP. And sue those bogus immigration consultants and lawyers for making money at the expense of Canada.
Are Canadians supposed to weep over it? Deport all illegals and criminals ASAP. And sue those bogus immigration consultants and lawyers for making money at the expense of Canada.
Identity Attack0.381025
Insult0.34101152
Profanity0.026180768
Threat0.055917133
Severe Toxicity0.015286255
Moderate 0.37751234 Low Con 0.289 Policy_Critique
Dec 24, 2025 20 likes Deportations From Canada at Their …
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...
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Mercenaries. This is like aliens making a video about people from earth and getting mad that humans are KKK.
Mercenaries. This is like aliens making a video about people from earth and getting mad that humans are KKK.
Identity Attack0.23163283
Insult0.27146968
Profanity0.16729468
Threat0.016465442
Severe Toxicity0.019095084
Moderate 0.37751234 Low Con 0.085 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Illegal Europeans occupied Canada Legal indians staying there makes them worried Is THE JOKE
Illegal Europeans occupied Canada Legal indians staying there makes them worried Is THE JOKE
Identity Attack0.4508763
Insult0.2469859
Profanity0.034397304
Threat0.008285114
Severe Toxicity0.015092585
Moderate 0.37751234 Low Con 0.178
Dec 30, 2025 Inside Canada's Indian Metropolis (Brampton)
India population is 1.4 billions and it's increasing day by day like rabbits but the problem is they are sending them to America Canada Australia Europe to make all world a mess
India population is 1.4 billions and it's increasing day by day like rabbits but the problem is they are sending them to America Canada Australia Europe to make all world a mess
Identity Attack0.40883094
Insult0.33154017
Profanity0.09292633
Threat0.012130005
Severe Toxicity0.021290002
Moderate 0.37751234 Moderate Con 0.306 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Guy on the bike is just racist, Eritrean’s are literally the nicest people. His stats on “iq” don’t make sense either. Mass immigration does not have to be approached in a racist manor.
Guy on the bike is just racist, Eritrean’s are literally the nicest people. His stats on “iq” don’t make sense either. Mass immigration does not have to be approached in a racist manor.
Identity Attack0.36803186
Insult0.33964422
Profanity0.06295506
Threat0.008155655
Severe Toxicity0.012962224
Moderate 0.37751234 Moderate Con 0.446 Moral_Argument
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Arrest these 4 women , their nervousness is clearly saying how much money they have made from Indian and other foreign agents as commission to make the way receptive for those fraudulent students
Arrest these 4 women , their nervousness is clearly saying how much money they have made from Indian and other foreign agents as commission to make the way receptive for those fraudulent students
Identity Attack0.29798782
Insult0.36709076
Profanity0.089693464
Threat0.13815513
Severe Toxicity0.017158391
Moderate 0.37751234 Low Con 0.164 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
It's not just Brampton. It's sll of Canada. Indians are getting handed 99% of 6 figure jobs while being absolutely clueless on how to do those jobs and make zero effort to learn their job …
It's not just Brampton. It's sll of Canada. Indians are getting handed 99% of 6 figure jobs while being absolutely clueless on how to do those jobs and make zero effort to learn their job while everyone suffers for it. The actual Canadian citizens that are more than qualified instead have to work much lower paid jobs they're over qualified for and then get taxed to death to pay for employing these incompetent Indians. The liberals sold out Canada to intentionally collapse the nation. Liberalism is a mind virus that destroys the weak.
Identity Attack0.38185352
Insult0.36798462
Profanity0.055940874
Threat0.012596053
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.445 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Indo Canadian Born here 40 years old wtf happened to this country… tradeau government tried making money off international students… Now they all here
As a Indo Canadian Born here 40 years old wtf happened to this country… tradeau government tried making money off international students… Now they all here
Identity Attack0.10221587
Insult0.1935001
Profanity0.39842105
Threat0.008712323
Severe Toxicity0.018384963
Moderate 0.37751234 Moderate Con 0.414
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
We all whites should go to india africa and all the musliam countries and make them better again becaue all those people are takeing tax payers money to not work or to set there familys …
We all whites should go to india africa and all the musliam countries and make them better again becaue all those people are takeing tax payers money to not work or to set there familys up for free
Identity Attack0.44690517
Insult0.123407245
Profanity0.09551262
Threat0.015774792
Severe Toxicity0.020515325
Moderate 0.37751234 Low Con 0.218 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This guy must be mad because his doctor is Indian and makes 10x more than he can dream.
This guy must be mad because his doctor is Indian and makes 10x more than he can dream.
Identity Attack0.3817989
Insult0.29383746
Profanity0.15371579
Threat0.010265815
Severe Toxicity0.01483436
Moderate 0.37751234 Low Con 0.245 Humor_Satire
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
Identity Attack0.3817989
Insult0.16551061
Profanity0.13697
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.211 Unverified_Claim
Feb 6, 2026 4 likes 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.