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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "You are no more Prime …" 82 comments · Page 1 of 4
Then why are you doing fucking trade deal with india and with indians Go and ask from your president and prime minister why are they pampering indian's balls Actually you're hypocrite😮 Go and suck Bangladeshis …
Then why are you doing fucking trade deal with india and with indians Go and ask from your president and prime minister why are they pampering indian's balls Actually you're hypocrite😮 Go and suck Bangladeshis pakistanis terrorist balls 😮
Identity Attack0.6227552
Insult0.71120167
Profanity0.764141
Threat0.34552678
Severe Toxicity0.61476606
Toxic 0.8696708 Low Con 0.089 Identity Attack Insult Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
I can’t find no damn job. But it’s fine I’m gonna have to go the entrepreneur route. If I don’t then my future children will be doomed. Why tf is there no diversity at Tim …
I can’t find no damn job. But it’s fine I’m gonna have to go the entrepreneur route. If I don’t then my future children will be doomed. Why tf is there no diversity at Tim Hortons and Walmart? Fuck you Trudeau. He only became prime minister bcs of his father’s good reputation, and bcs women were mesmerized by his good looks. I’m a CANADIAN CITIZEN and I can’t find no work in this damn country. Trump should prob come here and fix things. Everyone should have an equal chance of getting a job. Diversity and inclusion is important. I don’t expect immigrants to assimilate to Canadian culture but have some respect. Don’t be acting like you run things bcs NOBODY RUNS THINGS. I get that some immigrants come here and work hard to own a Canadian/american franchise or to become a manager, but don’t be hiring your ethnic group alone. The workplace should display a representation of various groups of people. If you can’t simply do that then please ONLY stick to only owning whatever food restaurants that serves food from whatever country you came from.
Identity Attack0.19693321
Insult0.5588244
Profanity0.70864636
Threat0.05914995
Severe Toxicity0.3498543
Toxic 0.73663366 Constructive 0.626 Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Identity Attack0.5983441
Insult0.5130944
Profanity0.54024357
Threat0.4339666
Severe Toxicity0.23226003
Moderate 0.6491204 Constructive 0.533 Identity Attack Insult Personal_Narrative
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Rape ? Let’s talk about rape . Just google the worst sex offenders, rapists /murderers like Karla homologation and Paul Bernardo who raped and killed more than a dozen women , they are great looking …
Rape ? Let’s talk about rape . Just google the worst sex offenders, rapists /murderers like Karla homologation and Paul Bernardo who raped and killed more than a dozen women , they are great looking WHITE CANADIAN, isn’t ? or Colonel Russel Williams , the Canadian airforce base commander who raped and murdered women while cross dressing at night and flying the prime minister ….another WHITE GOOD CANADIAN . what about the worst of worst serial pedophiles like the famous EPSTEIN …THAT’S A STEIN , who basically made a living raping , abusing and exploiting underage innocent white women . You see I can go on and on, but the worst of the worst when it comes to rape and sexual violence are the good old white Canadians, Americans ……
Identity Attack0.4911651
Insult0.5332045
Profanity0.32965264
Threat0.43656045
Severe Toxicity0.33047765
Moderate 0.6020386 Moderate Con 0.452 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
A real leader needs to be prime minister. Not these satanic cabal clowns
A real leader needs to be prime minister. Not these satanic cabal clowns
Identity Attack0.07673789
Insult0.6336687
Profanity0.29209393
Threat0.011172019
Severe Toxicity0.023076924
Moderate 0.5972042 Low Con 0.115 Insult Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
"the country they live in was a shit hole"? Really? So only white Europeans paid their dues to be in Brampton? So they saturate and elect their own politicians eh? Isn't that what Canada has …
"the country they live in was a shit hole"? Really? So only white Europeans paid their dues to be in Brampton? So they saturate and elect their own politicians eh? Isn't that what Canada has done federally, provincially, and municipally since inception? There is still no black person sitting in the supreme Court of Canada. There has never been a black, Indian, or indigenous prime minister.
Identity Attack0.5612457
Insult0.5130944
Profanity0.48510036
Threat0.011819307
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.462 Identity Attack Insult Moral_Argument
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Even the 2nd generation info Canadians I grew up hate these new fucking wave it isn't a white vs brown it's Canadians vs those who won't adapt My wife's Russian speaks Russian my kids speak …
Even the 2nd generation info Canadians I grew up hate these new fucking wave it isn't a white vs brown it's Canadians vs those who won't adapt My wife's Russian speaks Russian my kids speak Russian So I'm not against immigration People saying they can't find work just aren't willing to look around in my city I can think of 10 plus company's hiring but it's construction but immigrants look down on it as it was low paying not respected etc back home Prime example is central america
Identity Attack0.49032792
Insult0.4302003
Profanity0.5188411
Threat0.02250864
Severe Toxicity0.16960317
Moderate 0.5559701 Constructive 0.797 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
Blame Prime Minister of India, Nerander Modi and his party for sending millions of Hindus to the western nations in the name of students. All students from India are fake. They are in West to …
Blame Prime Minister of India, Nerander Modi and his party for sending millions of Hindus to the western nations in the name of students. All students from India are fake. They are in West to introduce HINDUTVA, HINDU IDEOLOGY AND RACISM.
Identity Attack0.35828567
Insult0.2358914
Profanity0.00027664463
Threat0.0006763777
Severe Toxicity0.000013947454
Moderate 0.5330114 Unverified_Claim
Apr 15, 2025
20years ago To be President, Prime Minister or Politician you must finish school but now all you need to become a President is to be criminal to register in a ballot and sheep’s that have …
20years ago To be President, Prime Minister or Politician you must finish school but now all you need to become a President is to be criminal to register in a ballot and sheep’s that have right to vote they vote criminal like Dump!
Identity Attack0.00061691366
Insult0.44421408
Profanity0.013649964
Threat0.00047143226
Severe Toxicity0.000011756357
Moderate 0.5272238
Dec 7, 2025 1 likes
wake up folks and get this maggot prime minister trudeau OUT! If he has his way... refugees will have the right to vote....buying votes is illegal!!
wake up folks and get this maggot prime minister trudeau OUT! If he has his way... refugees will have the right to vote....buying votes is illegal!!
Identity Attack0.16801116
Insult0.5130944
Profanity0.16217725
Threat0.018019408
Severe Toxicity0.020127986
Moderate 0.46982017 Low Con 0.257 Insult
Jan 26, 2019 2 likes How much do refugees and …
I'm a white French Canadian. I'm 61 years old. If ever there's a Muslim who wants to be the prime minister he has my vote. I'm tired of white politicians who don't have any back …
I'm a white French Canadian. I'm 61 years old. If ever there's a Muslim who wants to be the prime minister he has my vote. I'm tired of white politicians who don't have any back bone.
Identity Attack0.5135796
Insult0.40243408
Profanity0.13432594
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.4645176 Constructive 0.566 Identity Attack
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Canada is ruined now. And our new Prime Minister will make it much worse quickly. He already has claimed Canada stands behind 2 states. One created to go to the palastinians. There is no such …
Canada is ruined now. And our new Prime Minister will make it much worse quickly. He already has claimed Canada stands behind 2 states. One created to go to the palastinians. There is no such thing as a palastinian. It is not a land nor a nationality. They are killer muslims raised to hate the jews. I will retire soon, wealthy. I'm moving to the usa because I believe Canada will get worse. I believe the people from India have destroyed Canada as they have destroyed India. I would live with Mexicans ANYDAY over them! We need a Trump clone to get rid of them all. All they have done is made us racist because of how they live and how they treat us. Marc C is not going to do anything but make it way worse.
Identity Attack0.5135796
Insult0.40243408
Profanity0.092279755
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.45751464 Moderate Con 0.469 Identity Attack Fear_Threat
Sep 29, 2025 Why Canadians Are Turning Against …
All i wanna say is that khalistan is a propaganda. These sikhs killed our prime minister and then cried when people killed them back.
All i wanna say is that khalistan is a propaganda. These sikhs killed our prime minister and then cried when people killed them back.
Identity Attack0.4830652
Insult0.30326313
Profanity0.20592089
Threat0.41878307
Severe Toxicity0.026936848
Moderate 0.45090583 Moderate Con 0.304 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
well.. Montreal is in the province of Quebec which is the black sheep of the country... we call it Quebexico!! the governement don't care because we are run by the crrupted liberals and have Mark …
well.. Montreal is in the province of Quebec which is the black sheep of the country... we call it Quebexico!! the governement don't care because we are run by the crrupted liberals and have Mark Carney as the prime minister... Trump please come take Canada we welcome you!
Identity Attack0.37730414
Insult0.46625584
Profanity0.06495911
Threat0.009023022
Severe Toxicity0.017416617
Moderate 0.43230394 Moderate Con 0.434
Jan 27, 2026 Inside Canada's Indian Invasion...
Because the majority voted for our sorry, unworthy prime minister
Because the majority voted for our sorry, unworthy prime minister
Identity Attack0.017264472
Insult0.48313886
Profanity0.077731855
Threat0.008090926
Severe Toxicity0.008506775
Moderate 0.4269174 Low Con 0.251 Policy_Critique
Aug 28, 2025 Why Canadians Are Turning Against …
A PRIME EXAMPLE OF INDIANS DON'T HAVE A CLUE OF HOW TO DRIVE LOOK AT WHAT HAPPENED IN FLORIDA WHERE THE INDIAN DRIVING A 18 WHEELER MADE A U-TURN IN THE MIDDLE OF THE INTERSTATE …
A PRIME EXAMPLE OF INDIANS DON'T HAVE A CLUE OF HOW TO DRIVE LOOK AT WHAT HAPPENED IN FLORIDA WHERE THE INDIAN DRIVING A 18 WHEELER MADE A U-TURN IN THE MIDDLE OF THE INTERSTATE AND KILLED A FAMILY OF 3 COMPLIMENTS OF CALIFORNIA GIVING OUT CDL LICENSES LIKE CANDY
Identity Attack0.44690517
Insult0.25998658
Profanity0.053435806
Threat0.122295745
Severe Toxicity0.023076924
Moderate 0.3977292 Low Con 0.281 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Lies, lies, and more lies. Look around you. Canadians aren’t the ones working. Vast majority are people who have been here since Trudeau became prime minister. I’m not saying that Justin burned down the ship …
Lies, lies, and more lies. Look around you. Canadians aren’t the ones working. Vast majority are people who have been here since Trudeau became prime minister. I’m not saying that Justin burned down the ship but he definitely set it on fire 🔥 🔥 🔥
Identity Attack0.18468912
Insult0.36798462
Profanity0.02126184
Threat0.06820184
Severe Toxicity0.014898917
Moderate 0.38811707 Moderate Con 0.426 Unverified_Claim
Jan 1, 2026 Deportations From Canada at Their …
Why is Brampton such an issue. I mean its just one city these videos never focus on real issues just blaming or demonizing one community to blame their failures. Their mayors are white MP’s are …
Why is Brampton such an issue. I mean its just one city these videos never focus on real issues just blaming or demonizing one community to blame their failures. Their mayors are white MP’s are white , premiers are white prime ministers are white but somehow a brown or black person working in tim horton is the root of all problems.
Identity Attack0.46028158
Insult0.24171697
Profanity0.06395709
Threat0.009566744
Severe Toxicity0.014769804
Moderate 0.37751234 Constructive 0.512 Moral_Argument
Jan 28, 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...
Because Crisis Rupture Carney is a terrible Prime Minister who allows everything criminal.
Because Crisis Rupture Carney is a terrible Prime Minister who allows everything criminal.
Identity Attack0.015857628
Insult0.40243408
Profanity0.03189224
Threat0.008375733
Severe Toxicity0.0061798096
Moderate 0.37458646 Low Con 0.146 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Only till last year Canada's duly elected prime minister was waging war with India on behalf of Khalistanis, now they turn around and are "fed up"... Canadians are like women, they hate accountability...
Only till last year Canada's duly elected prime minister was waging war with India on behalf of Khalistanis, now they turn around and are "fed up"... Canadians are like women, they hate accountability...
Identity Attack0.38246045
Insult0.2817503
Profanity0.026727317
Threat0.00948907
Severe Toxicity0.010910034
Moderate 0.37073207 Low Con 0.297
Aug 25, 2025 Why Canadians Are Turning Against …
This is a direct result of the worst Prime Minister Canada has ever seen: Justin Trudeau.
This is a direct result of the worst Prime Minister Canada has ever seen: Justin Trudeau.
Identity Attack0.029144434
Insult0.39297962
Profanity0.025087673
Threat0.007793174
Severe Toxicity0.00667572
Moderate 0.3666224 Low Con 0.124 Policy_Critique
Aug 27, 2025 Why Canadians Are Turning Against …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people in. It’s not an Indian issue. Racists want you to think that way but Indians are not a problem. There is a entire ecosystem benefits from illegal immigration: 1) Fake schools and colleges who promise fake degrees 2) Vote-bank politicians on both sides 3) Companies that steal their identities, cram them into small apartments, and use these undocumented immigrants as modern slaves 4) Agencies that forge fake documents for illegals in exchange of money 5) Even legal colleges benefits, because legal immigrants pay a premium on top of college fees, and students also pay rent. 6) There is whole lobby who is funded by all of these Here’s a simple solution: Why not vote for someone who will reduce immigration, rather than being a racist? The whole world is watching. Pakistani saying Indian don't assimilate is f&^king funny. This is prime example how white people are just clueless. Pakistan and India are enemies. we had a 3 day war 4 months ago. Why are you asking pakistani anything about Indians ?
Identity Attack0.38185352
Insult0.24493282
Profanity0.14666493
Threat0.015774792
Severe Toxicity0.020257099
Moderate 0.3561489 Constructive 0.63 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Fat helmet guy for Canadian Prime Minister NOW!!
Fat helmet guy for Canadian Prime Minister NOW!!
Identity Attack0.048995655
Insult0.36798462
Profanity0.036651865
Threat0.010214032
Severe Toxicity0.009002686
Moderate 0.3389984 Low Con 0.192 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people …
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people in who want Khalistan. Theyre the ones who did the air india bombings, theyre the ones who assassinated an Indian female prime minister. Instead of having other Indian ethnicities, youre choosing a more extreme one who wont integrate fully. Most dont even know English., unlike other Indians.
Identity Attack0.4139151
Insult0.19225755
Profanity0.031391226
Threat0.060119797
Severe Toxicity0.016125489
Moderate 0.3389984 Constructive 0.516 Identity_Assertion
Jan 28, 2026 1 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.