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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’m just here for the …" 1,009 comments · Page 9 of 41
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 …
No more indians... I'm begging you... There's literally BILLIONS of them in their home country. Why can't they just stay there and do all the things they say they're good at to improve their own …
No more indians... I'm begging you... There's literally BILLIONS of them in their home country. Why can't they just stay there and do all the things they say they're good at to improve their own country?
Identity Attack0.55044734
Insult0.26395
Profanity0.1110661
Threat0.038911607
Severe Toxicity0.042180564
Moderate 0.4574824 Moderate Con 0.453 Identity Attack Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
No freaking way he said "only english, i m from Portugal" lol
No freaking way he said "only english, i m from Portugal" lol
Identity Attack0.17303948
Insult0.1935001
Profanity0.5013569
Threat0.00951496
Severe Toxicity0.023552058
Moderate 0.45703048 Moderate Con 0.329 Humor_Satire
Jan 27, 2026 13 likes Inside Canada's Indian Invasion...
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for …
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for their own political manipulation. Liberals = the most corrupt government in Canadian history (33 listed below and counting): Green Slush Fund (SDTC) – $1B+ in questionable clean-tech grants SNC-Lavalin Affair – Political interference in criminal prosecution ArriveCAN App – ~$60M for a basic travel app WE Charity Scandal – ~$912M contract to connected insiders Phoenix Pay System – $3.5B+ and still failing McKinsey Consulting Contracts – $500M+ outsourced policy work Foreign Interference Scandal – Intelligence warnings ignored Organized Crime & B.C. Money Laundering – Triad-linked casino and real estate laundering Fentanyl & Opioid Crisis – Border failures and weak enforcement Aga Khan Vacation Ethics Breach – Illegal luxury trip Randy Boissonnault Scandal – Business ties and lobbying questions Investing in Canada Plan – ~$92B in poorly tracked infrastructure spending PMO / Telford Staff Scandals – Obstruction and document withholding Bill Morneau Controversies – WE ties, pension conflicts Paul Chiang Controversy – Foreign interference allegations Unlawful Emergencies Act Use (Trucker Convoy) – Bank accounts frozen, later ruled illegal Firearms Buyback Fiasco – Projected $2B–$6B and counting Mark Carney / Brookfield Conflicts – Offshore tax structures, revolving-door politics Chrystia Freeland Ukraine Funding Controversy – Oversight concerns Baylis Medical Ventilator Contract – ~$237M contract awarded to a firm owned by a former Liberal MP for COVID-19 equipment. Mary Ng Ethics Breach – Multiple government contracts directed to a close personal friend and media personality. Dominic LeBlanc Ethics Breach – Awarding a lucrative Arctic surf clam license to a company linked to his wife’s family. NSICOP "Traitor" MP Allegations – National intelligence reports of sitting MPs "wittingly" collaborating with foreign hostile states. Admiral Mark Norman Prosecution – A failed $50M legal battle involving alleged political interference in a naval procurement contract. Han Dong Controversy – Resignation from caucus following allegations of CCP involvement in his nomination and conduct. Governor General Expense Scandals – ~$1.3M in luxury travel, high-end catering, and secretive villa renovations under Payette and Simon. PBO Carbon Tax Gag Order – Government blocking the Budget Officer from releasing internal data showing the tax’s true economic hit. GC Strategies $250M Windfall – Total federal contracts awarded to the two-person ArriveCAN firm since 2015 across multiple departments. Public Health Agency (PHAC) Missing Data – Intentional destruction of emails and documents related to the Winnipeg Lab security breach. Sustainable Development Technology Canada (SDTC) RCMP Probe – Formal criminal investigation into 186 cases of alleged conflicts and $390M in funding. "The Other Randy" Business Scandal – Investigation into text messages suggesting a Cabinet Minister remained active in private business. COVID-19 Quarantine Hotel Fiasco – Billions spent on mandatory hotel stays marked by reports of safety failures and lack of oversight. Parliamentary Witness Coaching Scandal – $263,000 in taxpayer funds spent to "coach" government employees and witnesses on how to spin answers at committee. Etc Etc The Liberal performance review: rushed programs, no transparency, friends get paid, costs explode, and no one is held accountable. Over a decade, this government has burned through $100B+ in waste, failed programs, insider contracts, and ethics breaches—with zero consequences—all on the backs of taxpayers while they get rich.
Identity Attack0.37879246
Insult0.4747285
Profanity0.21024476
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.45396814 Moderate Con 0.497 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
Identity Attack0.46028158
Insult0.3416952
Profanity0.17380778
Threat0.05753354
Severe Toxicity0.032316983
Moderate 0.45243698 Low Con 0.276 Identity_Assertion
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m as racist as the next guy. 😂
I’m as racist as the next guy. 😂
Identity Attack0.38200524
Insult0.26957804
Profanity0.17926037
Threat0.02682521
Severe Toxicity0.023076924
Moderate 0.45243698 Moderate Con 0.343 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while …
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while they laugh at us good Canadians) - The funny partt is, if we forced them out like UK is planning to do, they would crumble in a second, I grew up with indians who were born here, their families came the right way and assimilated and even THEY hate the over-immigration and pure indians coming influx.
Identity Attack0.4931391
Insult0.37960073
Profanity0.2813443
Threat0.13329996
Severe Toxicity0.048457388
Moderate 0.45090583 Constructive 0.601 Personal_Narrative
Feb 21, 2026 Inside Canada's Indian Invasion...
Same as the US government, a bunch of people who answer zero questions. I'm so tired of these anti-Canadians. "we don't have the data, but we collect a lot of data" "we don't know where …
Same as the US government, a bunch of people who answer zero questions. I'm so tired of these anti-Canadians. "we don't have the data, but we collect a lot of data" "we don't know where they are but we do". These women are a disgrace not only to Canadians, but to women, and they should not be allowed to hold any office of this importance.
Identity Attack0.44690517
Insult0.47787863
Profanity0.047173142
Threat0.013269233
Severe Toxicity0.019482423
Moderate 0.45090583 Moderate Con 0.432
Oct 2, 2025 IRCC Names India in Study …
I’m from the USA & I know someone that works for a world 🌎 know company that made their employees train these people to do their jobs that they could’ve taken USA college grads to …
I’m from the USA & I know someone that works for a world 🌎 know company that made their employees train these people to do their jobs that they could’ve taken USA college grads to do but the company trained them because they pay them less money 🤬disgusting 🤬
Identity Attack0.03919895
Insult0.47020787
Profanity0.14666493
Threat0.00780612
Severe Toxicity0.012574885
Moderate 0.4475325 Constructive 0.505 Economic_Argument
Feb 24, 2026 Inside Canada's Indian Invasion...
I'm sick and tired of these bleeding heart Liberals crying that laws ARE being followed. Good grief, when will Canadians waken up and get these ruinous Liberals out of office.
I'm sick and tired of these bleeding heart Liberals crying that laws ARE being followed. Good grief, when will Canadians waken up and get these ruinous Liberals out of office.
Identity Attack0.28034934
Insult0.48675314
Profanity0.056441884
Threat0.021990653
Severe Toxicity0.015479924
Moderate 0.4475325 Moderate Con 0.407
Dec 26, 2025 1 likes Deportations From Canada at Their …
"I'm as racist as the next guy" Based
"I'm as racist as the next guy" Based
Identity Attack0.39334553
Insult0.26957804
Profanity0.17473823
Threat0.033386398
Severe Toxicity0.023076924
Moderate 0.44573322 Moderate Con 0.313 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When the guy in the bike said 4:52 “I’m just as racist as the next guy” 😂😂😂I felt that and I’m not even white
When the guy in the bike said 4:52 “I’m just as racist as the next guy” 😂😂😂I felt that and I’m not even white
Identity Attack0.44690517
Insult0.24424846
Profanity0.17566866
Threat0.016120117
Severe Toxicity0.023076924
Moderate 0.44393396 Moderate Con 0.46 Humor_Satire
Mar 1, 2026 Inside Canada's Indian Invasion...
Hahahahhaah. Should have voted for Rob Ford .... o wait. I'm happy I broke up with her. It was the right choice. You all racist, thought these were yall's "FAMILY"
Hahahahhaah. Should have voted for Rob Ford .... o wait. I'm happy I broke up with her. It was the right choice. You all racist, thought these were yall's "FAMILY"
Identity Attack0.27914262
Insult0.46476576
Profanity0.0684662
Threat0.010110466
Severe Toxicity0.016964722
Moderate 0.44039994 Moderate Con 0.409 Humor_Satire
Feb 15, 2026 Canada's tighter immigration policy divides …
Most other Canadians I know are sick and tired of immigration, specifically from India. Our federal government is insanely corrupt, and this needs to stop. I'm hearing more support for reverse immigration everywhere. Time to …
Most other Canadians I know are sick and tired of immigration, specifically from India. Our federal government is insanely corrupt, and this needs to stop. I'm hearing more support for reverse immigration everywhere. Time to start sending the invaders home
Identity Attack0.44690517
Insult0.45758462
Profanity0.055940874
Threat0.01254427
Severe Toxicity0.01986976
Moderate 0.4398409 Constructive 0.621 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
its true immigrants get special treatment all the jobs housing money given two them me and my daughter where in housing and they kicked me and my 11 year old daughter on the street December …
its true immigrants get special treatment all the jobs housing money given two them me and my daughter where in housing and they kicked me and my 11 year old daughter on the street December problem family of 8 father works the mother get income support payment no I hate this its are country I'm indigenous from NWT immigrants get treatment get all the jobs get good home nice cars it most stop no more of this muslims are racist again people like me no more it's time you start thinking about us people born and raise indigenous I'm from HayRiver NWT
Identity Attack0.4907465
Insult0.37052566
Profanity0.15195307
Threat0.06238277
Severe Toxicity0.024725812
Moderate 0.4398409 Constructive 0.573 Personal_Narrative
Sep 8, 2025 2 likes Why Canadians Are Turning Against …
4:49 "we don't feel any racism here" *1 sec later* "I'm as racist as the next guy" 😂
4:49 "we don't feel any racism here" *1 sec later* "I'm as racist as the next guy" 😂
Identity Attack0.37222284
Insult0.22303216
Profanity0.20700185
Threat0.05430072
Severe Toxicity0.023076924
Moderate 0.4398409 Moderate Con 0.337 Humor_Satire
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
I don't hate the immigrants themselves, but the way our country handles immigration. I'll be the first to admit it's getting harder to keep those two things separate. What compounds that hate is since I've …
I don't hate the immigrants themselves, but the way our country handles immigration. I'll be the first to admit it's getting harder to keep those two things separate. What compounds that hate is since I've been looking at moving out of this country... it's disheartening that most countries (rightfully so) make you have to be able to both assimilate and afford to fend for yourself to get a immigrants visa. And I guess Canada isn't enough of a shithole to get refugee status... yet. Like many Canadians now, I'm living cheque to cheque to make ends meet. So not only do I hate it here, but am essentially trapped. Next time you want to get pissed off at an immigrant, save it for a Liberal. It's a good chance he/she will be one in the same anyways.
Identity Attack0.3819294
Insult0.42367843
Profanity0.39409557
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.43965456 Constructive 0.752 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
I'm American, and I have many Canadian friends, they ALL hate the Indian Invasion
I'm American, and I have many Canadian friends, they ALL hate the Indian Invasion
Identity Attack0.49855098
Insult0.24928534
Profanity0.17926037
Threat0.011560392
Severe Toxicity0.023076924
Moderate 0.43965456 Constructive 0.53 Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
No one really talks to me at work because I'm usually the only English speaking Canadian. Thankfully I found atleast this part time job that treat me great. But 28-31 hrs a week really doesn't …
No one really talks to me at work because I'm usually the only English speaking Canadian. Thankfully I found atleast this part time job that treat me great. But 28-31 hrs a week really doesn't do shit with a kid let alone if I was just myself
Identity Attack0.06431354
Insult0.18728738
Profanity0.5381406
Threat0.008039144
Severe Toxicity0.022710243
Moderate 0.4394682 Constructive 0.707 Personal_Narrative
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I love how you have all these hit pieces, I’m from Canada and we don’t give a shit if people come from other countries and wanna live here, part of our culture is acceptance. And …
I love how you have all these hit pieces, I’m from Canada and we don’t give a shit if people come from other countries and wanna live here, part of our culture is acceptance. And I don’t think America’s considered the greatest country on earth anymore, especially with current administration.
Identity Attack0.14233272
Insult0.27763805
Profanity0.4596479
Threat0.00933372
Severe Toxicity0.023076924
Moderate 0.4394682 Constructive 0.593 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
These companies just want cheap azz labor. I'm a Canadian citizen and went to school here for a trade and trust me it tough finding a job. In my opinion we don't need anymore immigrants …
These companies just want cheap azz labor. I'm a Canadian citizen and went to school here for a trade and trust me it tough finding a job. In my opinion we don't need anymore immigrants for the next 4 years.
Identity Attack0.2854555
Insult0.37279442
Profanity0.3778404
Threat0.010084574
Severe Toxicity0.023076924
Moderate 0.4394682 Constructive 0.629 Economic_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …
Guy on the bike "I'm as racist as the next guy" LMFAO 🤣
Guy on the bike "I'm as racist as the next guy" LMFAO 🤣
Identity Attack0.36702603
Insult0.27558193
Profanity0.20700185
Threat0.02181799
Severe Toxicity0.023076924
Moderate 0.4394682 Low Con 0.292
Jan 27, 2026 8,721 likes Inside Canada's Indian Invasion...
As an white american with white skin I want to have as many indians as possibly move to my home-town. I want a militant hindu state in my back yard subsidized with my tax dollars. …
As an white american with white skin I want to have as many indians as possibly move to my home-town. I want a militant hindu state in my back yard subsidized with my tax dollars. I want hindu death squads delivering my mail and suspecting that a white american lives in my house which is true. I want to admire from afar massive temples as they erect them. I want to fear for the lives of my friends and family. I want the thrill of knowing I’m running out of time. I want this. I want Ontario in my back yard. I want india. I want it so bad I need it now. I need india and I need cows and curry. I can’t take it.
Identity Attack0.5135796
Insult0.33154017
Profanity0.257327
Threat0.34804323
Severe Toxicity0.11492836
Moderate 0.43720075 Moderate Con 0.431 Identity Attack Humor_Satire
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Caribbean Indian, I hate how these Indians from India have twisted the perspective towards Indians across the world. They’re so problematic. And Im from Trinidad but everyone assumes I’m from India and I …
As a Caribbean Indian, I hate how these Indians from India have twisted the perspective towards Indians across the world. They’re so problematic. And Im from Trinidad but everyone assumes I’m from India and I hate it. Just cuz i look like you doesn’t mean I’m from your homeland. And to the Canadians, just cuz I look like them doesn’t mean you can assume I’m from India. I have never been to India so stop assuming I’m from there. Imagine seeing an Asian person in markham and assuming they’re from China and speak Chinese when their family has been in Canada for generations.
Identity Attack0.48990932
Insult0.38852
Profanity0.32120174
Threat0.02855184
Severe Toxicity0.023880709
Moderate 0.43230394 Constructive 0.634 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Speaking as a black immigrant. Brampton is the first place and only thus far where I have experienced racism. It was the worst 2 years of living here...high car insurance cause they keep meeting in …
Speaking as a black immigrant. Brampton is the first place and only thus far where I have experienced racism. It was the worst 2 years of living here...high car insurance cause they keep meeting in accidents...deliberately and by accident. They are nasty. Don't follow rules. Impose their own ways on everybody else. I'm not racist but they make me feel partial.
Identity Attack0.46028158
Insult0.4125297
Profanity0.15283443
Threat0.011819307
Severe Toxicity0.022452017
Moderate 0.42985553 Constructive 0.687 Personal_Narrative
Sep 29, 2025 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.