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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

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Active: "the corrupt liberals have been …" 51 comments · Page 1 of 3
Liberals have destroyed Canada! Why are Canadians so stupid in voting for these hacks. Prob because they arent citezens when they vote and because the left media is corrupt!
Liberals have destroyed Canada! Why are Canadians so stupid in voting for these hacks. Prob because they arent citezens when they vote and because the left media is corrupt!
Identity Attack0.55044734
Insult0.7775208
Profanity0.27207452
Threat0.020091362
Severe Toxicity0.05832097
Toxic 0.7761081 Low Con 0.208 Identity Attack Insult Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
After almost 8 years of corrupt, tyrannical, incompetent Liberal government under Trudeau, ignorant Canadians have voted for the SAME TYPE of government again. Carney is another Trudeau!! What a bunch of SHEEP!!
After almost 8 years of corrupt, tyrannical, incompetent Liberal government under Trudeau, ignorant Canadians have voted for the SAME TYPE of government again. Carney is another Trudeau!! What a bunch of SHEEP!!
Identity Attack0.47178617
Insult0.71120167
Profanity0.12220735
Threat0.0091524795
Severe Toxicity0.027833538
Moderate 0.6989911 Low Con 0.193 Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
It is clear that Carney and the sycophantic Liberals (emphasis on the first syllable) have to go; PERIOD. Let's stop making excuses for these moronic, stupid incompetent and corrupt individuals and get all the foreign …
It is clear that Carney and the sycophantic Liberals (emphasis on the first syllable) have to go; PERIOD. Let's stop making excuses for these moronic, stupid incompetent and corrupt individuals and get all the foreign interference compromised MPs exposed and charged immediately. Get the priorities straight here.
Identity Attack0.10221587
Insult0.7418356
Profanity0.26603898
Threat0.022335978
Severe Toxicity0.023076924
Moderate 0.6852916 Low Con 0.182 Insult Call_To_Action
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Stop sending money to other countries your a scum bag .You and your rich wef buddies get outta here. And the whole corrupt liberal party . Your 33 buck increase is a joke to Canadians …
Stop sending money to other countries your a scum bag .You and your rich wef buddies get outta here. And the whole corrupt liberal party . Your 33 buck increase is a joke to Canadians . Start spending in Canada and tax paying money . Liberators please liberate us from liberal corrupt crooks . You work for Us not yourself .
Identity Attack0.24462871
Insult0.71120167
Profanity0.24818924
Threat0.01086132
Severe Toxicity0.02604016
Moderate 0.6827122 Low Con 0.198 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
The issue is not with immigrant, it is the criminals and the religious fanatic imposing their flawed belief into other countries. The bigger problem is are the criminals in power that been voted in by …
The issue is not with immigrant, it is the criminals and the religious fanatic imposing their flawed belief into other countries. The bigger problem is are the criminals in power that been voted in by traitors and brainwashed Canadians. Liberals are corrupted to the core, created this problem. Ford is a sellout hypocrite just like Trudeau, Carney and the rest. All traitors!
Identity Attack0.44690517
Insult0.6831271
Profanity0.09551262
Threat0.009359611
Severe Toxicity0.023076924
Moderate 0.6588125 Low Con 0.218 Insult
Aug 27, 2025 Why Canadians Are Turning Against …
As long as they vote liberal the unethical, corrupt, deceitful liar of a PM doesn't care.
As long as they vote liberal the unethical, corrupt, deceitful liar of a PM doesn't care.
Identity Attack0.054763943
Insult0.68668073
Profanity0.09899642
Threat0.008841781
Severe Toxicity0.020386212
Moderate 0.6407703 Low Con 0.168 Insult Policy_Critique
Dec 19, 2025 IRCC Names India in Study …
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 …
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 of my grandparents were immigrants to Canada - I really resent today’s immigrants and grifters who claim asylum to avoid leaving. I do not give permission to pay for one more soul. I’m really starting to hate people in general because of all of this.
Identity Attack0.44690517
Insult0.57787937
Profanity0.43669638
Threat0.018364733
Severe Toxicity0.08859174
Moderate 0.6289369 Constructive 0.507 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The birth rate slowed because of a corrupt Liberal government who priced everyone out of their homes. Canadians are not bringing new babies into a world when they are broke and taxed to death. We …
The birth rate slowed because of a corrupt Liberal government who priced everyone out of their homes. Canadians are not bringing new babies into a world when they are broke and taxed to death. We can't justify adding another mouth to feed when we can't afford to feed the mouths that are here now. And they are not importing to sustain the population....they are importing votes to stay in power. The Liberal mantra...."Fuck Canadians!!! Do what we need to do to stay in power". Immigrant to votes ratio is 1:1.
Identity Attack0.5051593
Insult0.5270482
Profanity0.5013569
Threat0.100830056
Severe Toxicity0.21902075
Moderate 0.5972042 Moderate Con 0.44 Identity Attack Insult Policy_Critique
Sep 10, 2025 Why Canadians Are Turning Against …
the corrupt liberals have been calling Canadians names such as racist, with all kinds of phobias for 15 years, stand up Canada against this silly name calling and ignore it
the corrupt liberals have been calling Canadians names such as racist, with all kinds of phobias for 15 years, stand up Canada against this silly name calling and ignore it
Identity Attack0.29798782
Insult0.6306599
Profanity0.12551236
Threat0.009178371
Severe Toxicity0.021031776
Moderate 0.5779532 Low Con 0.251 Insult Policy_Critique
Feb 26, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
The sad part is our politicians are weak and corrupt ! Liberals or Conservatives they are the same 💩 just a different pile !! Mass deposition and tough criminal justice system are the only solution …
The sad part is our politicians are weak and corrupt ! Liberals or Conservatives they are the same 💩 just a different pile !! Mass deposition and tough criminal justice system are the only solution to get our country back.
Identity Attack0.10221587
Insult0.5739874
Profanity0.22889622
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.51869136 Low Con 0.269 Insult Policy_Critique
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Canada has a government that is destroying our country. The working class gets to pay for all these immigrants that live better and have more benefits than Canadians. Working Canadians are struggling to live. Our …
Canada has a government that is destroying our country. The working class gets to pay for all these immigrants that live better and have more benefits than Canadians. Working Canadians are struggling to live. Our adult children have no hope of owning homes. We need to get rid of the corrupt liberals!!!!!!!
Identity Attack0.3817989
Insult0.5130944
Profanity0.0569429
Threat0.1954604
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.429 Insult Economic_Argument
Mar 3, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Corrupt Liberals 👏👏👏
Corrupt Liberals 👏👏👏
Identity Attack0.31015682
Insult0.54471385
Profanity0.1589207
Threat0.012130005
Severe Toxicity0.022839356
Moderate 0.49139655 Low Con 0.229 Insult
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Diab is a good fit in a clueless and corrupt liberal government!
Diab is a good fit in a clueless and corrupt liberal government!
Identity Attack0.10221587
Insult0.5130944
Profanity0.2268346
Threat0.011146127
Severe Toxicity0.021031776
Moderate 0.47886392 Low Con 0.101 Insult Policy_Critique
Feb 26, 2026 94 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I am sick of the Liberals - the lies, the corruption, the laziness, the abuse - they have destroyed this Country. I am embarrased as a Canadian that "this" is the current state of our …
I am sick of the Liberals - the lies, the corruption, the laziness, the abuse - they have destroyed this Country. I am embarrased as a Canadian that "this" is the current state of our country. Ppl who were born in the country, grew up, fought for this country are fast becoming the minority and we are expected to sit back, shut up and take it. I think NOT!
Identity Attack0.28034934
Insult0.5129801
Profanity0.0715894
Threat0.01750142
Severe Toxicity0.017481172
Moderate 0.47119883 Constructive 0.551 Insult Fear_Threat
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I will tell you how this EVIL happened = first MARXIST CARNEY THE CORRUPT CRIMINISTER WHO HATES CANADIAN BORN N ONLY SERVES HIS BROUGHT OVER SLAVES$$$$ CARNEY HATES OUR COUNTRY CANADA 🇨🇦 AS HE DESTROYED …
I will tell you how this EVIL happened = first MARXIST CARNEY THE CORRUPT CRIMINISTER WHO HATES CANADIAN BORN N ONLY SERVES HIS BROUGHT OVER SLAVES$$$$ CARNEY HATES OUR COUNTRY CANADA 🇨🇦 AS HE DESTROYED THE 🇬🇧 N WAS BOOTED OUT TRUDEAU N CARNEY BOTH GOT AWAY WITH RIGGING THE 2020 ELECTION SO THE PLANNED N DID IT AGAIN IN 2025 WITH THERE USUAL HACKERS / HELPERS = 🇨🇳 🇮🇳 ☪️ also they FIRED our REAL canadian born RCMP N POLICE N HIRED THERE OWN AS THEY LANDED n please REMEMBER MARXIST CARNEY 'S RIGHT HAND PARTNERS ARE = WEF CLAUS SHWAB N BILL GATES WHO SEE US AS THERE PREY !!! HOPES THIS HELPS YOU A BIT INVTHE REAL TRUTHS OF TRUDEAU N MARXIST CARNEY N THERE COMPLIENT LIBERAL / DEMOCRAT REGIME PARTY 100% FACTS oh n they bought$$$$ the fake media !!! Our only option = FIGHT FIGHT !!! TO JOIN THE 🇺🇸 NOW!!!!NOT 1 SECOND TO LOOSE 😊
Identity Attack0.28034934
Insult0.48627716
Profanity0.10611444
Threat0.042985857
Severe Toxicity0.024960563
Moderate 0.47119883 Moderate Con 0.411 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
The crime is outta control thanks to feminism and a corrupt liberal government
The crime is outta control thanks to feminism and a corrupt liberal government
Identity Attack0.48915586
Insult0.40243408
Profanity0.17287734
Threat0.012596053
Severe Toxicity0.022064678
Moderate 0.45921504 Low Con 0.146 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Sure would be great if Canadians can stop voting the corrupt treasonous liberals back into power over n over again. They’re globalists following orders from the WEF.
Sure would be great if Canadians can stop voting the corrupt treasonous liberals back into power over n over again. They’re globalists following orders from the WEF.
Identity Attack0.28034934
Insult0.5130944
Profanity0.04291453
Threat0.008738215
Severe Toxicity0.014188796
Moderate 0.4575469 Low Con 0.194 Insult Call_To_Action
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
FFS!!! Clueless??? NO. Corrupt. WEF. Liberal. Stop skirting around the truth.
FFS!!! Clueless??? NO. Corrupt. WEF. Liberal. Stop skirting around the truth.
Identity Attack0.052490227
Insult0.5130944
Profanity0.06946823
Threat0.008427517
Severe Toxicity0.013349563
Moderate 0.45751464 Low Con 0.102 Insult Policy_Critique
Feb 27, 2026 3 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
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 …
The immigration minister has a clear conflict of interest....given that her family is one of the east coast's largest landlords.....AND THAT'S WHY SHE SWUNG THE DOORS OPEN TO MASS IMMIGRATION, THE TFW PROGRAM AND TO …
The immigration minister has a clear conflict of interest....given that her family is one of the east coast's largest landlords.....AND THAT'S WHY SHE SWUNG THE DOORS OPEN TO MASS IMMIGRATION, THE TFW PROGRAM AND TO INTERNATIONAL STUDENTS! She, like many others in our corrupt liberal gov't.....ARE FILLING THEIR OWN POCKETS while Canada's identity and culture are destroyed. SHE NEEDS TO BE FIRED FOR SELFISH SELF-INTEREST, CORRUPTION AND TREASON!
Identity Attack0.10221587
Insult0.48569724
Profanity0.028913507
Threat0.054947287
Severe Toxicity0.01683561
Moderate 0.44393396 Moderate Con 0.404 Policy_Critique
Feb 26, 2026 20 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
deport deport deport, they arent gonna leave on their own and the corrupt liberals are gonna drag their feet the whole way
deport deport deport, they arent gonna leave on their own and the corrupt liberals are gonna drag their feet the whole way
Identity Attack0.23542951
Insult0.4339631
Profanity0.08710717
Threat0.13815513
Severe Toxicity0.019224197
Moderate 0.4398409 Low Con 0.163
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
We Canadians with a functioning brain are being forced by gas lighting to put up with the corrupt Liberals. This must STOP. We must call a halt to them blowing our money.
We Canadians with a functioning brain are being forced by gas lighting to put up with the corrupt Liberals. This must STOP. We must call a halt to them blowing our money.
Identity Attack0.18002926
Insult0.4710501
Profanity0.043916557
Threat0.11922921
Severe Toxicity0.01502803
Moderate 0.4269174 Moderate Con 0.329 Call_To_Action
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent …
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent billions and aren't getting guns but this time they will and Chinese mercenaries have no ties so they will have no problem turning their guns on us. I believe he is planning a genocide of older people to save money on Healthcare after all death cures everything. His orange man bad narrative is going to come true if he thinks trump will put up with massive immigration and ccp soldiers in our military. Carney has so many conflicts of interest he is tanking canada on purpose so he can sell his green scam tech which surprise is owned by Brookfield a Canadian company which he moved to New York to avoid paying our high taxes. He is the biggest security threat to canada ever he is a madman ,arrogant prick that needs to go to jail along with his gangster liberal buddies. I cant believe how lefties believe his b.s every word out of his mouth is a lie. He attacks Pierre and he is not the government and says its a global problem. No its liberal mismanagement and corruption. The election is over after ontario and quebec votes because its gerrymandered with not enough seats out west because they think we are children and we pay the bills and no immigrants are working i get taxed 1500 on my 1450 pension to pay for these parasites. Carney talks out of the side of his mouth id love to play poker with him he cant lie worth shit. There is no way these policies are put in for any reason other than to impoverish us they are ridiculous. How about the teacher in hope b.c who got a 750,000 fine for a perfectly reasonable post about trans insanity. They say they are going to give it to lgbq+ offended teachers. You disagree with the government narrative they freeze your bank account, cancel you and bankrupt you all in violation of the charter of rights and freedoms. There not even trying to hide their dictatorship with their new kings clause where a company thats in with pm can basically break Canadian laws if pm says so. I hope ee get invaded i will never go to a hospital to die . In ontario 65 people got maid in 24 hours without talking to family and without life threatening conditions. This guy is a co trol freak has to be stopped now
Identity Attack0.43896464
Insult0.38852
Profanity0.1184936
Threat0.27243137
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535 Unverified_Claim
Feb 25, 2026 LILLEY UNLEASHED: The fall of …
Welcome to GLOBALIST nightmare Canada. Our Cartel run governments along with our CORRUPT RCMP, compromised law enforcement.... rule with an iron fist. We have a two tiered judicial system also. COMMUNIST CARNEY and his band …
Welcome to GLOBALIST nightmare Canada. Our Cartel run governments along with our CORRUPT RCMP, compromised law enforcement.... rule with an iron fist. We have a two tiered judicial system also. COMMUNIST CARNEY and his band of incompetent immigrant cabinet ministers are anti-Canadian, anti-Christian. After 60 years in this country, I no longer recognize Canada, it is a morally and financially bankrupt country. Thank the Liberal voters.
Identity Attack0.36873037
Insult0.4378843
Profanity0.026317406
Threat0.009566744
Severe Toxicity0.015415368
Moderate 0.42568782 Moderate Con 0.312
Sep 29, 2025 IRCC Names India in Study …
Liberal have allowed these frauds for years with their corrupt government
Liberal have allowed these frauds for years with their corrupt government
Identity Attack0.12440576
Insult0.4710501
Profanity0.089370176
Threat0.008401625
Severe Toxicity0.010604858
Moderate 0.42349213 Low Con 0.149
Oct 1, 2025 1 likes IRCC Names India in Study …

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.