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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: "For decade these liberals has …" 17 comments
We need all these illegal foreigners out of our country NOW. If you weren’t born here or had your citizenship for 3+decades GET OUT. Stop allowing this filth to continue and strain our society! This …
We need all these illegal foreigners out of our country NOW. If you weren’t born here or had your citizenship for 3+decades GET OUT. Stop allowing this filth to continue and strain our society! This is Canada. All of these huge demonic creatures with multiple hands and feet need to be TAKEN DOWN. The Canadian flag is the only flag that should be flown high. Shame on the liberal government for allowing this to happen.
Identity Attack0.55044734
Insult0.56997263
Profanity0.26555094
Threat0.18913531
Severe Toxicity0.16960317
Moderate 0.60152835 Moderate Con 0.348 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
For decade these liberals has with their wokist idiots ideology have destroyed our army. They have gave to Ukraine most of our equipment and $24 billions of dollars of taxes money. Without any referendum or …
For decade these liberals has with their wokist idiots ideology have destroyed our army. They have gave to Ukraine most of our equipment and $24 billions of dollars of taxes money. Without any referendum or accountability or traceability. Zenlesky is under scrutiny for fraud bot still because Russia took over Brookfield nuclear power, they are loosing money so Carney doesn't want to lose his investments. This con carneychio sneaky snake grifter is using our taxes money for his own personal gain with profits to Brookfield. This needs to stop. Ethics commissioner ain't serving Canadian.
Identity Attack0.21075934
Insult0.6336687
Profanity0.29209393
Threat0.019918699
Severe Toxicity0.023974609
Moderate 0.5885171 Moderate Con 0.39 Insult Unverified_Claim
Feb 26, 2026 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 …
Roxham Rd. was a human trafficking open door with RCMP baggage handlers for years,,,, then hell broke loose and we've lost the country now. It was deliberately planned decades ago, slow opening by the Conservatives …
Roxham Rd. was a human trafficking open door with RCMP baggage handlers for years,,,, then hell broke loose and we've lost the country now. It was deliberately planned decades ago, slow opening by the Conservatives then flood gates by the Liberals. Canada is Captured and destoyed and Canadian TAXPAYERS are paying these people 81,000 per year WTF? 1st in line for healthcare, free extended healthcare, furniture, HOUSING, taxi money and free banking for CRIMINALS THESE PEOPLE DON'T PAY TAXES THEY TAKE FROM OUR TAX BASE - ITS TREASON ! WHERE'S THE LAWS IN CANADA THAT LEGISLATED THIS CRIME.
Identity Attack0.09245483
Insult0.41767508
Profanity0.36230123
Threat0.01698343
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.407 Unverified_Claim
Feb 17, 2026 16 likes LILLEY UNLEASHED: The fall of …
This country has become a JOKE. Scared to be called racist, scared to be called transphobic, scared to be called Islamophobic, scared to be Canadian, if that even means anything anymore. We know it doesnt. …
This country has become a JOKE. Scared to be called racist, scared to be called transphobic, scared to be called Islamophobic, scared to be Canadian, if that even means anything anymore. We know it doesnt. Over a decade of liberal leadership has canada looking like a 3rd world country in decline. 🤢🤮 if they want it some much, let them have it. They will have to do it with out lands custodians that made it possible. Let them lay railways in their sandals in the snow for 100 years.
Identity Attack0.37152436
Insult0.36798462
Profanity0.04592061
Threat0.010369381
Severe Toxicity0.018320406
Moderate 0.38811707 Moderate Con 0.359 Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
The NDP is the perfect Petri dishe Singh was called out years in advance for putting his pension ahead of his NDP brethren. "parasite on society" And was willing to lie cheat and steal. No …
The NDP is the perfect Petri dishe Singh was called out years in advance for putting his pension ahead of his NDP brethren. "parasite on society" And was willing to lie cheat and steal. No sense of Urgency Singh could have pulled Off the biggest win in for the NDP but Greed got in Singh way 100 % From Hero with Jack Layton to Zero !! "lost Liberal decade" Pierre Marcel Poilievre for PM asap
Identity Attack0.020882076
Insult0.4596616
Profanity0.07514556
Threat0.009023022
Severe Toxicity0.01083374
Moderate 0.37795907 Moderate Con 0.405 Call_To_Action
Feb 17, 2026 48 likes LILLEY UNLEASHED: The fall of …
And the worst part is that Canadians have mass amnesia, which allowed Liberals to rule our country for another decade. After 4 years, they will change to another "talking head" and will invent another bogeyman, …
And the worst part is that Canadians have mass amnesia, which allowed Liberals to rule our country for another decade. After 4 years, they will change to another "talking head" and will invent another bogeyman, to brainwash people.
Identity Attack0.11280017
Insult0.3416952
Profanity0.029596692
Threat0.011922873
Severe Toxicity0.006866455
Moderate 0.33421695 Low Con 0.293 Policy_Critique
Jun 17, 2025 How Canada broke its immigration …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS SPAIN ITALY PORTUGAL some of the above nations have woken up and have said enough. Both Poland and Hungary have said enough. Now the EU is calling them racists. It’s all Indian or Muslim immigration. They don’t immigrate for a better life it’s to take over and it’s millions of fighting g age men too. Our countries are setting up for award, civil wars. France just issued a memo to hospitals to get ready for military mass casualties that will start within 12 months from now. These globalists have been planning this great reset and new world order for many decades. I stared investigating these wicked globalists over a decade ago now. I have all evidence and receipts saved. How do you implode a nation, crash an economy, make citizens reliant on govt for everything… why bring in millions of immigrants and put their needs first. You can go to any city or town in Canada now. It’s hard to find a Canadian working. In Canada we have foreign workers programs that allows businesses to hire foreigners and the liberal federal govt pays 1/3 of these foreigners salaries. So of course any business like retail or restaurant’s biggest overhead is labour costs so if they can save like $6.00 an hour on every employee why wouldn’t they opt in for that. I also did a very deep dive into the voters in Canada. At least 4.5 million out of the 8.5 million voted the Carney liberals got in April 2025 were immigrant votes. That’s why Carney and liberals pander to the gigantic Muslim population in Canada. Muslims, Chinese, Indians from India, Ukrainians, Filipinos they all pretty much vote liberal. There weee over 100 Muslim groups that told their Muslim community to only vote for candidates that support Gaza Muslims and Palestinians. How is that not election interference. We know the Chinese directly interfere in our elections by threatening Chinese Canadians to vote liberal or their families in China will be harmed or they will be harmed inside Canada. In June Carney said Muslim values are Canadian values. Either this clown has no idea how radical Islam is or he knows and just panders for votes. Liberal cabinet ministers Anita Anand and Melanie Joly they both openly campaigned saying they must support Palestine because they both have large Muslim populations in their respective ridings. Over half of the liberal voter base is foreign now. I started in 2019 telling the federal conservatives look the liberals are importing new liberal voters. The party needs a strategy to win over the immigrant vote. I proposed hiring a team of individuals from the Muslim community, Chinese community etc to brainstorm on how to get their message across that if your an immigrant your best to vote conservative because the liberals don’t care about them they just want their vote. Show them how they may never own a home, how their kids will be worse off than them. That buy bringing in about 2 million more immigrants a year it is causing inflation and the affordability crisis. I believe if you can show these immigrant communities the truth they may consider voting conservative. Bit of the conservatives refuse to pivot we will never see another federal conservative govt in our lifetimes. It’s not racist it’s the truth. We need a foreign registry act to kick out foreign entities that harass bully and threaten immigrants in Canada to bend the knee or else. If we have 100 Islamic groups telling their community it’s yo only vote one way charge them with election interference. We need electoral reform badly in Canada. We need to end all immigration to Canada for at least 5 years maybe even 10. We need to deport those here illegally. No more fake asylum claims. This country can still be saved but we need immigrants on board to help save it. We need to remove broadcasting licenses of mainstream media networks that lie and bash conservatives. That’s deliberate political interference. It’s time we enforce the law. No more hate speech or hate crimes against any community especially the Jews. Deport these ppl back to Gaza if they are here on visas or revoke their citizenship and send them packing. We need ICE in Canada like they have in America. It’s long over due. If we get a hold of our borders and we stop the drugs we would have a new trade deal with Trump tomorrow. Carney doesn’t want that because it’s all he has to fear monger ppl oh bad Trump me Tarzan me good bad orange man. Haven’t you had enough now Canada? Wake up before it’s too late for anyone to save this country.
Identity Attack0.3802808
Insult0.16766082
Profanity0.035900343
Threat0.011586283
Severe Toxicity0.012833111
Moderate 0.32074678 Constructive 0.679 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
Surrey BC just declared a state of emergency for losing control of east indian gang violence and extortion... It's all over the news. This is the decade long consequence of BC NDP and liberals corrupt …
Surrey BC just declared a state of emergency for losing control of east indian gang violence and extortion... It's all over the news. This is the decade long consequence of BC NDP and liberals corrupt uncontrolled flood of migrants without screening
Identity Attack0.2700233
Insult0.23237456
Profanity0.021603432
Threat0.015947454
Severe Toxicity0.007858276
Low Tox 0.29405528 Constructive 0.51 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Nothing new. Has been going on for 3 decades now and gotten much worse in the last 11 years. Not only with these but Chinese and Africans too. And it seems there's no end to …
Nothing new. Has been going on for 3 decades now and gotten much worse in the last 11 years. Not only with these but Chinese and Africans too. And it seems there's no end to the problem with Liberals in power
Identity Attack0.27991617
Insult0.0811385
Profanity0.02932342
Threat0.0101363575
Severe Toxicity0.0060653687
Low Tox 0.2540519 Moderate Con 0.374 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
For years I goaded my liberal mate here in rural AB. Tongue firmly in cheek. That the conspiracy theory Project Kali was a real thing. That’s to say the shadowy Indian Illuminati are orchestrating a …
For years I goaded my liberal mate here in rural AB. Tongue firmly in cheek. That the conspiracy theory Project Kali was a real thing. That’s to say the shadowy Indian Illuminati are orchestrating a takeover of Canada with the assistance of quisling politicians. The very ones he votes for by-the-way. Kali is funded by rich Indian billionaires. End-game 2100. When Canada be little more than offshore state of India. Well recently his son was laid off from his job. Replaced by a lower paid Indian worker as prophesied would gradually happen to native workers by whoever outed Project Kali four decades back. Low & behold his lad is now looking to move overseas. Surprise, surprise. My mate has become a big believer in Project Kali. Now even wants an Alberta free of Ottawa.
Identity Attack0.14661247
Insult0.1469393
Profanity0.026454043
Threat0.009955117
Severe Toxicity0.0061798096
Low Tox 0.22311419 Constructive 0.529 Unverified_Claim
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
This is ALL over Canada. Not just "Bramladesh" Brampton. In the past decade, the liberal government has let FLOODS of these third-world people in, with zero English proficiency, zero education, and zero interest in learning …
This is ALL over Canada. Not just "Bramladesh" Brampton. In the past decade, the liberal government has let FLOODS of these third-world people in, with zero English proficiency, zero education, and zero interest in learning about Canadian culture. May they all find JESUS and return to their home country to work hard and make it a better place for their children.
Identity Attack0.2127345
Insult0.07808672
Profanity0.01535229
Threat0.007068211
Severe Toxicity0.0063705444
Low Tox 0.22043827 Moderate Con 0.38 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
It wasnt Canada that broke mmigration, it was done deliberate policy by trudeau liberals and has not stopped with the placement of trudeau 2.0 Carney. It is a deliberate strategy by a group loyal to …
It wasnt Canada that broke mmigration, it was done deliberate policy by trudeau liberals and has not stopped with the placement of trudeau 2.0 Carney. It is a deliberate strategy by a group loyal to unelected billionaires of the WEF. It is a gl9balist ideology that hates democracy, hates the middleclass and wants to create a new feudalism. It was aided and enabled by complicit legacy media that kept silent fir a decade by omitting to report, under reporting what was happening and the issues mass unvetted immigration of ppl without Canadian values, who hate western democracies was creating.
Identity Attack0.04435511
Insult0.14331897
Profanity0.022764845
Threat0.00823333
Severe Toxicity0.004501343
Low Tox 0.20009702 Moderate Con 0.355 Unverified_Claim
Jun 20, 2025 1 likes How Canada broke its immigration …
I live in Brampton, i am all for diversity but where is the diversity if everyone is Indian. I am French originally and i am in a minority of one! Let's be clear, the massive …
I live in Brampton, i am all for diversity but where is the diversity if everyone is Indian. I am French originally and i am in a minority of one! Let's be clear, the massive Indian increase in the population is due to Trudeau's immigration policy, the indians did not jump over the border as some of the comments suggest, they mostly came here legally, and this was done without broad agreement of the Canadian population as a whole. Canadian population went from being 30 million inhabitants to 40 millions in just over a decade, a massive population increase in a short time due mostly to Indian immigration with huge impact on housing , cost of housing, infrastructure, jobs, taxes, etc... The liberals have a lot to answer for the disaster which Canada has become in the last 10 years and yes they got rid off Trudeau, but they are still in power, stiffling the potential economic growth of Canada which should be a rich country instead of being a country where many people live from pay cheques to pay cheques.
Identity Attack0.17226285
Insult0.053791173
Profanity0.01982715
Threat0.0072365063
Severe Toxicity0.0044059753
Low Tox 0.165053 Constructive 0.801
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
LOL, Diab will do NOTHING! With the century project, Carney will ignore the issue. Just like "Bail reform", Sean Fraser does nothing; CBSA will probably seem threatening but they probably will use the honour system …
LOL, Diab will do NOTHING! With the century project, Carney will ignore the issue. Just like "Bail reform", Sean Fraser does nothing; CBSA will probably seem threatening but they probably will use the honour system for self-deportation. Fraser, Miller and Diab accepted immigrants with criminal records. So why hunt down immigrants who are probably contributing to Canada? "Canada has approved entry for more than 17,600 people with a criminal record in last decade " PLUS all the Flight Attendants from India that did not go back to India. CBSA is NOT even close to being like ICE. The judges are lenient to immigrants who break Canadian laws to prevent deportation. The Federal Liberals are more interested in hiding taxpayer money.
Identity Attack0.04925346
Insult0.07396803
Profanity0.028640235
Threat0.010343489
Severe Toxicity0.0044822693
Low Tox 0.16245349 Constructive 0.564
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
And Canadians voted again for the same liberal party that made this mess in the first place. I have nothing against immigrants and immigration but we need to respect each other’s religion and culture and …
And Canadians voted again for the same liberal party that made this mess in the first place. I have nothing against immigrants and immigration but we need to respect each other’s religion and culture and we should not impose our views on others. I believe in practicing your religion and act upon your values, as long as you are not bothering others, while doing so. The government has really messed up beautiful Canada, within this past decade. So sad
Identity Attack0.07094744
Insult0.053791173
Profanity0.011902207
Threat0.006162008
Severe Toxicity0.0017356873
Low Tox 0.12260055 Constructive 0.771
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
In the United States, Canada, Australia, and Europe, ethnic populations are being replaced. Within the next two decades, people with roots in these regions will become a minority. The worst part is that you will …
In the United States, Canada, Australia, and Europe, ethnic populations are being replaced. Within the next two decades, people with roots in these regions will become a minority. The worst part is that you will be walking on eggshells due to cultural differences. All of this can be blamed on liberal politicians who allowed such population replacement. This is a real-world version of the Hunger Games. Good luck, everyone—as Effie from the Hunger Games always says: “May the odds be ever in your favor!
Identity Attack0.0440973
Insult0.0573046
Profanity0.023311393
Threat0.0091524795
Severe Toxicity0.003376007
Low Tox 0.11388343 Constructive 0.514 Unverified_Claim
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.