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Canadian Immigration Dashboard [ CID ]
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: "Canada should hit back with …" 6 comments
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 …
"Immigrants are complaining about immigrants" that hit hard. What the heck is going on in Canada? I want my country back
"Immigrants are complaining about immigrants" that hit hard. What the heck is going on in Canada? I want my country back
Identity Attack0.40713623
Insult0.29383746
Profanity0.36230123
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.4394682 Moderate Con 0.498 Identity_Assertion
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. It is nothing but people from India. They're Punjab, people from Nigeria, Africa, and the Philippines, and in my experience. I am a blind, white single woman who owns my condo and a perfect parking spot for 8 years. I have bean horrifically harassed, buy these people. Because I would not bow down to their demands to give them my parking stall. They used the Calgary city police as weapons against me. Calling them and telling them I am a child molester, because I was Videoing in public videoing, taking evidence Of what is going on around here? Witches, my constitutional right? They called the cops telling them, I am a racist, a drug dealer, and a killer. They almost we're successful in having my nephew arrested telling the police that he hit their little cockroaches. With his car, the black cop that I invited into my home stupidly. Was Very hot and waning arrest both of us, but there was no damage on the car. No damage on their little cockroaches, no charges, but the black cop 2 hours later cold because he wanted my nephew's license plate number. He was probably trying to catch him driving dirty, but never called back. So he didn't find anything. These people have threatened to shoot me. They have threatened big consequences. They have threatened to slap the f out of me. They have threatened to pop the pimples out of my eyes. And when they found out that I was blind, that's when they ramped up the harassment, the cops did nothing about the threats towards me when they told the cops that we I threatened to kill them. They are the ones that threaten to chop my nephew and his dog up. The cops never did anything about their threats. They told me to stay in my unit for safety or move for my safety. The condo corporation refuses to do anything as well. So if anyone nose a good civil rights lawyer, please reply to me. Because I fear for my life, this is no joke and because I have to move. I will have a good case to sue the condo corporation as I feel unsafe. These people from these countries do not like people. With disabilities, they believe that we are a curse and that we are a waste of society.
Identity Attack0.3780483
Insult0.32682732
Profanity0.14402086
Threat0.02250864
Severe Toxicity0.019998873
Moderate 0.36095104 Constructive 0.759 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or …
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or an irregular crossing he did not want to turn into a national morality play. For years, he has warned Canadians that the country is being overrun by “illegal border crossers,” “queue jumping asylum seekers,” and “abusers of the system.” He delivers these warnings with the solemnity of a man announcing a biblical plague, not a handful of exhausted families walking across a ditch in Quebec. In Poilievre’s political universe, Roxham Road is not a rural footpath. It is a symbol of national decline. It is chaos incarnate. It is the place where the rule of law goes to die. It is, in short, the perfect stage upon which he can perform his favorite role: the lone defender of order in a world gone soft. At least, that is the story he tells the public. The private story, as publicly reported, is considerably less heroic. The Public Record That Refuses to Behave: According to reporting from The Breach and the National Observer, someone described as the uncle of Poilievre’s spouse has an immigration history that reads like a greatest hits compilation of everything Poilievre claims to oppose. The reporting outlines that he entered Canada and made a refugee claim. That claim was refused. A deportation order was issued. He later re-entered Canada through Roxham Road. He then filed a humanitarian and compassionate application. Poilievre’s spouse reportedly helped prepare that application. This is not fringe gossip. This is what journalists documented through correspondence, interviews, and immigration records. In other words, the exact pathway Poilievre condemns as “abuse of the system” is the same pathway publicly reported to have been used by someone connected to him. And suddenly, the man who treats Roxham Road like a national security breach becomes quieter than a library at midnight. The slogans stop. The outrage evaporates. The border, once a sacred line, becomes a flexible suggestion. The Rhetoric: A Symphony of Outrage: Poilievre’s immigration rhetoric is a carefully orchestrated performance. He warns that irregular border crossings undermine the rule of law. He insists humanitarian and compassionate applications are loopholes. He claims the system is being gamed. He declares that Canada must “take back control.” He delivers these lines with the moral certainty of a man who believes compassion is a gateway drug. In his speeches, asylum seekers are not people. They are symbols. They are props. They are the raw material from which he fashions his political identity. He is the sheriff. They are the threat. The border is the battleground. And Canada is the damsel in distress. It is a compelling narrative. It is also a narrative that collapses the moment it becomes personally inconvenient. The Reality: A Study in Elastic Principles: When someone connected to Poilievre uses the very same system he condemns, the rules change with breathtaking speed. Irregular border crossings are no longer a crisis. They are a misunderstanding. A technicality. A regrettable but understandable choice. Humanitarian and compassionate applications are no longer loopholes. They are legitimate pathways. Necessary tools. Evidence of a compassionate system. The border is no longer a sacred line. It is a suggestion. A guideline. A flexible concept open to interpretation. It is a remarkable transformation, like watching a man insist that jaywalking is a crime against humanity until his friend does it, at which point it becomes a misunderstood act of civic expression. The Political Convenience of Shifting Standards: Poilievre’s political identity is built on the idea that he alone will restore order. He alone will enforce the rules. He alone will protect Canada from the chaos of irregular migration. But the moment the rules become inconvenient, they are no longer rules. They are preferences. They are vibes. They are whatever he needs them to be in the moment. This is not a minor contradiction. It is a fundamental collapse of the moral architecture he has built his political brand upon. If irregular crossings are a crisis, then they are a crisis for everyone. If humanitarian applications are loopholes, then they are loopholes for everyone. If the system is broken, then it is broken for everyone. But Poilievre’s version of justice is not universal. It is conditional. It is situational. It is deeply, profoundly personal. The Broader Pattern: Institutions Are Sacred Until They Are Not: This is not the first time Poilievre’s principles have proven to be more flexible than advertised. He has attacked the Supreme Court of Canada when its rulings do not align with his political needs. He has accused the justice system of being too lenient when it suits him and too harsh when it does not. He has framed himself as the defender of institutions while undermining them whenever they become inconvenient. It is a pattern. It is a habit. It is a worldview. And it reveals something essential about his politics. For Poilievre, institutions are not pillars of democracy. They are tools. They are props. They are instruments to be used when helpful and discarded when not. The Satirical Truth: A Philosophy in One Sentence: Pierre Poilievre’s immigration philosophy can now be summarized with clinical precision: Canada must crack down on irregular border crossings, except for the ones that are fine. And he will decide which ones are fine. It is a stance that bends so far backward it could qualify for a gymnastics medal. It is a stance that reveals more about political convenience than national security. It is a stance that exposes the gap between what Poilievre says and what Poilievre does. And it is a stance that makes one thing abundantly clear. Polievre's Hypocrisy
Identity Attack0.10221587
Insult0.28586254
Profanity0.023379711
Threat0.00866054
Severe Toxicity0.007209778
Moderate 0.30439767 Constructive 0.557 Policy_Critique
Feb 23, 2026 LILLEY UNLEASHED: The fall of …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto shelters in what seemed like a blink of a eye every shelter became 80% north African Muslim men ,they were given cash allowances to buy their own food $80 a day plus welfare cheques once a month boosted up with TTC allowance $157 clothing allowances and yes they were all given money to buy laptops and smart phones apparently so they can keep in touch with their families back in Africa, in the last shelter I stayed in there was only 6 white Canadian born homeless people living there and 94 north Africans whom we started to notice were being housed only to have the next one take up their cott space housed yes and when we started looking into how they were getting housed so fast when we were apparently on a 37,000 name waiting list for housing with our housing workers telling us it will take 10 years if we are lucky then we found out about the secret housing program that these fresh off the boat immigrants were getting market value apartments of their choice you pick the government pays one African we befriended ( he wasn't a believer in Islam shush or they'll kill him) got a 1 bedroom condo apartment over looking Toronto's Island airport $2,700 a month and the government payed for all his furnishings, so now we knew and we approached the on site housing workers asking why we weren't told about COHB at first they tried to deny it existed but researching we had all the information first these COHB forms were to be handed out to those with seniority length of stay so as to cut out on abuse being that they are worth over $250,000 after ten years of paying your rent as in free housing for life , then we discovered the staff were making false entries on our files claiming some of us lost our seniority for fighting claiming we were kicked out for 14 days others for smoking violations what they didn't think we knew was on admission to any shelter you sign a agreement that they are videoing you and keeping a file on you that also stated we are allowed to have up to date copies of our files then during the 2 weeks we were supposedly kicked out we asked for the videos from that period once they realized we had a advocate working for us who a l so supplies lawyers to us should we need so they got caught then management called us all up for a meeting and that's when we hit him with a bombshell yes the shelters are staffed with immigrants from the same African countries this Hoard is coming from and we have a sworn statement saying they are charging $10,000 for these guaranteed housing forms yes $10,000 that's what our none Muslim African shelter friend payed for his form and why he's now living free in easily close to a million dollar condo and believe me the cars parked there show it, ok so after we busted them guess what 6 whites who were all born in Canada and have lived a average of 3.5 years in a shelter all got housed in apartments of our choosing mind we did get ours fully furnished by the government like all these illegal Christian hating islamists get free housing free food free clothing free medical free dental free prescription drugs and a free huge monthly welfare cheque Rebel news please contact us we want every Canadian to know what's going on and how we Canadians are being left out, p.s just go to any money transfer business at the end of the month and you'll see line ups of these north Africans wiring money back to their wives and families even boxing up all the mountains of free clothing sending it to Africa same what they're doing with all the prescription drugs they are getting for free everything is about making money taking taking taking not putting anything back , now I sleep soundly no one stealing my belongings no more catching a different cold every week no more being called a filthy infidel which seems to be their favorite word COHB look that up and if your living paycheck to paycheck working 2 jobs just get to a shelter say one with 94 Africans who will all be housed shortly leaving you the most seniority easy peasy but remember to keep a eye on your file for false entries or borrow $10,000 to buy one
Identity Attack0.20878418
Insult0.0777699
Profanity0.025770858
Threat0.007819066
Severe Toxicity0.0075531006
Low Tox 0.20102765 Constructive 0.78 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
If you order a dish you will get every content of it not the cheese only. ... Illegal immigration is always worst but you have invaded countries together with United States, canada supported US Karma …
If you order a dish you will get every content of it not the cheese only. ... Illegal immigration is always worst but you have invaded countries together with United States, canada supported US Karma always hits back
Identity Attack0.1294935
Insult0.070799805
Profanity0.0138151245
Threat0.008556974
Severe Toxicity0.004558563
Low Tox 0.1996317 Moderate Con 0.379 Moral_Argument
Nov 2, 2025 1 likes 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.