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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

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

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Active: "This is a planned destruction …" 4 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 …
They didn’t bring them in for the aging population this is a depopulation plan. Georgia Guidestones. The elites look at humanity as animals to be culled. We are parasites to them. It is in our …
They didn’t bring them in for the aging population this is a depopulation plan. Georgia Guidestones. The elites look at humanity as animals to be culled. We are parasites to them. It is in our movies, award shows, Olympic shows, they se xualize children and trans is another way to castrate to end goal of legalizing pe do phelia. Demonize Christianity as our God is the only one they fear. Take total control of everything in our lives until we give up. The government gave us maid, the bioweapon needle of which Trudeau owns a patent. The immigrants don’t care as government funds them with tax payer dollars yearly (from an immigrant $82 000. Per yr) I worked for 30 yrs and never made that amount. So bankrupting our pension funds because pretty sure that was done decades ago purposefully. Immigrants get way more than a persons pension which is no longer enough to live on and if you get sick you can opt out of life. Globalists are a death cult. You can see it in the decline destruction of so many countries, how they go after children, the men and women born to their countries, how they cause division, how they laugh in our faces. So immigrants if you think that you have it made don’t be surprised when they come for you. Trump is the only leader who is taking these people out. He has people behind him protecting him. He has been in a war with the globalists since he was first elected president. Before Trump there were people fighting against the plans of these elites. They feed on fear, hopelessness, anger, despair, so do not let them put you in that low vibration. Be hopeful, loving, joyful, peaceful, show strength protest the government, the judiciary look into common law as opposed to maritime law. We have been lied to about history, medicine, natural medicine they demonized, religion, education, etc Think critically, and pray get close to God.
Identity Attack0.42615733
Insult0.40420914
Profanity0.22889622
Threat0.13127698
Severe Toxicity0.02378681
Moderate 0.43230394 Constructive 0.614
Sep 8, 2025 Why Canadians Are Turning Against …
This is a planned destruction of Canada. Invasion
This is a planned destruction of Canada. Invasion
Identity Attack0.2781757
Insult0.0838533
Profanity0.025634222
Threat0.13498579
Severe Toxicity0.014705247
Moderate 0.32712606 Low Con 0.201 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
time to stop listening to the apoligists for mass immigrtion, and start listening to the people of Canada. Neo-liberal mass immigration policies have exploited Canadians support for immigration to implement such a broken, destructive immigration …
time to stop listening to the apoligists for mass immigrtion, and start listening to the people of Canada. Neo-liberal mass immigration policies have exploited Canadians support for immigration to implement such a broken, destructive immigration policy that Canadians support for immigration was exhausted and then inverted. This is entirely the fault of the mass immigration zealots who prioritized vast numbers over every rational consideration like housing capacity, healthcare capacity, community safety, and social cohesion, These policies have turned Canada from a society highly supportive of immigration into a society outraged by the utter failure of government to vett immigrants, remove criminals or plan to provide services that correlate with the number of immigrants.
Identity Attack0.06613251
Insult0.0811385
Profanity0.015010698
Threat0.008311004
Severe Toxicity0.0035095215
Low Tox 0.15987846 Constructive 0.599 Policy_Critique
Dec 30, 2025 1 likes Deportations From Canada at Their …

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.