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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: "Follow the money…who paid and …" 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 …
It is absolutely unacceptable that someone being paid over 300 thousand can't answer questions or follow along a basic conversation. Canadians are very sick and tired of the immigration system, paying for people who should …
It is absolutely unacceptable that someone being paid over 300 thousand can't answer questions or follow along a basic conversation. Canadians are very sick and tired of the immigration system, paying for people who should be deported and all money towards Ukraine!! Enough is enough as us taxpayers are tapped out.
Identity Attack0.28034934
Insult0.34203702
Profanity0.023379711
Threat0.00967031
Severe Toxicity0.009689331
Moderate 0.36095104 Constructive 0.524 Policy_Critique
Feb 26, 2026 250 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own pocket for their medical expenses. Nothing should be paid by the host country...NOTHING. I don't have any recollection of ever going to a restaurant or hotel/motel and the country that im visiting is covering ALL OF MY LIVING COSTS DURING MY ENTIRE STAY. SO WHY SHOULD CANADA PAY TO HAVE THESE IMMIGRANTS IN THE COUNTRY, TAKING OUR JOBS, YET WE AS TAXPAYERS PAY FOR EVERYTHING FOR THEM. UH-UH, NO WAY, THATS NOT RIGHT. THEY should not have (or require) an interpretor in court, government office, at a traffic stop or anywhere. If the roles were reversed, Canadiens going to their foreign land definitely WOULD NOT RECEIVE ALL OF THE BENEFITS THAT THEY RECEIVE FROM OUR COUNTRY CALLED CANADA. People MUST VOICE THEIR opinions about their own lives and how these immigrants are raping our country for everything it has, and yet true Canadians get to lose more and more of their precious homeland. Ive seen muslim women and their children make some makeshift porter-potty curtained up where the deficate, and urinate in a hole dug into the sand ON THE BEACH and when they're ready to leave, they bury up the hole in the (BEACH SAND) sand, remove their tent and walk off the beach leaving behind them (I guess for Canadians to enjoy their presence on our soil) their little disgusting biohazard ☣️ waste in a public place where everyone walks bear foot, and use their bare hands. Thats simply revolting. JUST IMAGINE THE NEXT DAY, THAT A CANADIAN CHILD DIGS IN THE SAND TO PLAY WITH THRIR TOY CARS ETC. WHAT DISGUSTING MESS TO FIND AT THE BEACG. WHAT SICKNESSES DO THESE MUSLIMS (OBSERVED LEAVING THAT MINI SEPTIC SYSTEM THE PREVIOUS DAY) HAVE, AND WILL GET THE TRUE CANADIANS ILL AS A RESULT OF THEM IMPOSING THEIR FILTHY CULTURE WITH THEM. Frankly, as for myself, i can very well do without their presence because they do not respect our beautiful Canada. They're violent, rape and gang rape our young girls, attack our Canadians, won't assimilate to the ways of this country, wont speak our 2 official languages, wont follow our laws, bring with them the criminal element of using guns and knives and unspeakable violence. Please government of Canada; SEND THEM IMMEDIATELY BACK TO THEIR COUNTRY NEVER TO RETURN. From Canada 🇨🇦 ❤❤❤❤i subscribed, and love your message ❤️ on your channel. From Canada 🇨🇦 ❤️❤️❤️
Identity Attack0.15731181
Insult0.071433455
Profanity0.023243073
Threat0.0072235605
Severe Toxicity0.0064086914
Low Tox 0.20032968 Constructive 0.663 Policy_Critique
Aug 29, 2025 Why Canadians Are Turning Against …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own …
And these immigrants (all of them) must come to Canada after a very rigorous vetting screening process, bring their own money to support themselves during their entire stay in Canada, pay out of their own pocket for their medical expenses. Nothing should be paid by the host country...NOTHING. I don't have any recollection of ever going to a restaurant or hotel/motel and the country that im visiting is covering ALL OF MY LIVING COSTS DURING MY ENTIRE STAY. SO WHY SHOULD CANADA PAY TO HAVE THESE IMMIGRANTS IN THE COUNTRY, TAKING OUR JOBS, YET WE AS TAXPAYERS PAY FOR EVERYTHING FOR THEM. UH-UH, NO WAY, THATS NOT RIGHT. THEY should not have (or require) an interpretor in court, government office, at a traffic stop or anywhere. If the roles were reversed, Canadiens going to their foreign land definitely WOULD NOT RECEIVE ALL OF THE BENEFITS THAT THEY RECEIVE FROM OUR COUNTRY CALLED CANADA. People MUST VOICE THEIR opinions about their own lives and how these immigrants are raping our country for everything it has, and yet true Canadians get to lose more and more of their precious homeland. Ive seen muslim women and their children make some makeshift porter-potty curtained up where the deficate, and urinate in a hole dug into the sand ON THE BEACH and when they're ready to leave, they bury up the hole in the (BEACH SAND) sand, remove their tent and walk off the beach leaving behind them (I guess for Canadians to enjoy their presence on our soil) their little disgusting biohazard ☣️ waste in a public place where everyone walks bear foot, and use their bare hands. Thats simply revolting. JUST IMAGINE THE NEXT DAY, THAT A CANADIAN CHILD DIGS IN THE SAND TO PLAY WITH THRIR TOY CARS ETC. WHAT DISGUSTING MESS TO FIND AT THE BEACG. WHAT SICKNESSES DO THESE MUSLIMS (OBSERVED LEAVING THAT MINI SEPTIC SYSTEM THE PREVIOUS DAY) HAVE, AND WILL GET THE TRUE CANADIANS ILL AS A RESULT OF THEM IMPOSING THEIR FILTHY CULTURE WITH THEM. Frankly, as for myself, i can very well do without their presence because they do not respect our beautiful Canada. They're violent, rape and gang rape our young girls, attack our Canadians, won't assimilate to the ways of this country, wont speak our 2 official languages, wont follow our laws, bring with them the criminal element of using guns and knives and unspeakable violence. Please government of Canada; SEND THEM IMMEDIATELY BACK TO THEIR COUNTRY NEVER TO RETURN. From Canada 🇨🇦 ❤❤❤❤
Identity Attack0.1508922
Insult0.070799805
Profanity0.023174755
Threat0.0072106146
Severe Toxicity0.0063705444
Low Tox 0.19986437 Constructive 0.615 Policy_Critique
Aug 29, 2025 Why Canadians Are Turning Against …
This is a slap in the face to someone who spent over a year preparing to come to Canada. I spent tume and effort and lots of money and sleepless nights to make a perfect …
This is a slap in the face to someone who spent over a year preparing to come to Canada. I spent tume and effort and lots of money and sleepless nights to make a perfect application. I made sure I be 100% honest bcuz its mainly part of my religion. When i got accepted and came , I counted the hours in my part time and paid attention that i dont work any extra min over my 20 hours during studies, I did the same for my PGWP and PR application. Its hurts my soul that someone can be dishonest and gets a slot in the quota competing with people who are doing it like me. Its insulting. If those ppl who are not decent enough to submit an honest application and follow the rules they should not be allowed a spot in the quota. They should be removed and sent back to where they came from. Canada should bot tolerate frauds. We literally came gere for a better life , a safer life. By accepting frauds in, you're telling future applicanys to cheat thier way into here.
Identity Attack0.019676208
Insult0.0623257
Profanity0.027683776
Threat0.012078222
Severe Toxicity0.0036621094
Low Tox 0.121732734 Constructive 0.695 Personal_Narrative
Oct 31, 2025 IRCC Names India in Study …
Follow the money…who paid and funded these people’s acts!
Follow the money…who paid and funded these people’s acts!
Identity Attack0.0022661188
Insult0.014960921
Profanity0.01086035
Threat0.006763986
Severe Toxicity0.0009965897
Low Tox 0.030270588 Low Con 0.217 Unverified_Claim
Feb 19, 2026 Canadian immigration officers investigating hundreds …

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.