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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

click to expand

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: "He resigned why is he …" 10 comments
Immigration has been a joke for years took my wife 10 months to get PR in 2017 now she is a Canadian citizen contributing to Canada trudope and his morons let in a boatload of …
Immigration has been a joke for years took my wife 10 months to get PR in 2017 now she is a Canadian citizen contributing to Canada trudope and his morons let in a boatload of unskilled multiple children asylum seekers??? Who now drive brand new cars b3cause trudope pays for their rent the food etc and what do they do ? Door dash skip the dishes drivers they are a drag on society BUT if u need a home care worker to look after our disabled people u can’t bring in foreigners, those agencies are in dire need of staff but trudope brings in door dash drivers thank god that drama queen resigned in disgrace
Identity Attack0.3817989
Insult0.54471385
Profanity0.26638454
Threat0.012181788
Severe Toxicity0.023505108
Moderate 0.509388 Constructive 0.541 Insult Policy_Critique
Jun 20, 2025 How Canada broke its immigration …
These ladies working in in CIRC are useless, just taking their salaries, no definite statistics to prove. All of you in that panel answering the MP should resign.
These ladies working in in CIRC are useless, just taking their salaries, no definite statistics to prove. All of you in that panel answering the MP should resign.
Identity Attack0.09410924
Insult0.5678696
Profanity0.08775374
Threat0.012078222
Severe Toxicity0.013995127
Moderate 0.48141238 Low Con 0.237 Insult
Oct 1, 2025 IRCC Names India in Study …
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 …
$420 a year wow that will cover the extra $1800 in food inflation we will be spending this year what a joke clowney and the lieberals need to stop printing money for refugees and ukraine …
$420 a year wow that will cover the extra $1800 in food inflation we will be spending this year what a joke clowney and the lieberals need to stop printing money for refugees and ukraine and get our resources out there or resign.
Identity Attack0.06294931
Insult0.47384647
Profanity0.07482228
Threat0.009851551
Severe Toxicity0.009346008
Moderate 0.42349213 Low Con 0.208 Policy_Critique
Jan 11, 2026 Canada’s new rules in 2026
She needs to resign or be fired!
She needs to resign or be fired!
Identity Attack0.010433395
Insult0.16266862
Profanity0.03389629
Threat0.34804323
Severe Toxicity0.012359619
Moderate 0.33504707 Low Con 0.18 Call_To_Action
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Aiesha Zafar, if you dedicated half the amount of time to researching the data necessary for this hearing as you have spent observing yourself in a mirror, you could enhance your credibility. You are a …
Aiesha Zafar, if you dedicated half the amount of time to researching the data necessary for this hearing as you have spent observing yourself in a mirror, you could enhance your credibility. You are a disgrace to the position, even if you possess a Bachelor of Commerce (Honours) degree in Finance from the University of Manitoba and a Master of Arts degree in War Studies from the Royal Military College. I didn't complete high school nor attend a university, but I do know one thing: Pretending to be something one is not inevitably catches up with them. You have accepted the responsibilities associated with this role and assert to possess over 20 years of experience that extends into this particular field. Cease squandering both time and financial resources (taxpayers). Either take control of your responsibilities or resign, thereby permitting yourself to spend additional time frolicking in the dance studio, akin to a child.
Identity Attack0.010729378
Insult0.35505778
Profanity0.051932767
Threat0.00746953
Severe Toxicity0.0065612793
Moderate 0.32289913 Moderate Con 0.494 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Incompetence on all levels. Taxpayers need accountability and transparency. If someone can’t do the job, RESIGN !!!
Incompetence on all levels. Taxpayers need accountability and transparency. If someone can’t do the job, RESIGN !!!
Identity Attack0.0058086636
Insult0.19967617
Profanity0.014976538
Threat0.009100696
Severe Toxicity0.0032806396
Low Tox 0.24282593 Low Con 0.254 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
It’s so funny this government is blindly allowing false refugee claims Even in countries where there are no violence whatsoever many have claimed refugee status . And this liberal government even without proper encouery let …
It’s so funny this government is blindly allowing false refugee claims Even in countries where there are no violence whatsoever many have claimed refugee status . And this liberal government even without proper encouery let them get that status are now enjoying our hard earned tax money free housing cash dental schooling college furniture even laptops??? accepted them as real refugees leaving real genuine refugees and law abiding educated hard working emigrants in the fray . Shocking Canada 🇨🇦 The emigration minister should resign cause some of them may have police records gangsters rapists we do not know Time Canada imported good decent hard working emigrants without police record
Identity Attack0.1007269
Insult0.12159709
Profanity0.023106437
Threat0.0077802283
Severe Toxicity0.0049972534
Low Tox 0.20172562 Constructive 0.528 Policy_Critique
Dec 21, 2025 IRCC Names India in Study …
the immigration Minister couldn't even show up for question period today because it was so bad yesterday she's hiding hopefully for Canadian she's preparing her resignation speech
the immigration Minister couldn't even show up for question period today because it was so bad yesterday she's hiding hopefully for Canadian she's preparing her resignation speech
Identity Attack0.01465176
Insult0.028722567
Profanity0.0113385795
Threat0.0068287146
Severe Toxicity0.0014400482
Low Tox 0.06896287 Moderate Con 0.318 Policy_Critique
Feb 26, 2026 17 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
When is Carney resigning ? Epstein 69 times ! ????
When is Carney resigning ? Epstein 69 times ! ????
Identity Attack0.0017296498
Insult0.017012933
Profanity0.011441057
Threat0.0064985976
Severe Toxicity0.0009393692
Low Tox 0.032391842 Low Con 0.172 Question
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

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.