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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: "Interesting that you focus on …" 6 comments
Interesting that you focus on the cost of removal rather than the cost of fake asylum seekers (fraudsters) coming or staying.
Interesting that you focus on the cost of removal rather than the cost of fake asylum seekers (fraudsters) coming or staying.
Identity Attack0.1294935
Insult0.30326313
Profanity0.021330157
Threat0.011405042
Severe Toxicity0.0076293945
Moderate 0.31963667 Moderate Con 0.334 Policy_Critique
Dec 31, 2025 Deportations From Canada at Their …
More BS from a supposedly neutral balanced media outlet. At least when the CBC have a panel they have one from each party. Here are the facts. The Honourable Lena Metlege Diab is the current …
More BS from a supposedly neutral balanced media outlet. At least when the CBC have a panel they have one from each party. Here are the facts. The Honourable Lena Metlege Diab is the current Minister of Immigration, Refugees and Citizenship. She was appointed to the role in May 2025 by Prime Minister Mark Carney following the April 2025 federal election. Her current activity is defined by a shift toward more restrictive and "talent-focused" policies. Here is the technical breakdown of her recent initiatives: 1. 2026 Express Entry Overhaul On February 18, 2026, Diab announced significant adjustments to the Express Entry system. The primary objective is to transition from broad intake to "sustainable levels" while addressing specific labor gaps. * New Categories: Streams were added for researchers, senior managers, transport occupations (pilots/mechanics), and foreign military personnel recruited by the Canadian Armed Forces. * Medical Priority: A specific category was introduced for foreign medical doctors already possessing Canadian work experience. * Tightened Requirements: She doubled the category-specific work experience requirement from 6 months to 12 months. This move is designed to narrow the candidate pool and prioritize those with deeper integration into the Canadian labor market. 2. Legislative Reform (Bill C-12) Diab is currently championing a major immigration and border security bill (C-12), which is moving through its third reading in the Senate as of February 26, 2026. * Executive Power: The bill grants the Governor in Council (acting on cabinet advice) broad authority to vary, cancel, or suspend immigration documents and applications in the "public interest." * Asylum Restrictions: Diab has been vocal about curbing what she terms "fraudulent" claims. The legislation proposes making anyone who has been in Canada for over a year ineligible to claim asylum, and it restricts claims from those entering via land borders outside official ports of entry. 3. Shift in Strategy The Minister’s rhetoric marks a pivot from previous Liberal administrations. Her current messaging focuses on "taking back control" of immigration levels. While she continues to promote the recruitment of "the best and brightest," she has explicitly stated the government's goal is to reduce the total annual number of both permanent and temporary residents. Summary Table | Focus Area | Recent Action | |---|---| | Express Entry | Increased experience threshold to 12 months; added military/researcher streams. | | Asylum Policy | Supporting Bill C-12 to restrict claims made after 1 year of residency. | | Staffing | Recently appointed Isaac MacDonald (former P.E.I. Liberal executive) as Director of Parliamentary Affairs.
Identity Attack0.008916483
Insult0.07365121
Profanity0.10054382
Threat0.007353018
Severe Toxicity0.00459671
Low Tox 0.15490346 Constructive 0.655 Unverified_Claim
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest …
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest in studying or completing the degree, just to get entry into the country. They then either drop out after registering or first semester and or work illegally and send money back home. Governments focus too much on capping work and other visas paying little attention to the obvious backdoor routes student visas provide.
Identity Attack0.09162762
Insult0.030926194
Profanity0.023516348
Threat0.008103873
Severe Toxicity0.002784729
Low Tox 0.10956833 Constructive 0.601
Oct 19, 2025 IRCC Names India in Study …
Religion has nothing to do with immigration, why missing up all this ...let focus on Immigration politics and fixing what broken instead of pointing fingers. everyone is taking opportunities as majorities of Canadians other otherwise …
Religion has nothing to do with immigration, why missing up all this ...let focus on Immigration politics and fixing what broken instead of pointing fingers. everyone is taking opportunities as majorities of Canadians other otherwise white, African, India or Asian we are all immigrant except native people. so let fix the issue we are having with immigration and government politics and irresponsibility's ... government must focus on peoples instead of group of peoples interest
Identity Attack0.08087392
Insult0.022770792
Profanity0.011458136
Threat0.0065115434
Severe Toxicity0.001821518
Low Tox 0.10089093 Constructive 0.673
Aug 29, 2025 Why Canadians Are Turning Against …
Tyler, I was very interested in the topic of volunteer firefighters in your video about New York related to the Jewish community. I hope that someday I can come to Chile and film firefighters, myself …
Tyler, I was very interested in the topic of volunteer firefighters in your video about New York related to the Jewish community. I hope that someday I can come to Chile and film firefighters, myself included. We are volunteers, meaning it's not a job as such; we don't receive a salary or anything like that. We only focus on our vocation and sacrifice.
Identity Attack0.06704199
Insult0.01767874
Profanity0.023994578
Threat0.01187109
Severe Toxicity0.0036811829
Low Tox 0.08716487 Constructive 0.806 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
The Liberals are spending billions to win votes. They don’t seem to prioritize Canadians’ long-term interests. Instead, it feels like they are focused on gaining power and using taxpayer money for their own benefit.
The Liberals are spending billions to win votes. They don’t seem to prioritize Canadians’ long-term interests. Instead, it feels like they are focused on gaining power and using taxpayer money for their own benefit.
Identity Attack0.012441003
Insult0.02373764
Profanity0.010228404
Threat0.0060778605
Severe Toxicity0.0009870529
Low Tox 0.046120718 Moderate Con 0.341 Policy_Critique
Feb 24, 2026 7 likes 'We do know that there's …

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.