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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: "Liberal policy is and continues …" 5 comments
This is a horrible situation on both ends and the fact that its all 100% administration failure is sad. Its not fair to anyone not even the immigrants. They keep bringing in more people then …
This is a horrible situation on both ends and the fact that its all 100% administration failure is sad. Its not fair to anyone not even the immigrants. They keep bringing in more people then the economy can afford to live here I frankly find it ridiculous. I want to know whats driving these policies to continue. My parents came to canada 25 years ago, they payed thousands of dollars to get status here. Now people are getting in as cheap labour that can't even afford to live here so they dogpile 10-15 people in the same 2-3 bedroom apartments or houses and the infrastructure is still being built on the logic of single families when in the reality thr opposite is happening we have sudden crowding because rent is unaffordable due to the massive influx of people, including canadian born nationals that are forced to live in these environments if they don't have support- Its crazy why not close your borders stabilize rebuild infrastructure then slowly work on immigration policies again when the housing market and job market are stable again. Theres absolutely no reason to cite labour shortages when theres an unemployment rate and homeless people everywhere- close the borders- get homes built, throw heavy incentives to join and get educated on any productive field that has a shortage upto and including providing shelter to canadian citizens that decide to pursue these fields and are homeless. Have a fast track rotating incentive down to the year along with guaranteed on job training for all occupations. Such a simple solution so stupid we can't execute it. Too busy squabbling liberal conservative baseline rhetoric that we made ourselves blind to the human cost in our own borders.
Identity Attack0.10221587
Insult0.34032786
Profanity0.096805766
Threat0.008867673
Severe Toxicity0.008163452
Moderate 0.3302291 Constructive 0.768
Oct 2, 2025 1 likes IRCC Names India in Study …
Liberal policy is and continues to be failing Canadians !
Liberal policy is and continues to be failing Canadians !
Identity Attack0.25986546
Insult0.21836096
Profanity0.016172111
Threat0.007327127
Severe Toxicity0.005683899
Low Tox 0.2922276 Low Con 0.267 Policy_Critique
Feb 24, 2026 23 likes 'We do know that there's …
For nearly 20 years, Conservatives have been warning Canadians about the challenges we are now facing but every time, they were dismissed and branded as “racist” for simply pointing out the obvious. Meanwhile, grassroots Canadians …
For nearly 20 years, Conservatives have been warning Canadians about the challenges we are now facing but every time, they were dismissed and branded as “racist” for simply pointing out the obvious. Meanwhile, grassroots Canadians along with immigrants who came here in the ’70s, ’80s, and ’90s had one goal in mind to work hard, build a better life, and help "make Canada a stronger and more prosperous country". Their efforts over the last 60 years are clear in the Canada we inherited. In contrast, the Liberal and NDP approach has been to ignore these warnings and push policies that are eroding the very foundations of what made this country thrive. Instead of focusing on integration, responsibility, and opportunity, they are enabling divisions and importing problems rather than solutions. So, to the commenters who keep voting Liberal and NDP: thank you because you are ensuring this decline will continue.
Identity Attack0.10221587
Insult0.076502606
Profanity0.015864678
Threat0.0074824756
Severe Toxicity0.0034713745
Low Tox 0.15822013 Constructive 0.721
Sep 19, 2025 14 likes Inside Canada's Indian Metropolis (Brampton)
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 …
Problem is the people keep electing liberal progressive woke making policies against its own people. Till people wake up you all going to the drain. We here in US at lease hold the line for …
Problem is the people keep electing liberal progressive woke making policies against its own people. Till people wake up you all going to the drain. We here in US at lease hold the line for a while with Trump in office hoping the next one will continue his fight for his people. Canadians are the one to blame and not this politicians. Elbow up huh??? You really don’t know how Trump trying to save North America and recalibrate it for the goodness of its people living in it.
Identity Attack0.041003603
Insult0.054962315
Profanity0.015249812
Threat0.0074048014
Severe Toxicity0.0024318695
Low Tox 0.112643376 Constructive 0.506 Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …

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.