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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

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Active: "A balanced Canada will make …" 4 comments
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until …
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until they opened the gates to India like it’s another bus stop away from India. Since then there have been so many illiterate people that fraudulently came here and keep trying to make Canada like back home which needs to stop. The reputation of Indian people which used to be hard working and family people is getting ruined by people that come here to give back nothing to Canadian economy. People that used to come into Canada came in with a dream but now it feels like just visiting another Indian state especially Brampton……… hopefully this stops but with the monkeys that have currently taken over Canadian parliament i hardly see an end to this.
Identity Attack0.2808415
Insult0.24928534
Profanity0.036401358
Threat0.008194493
Severe Toxicity0.00831604
Low Tox 0.29771072 Constructive 0.607 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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 …
A balanced Canada will make all happy I have sent nearly 600 resumes no succeed can’t find a job/affordable housing sleeping in my Car 😔
A balanced Canada will make all happy I have sent nearly 600 resumes no succeed can’t find a job/affordable housing sleeping in my Car 😔
Identity Attack0.0050687063
Insult0.012224905
Profanity0.010313802
Threat0.0070164283
Severe Toxicity0.0010681152
Low Tox 0.025910228 Constructive 0.618 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Thanks for opening up dialogue and interviewing a pretty wide range. Immigration does make Canada beautiful when done in a sustainable way. I hope we can find a balance into the future, the last few …
Thanks for opening up dialogue and interviewing a pretty wide range. Immigration does make Canada beautiful when done in a sustainable way. I hope we can find a balance into the future, the last few years we lost that balance.
Identity Attack0.0051797
Insult0.008709883
Profanity0.009178007
Threat0.005848073
Severe Toxicity0.00049352646
Low Tox 0.013822667 Constructive 0.786 Solidarity
Sep 19, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)

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.