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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.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "IRCC & CBSA are a …" 5 comments
I watched a video here on YouTube. In that video it features the real state agent (Catherine Antwi) on tiktok. And that Agent says she talked to an Indian couple who are undocumented for 22years …
I watched a video here on YouTube. In that video it features the real state agent (Catherine Antwi) on tiktok. And that Agent says she talked to an Indian couple who are undocumented for 22years in canada but owning 3 houses which is 2.5million. That couple use their cousin's name who has status. Why didn't cbsa or ircc didn't know about this kind of mortgage fraud. These couple are truly tax evaders and criminals. They should be ask to pay whatever they steal from not paying the taxes for 22years. The cbsa and ircc should hunt them and deport!!
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.16587129
Insult0.27558193
Profanity0.049928714
Threat0.010757755
Severe Toxicity0.009269714
Moderate 0.30439767 Constructive 0.689
Nov 21, 2025 20 likes Thousands of refugees allowed into …
IRCC & CBSA are a joke under the Liberal Govt.
IRCC & CBSA are a joke under the Liberal Govt.
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.020580608
Insult0.14150882
Profanity0.023243073
Threat0.0074048014
Severe Toxicity0.0024604797
Low Tox 0.19870108 Low Con 0.217 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
These applicants were on a TEMPORARY student visa and a TEMPORARY work visa. Do not muddy the issue by terms like Racism, Genocide, Fairness, Persecution etc. All TEMPORARY holders must be traced and made to …
These applicants were on a TEMPORARY student visa and a TEMPORARY work visa. Do not muddy the issue by terms like Racism, Genocide, Fairness, Persecution etc. All TEMPORARY holders must be traced and made to leave the country. In this digital age, comments by the various government agencies (IRCC, CBSA etc.) not being able to track the illegals is a lame excuse.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.08087392
Insult0.0811385
Profanity0.016616182
Threat0.010369381
Severe Toxicity0.0038337708
Low Tox 0.18079062 Constructive 0.501 Policy_Critique
Feb 27, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
They don't share any data with CBSA otherwise so many non compliant students would be deported back. There are so many loop holes in the study permit of IRCC. So many fake colleges are still …
They don't share any data with CBSA otherwise so many non compliant students would be deported back. There are so many loop holes in the study permit of IRCC. So many fake colleges are still running.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.012641981
Insult0.06826523
Profanity0.016035475
Threat0.007029374
Severe Toxicity0.0015449524
Low Tox 0.12867521 Moderate Con 0.435
Sep 27, 2025 58 likes IRCC Names India in Study …
1st = CBSA, IRCC, CRA, RCMP = track all Immigrations and Visas entry.
1st = CBSA, IRCC, CRA, RCMP = track all Immigrations and Visas entry.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010211408
Insult0.008557882
Profanity0.010023449
Threat0.0066086366
Severe Toxicity0.00096321106
Low Tox 0.020231359 Low Con 0.298 Question
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.