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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: "Lol this will be interesting …" 3 comments
The selective editing in this video is pretty interesting. I'd love to see some of the assumptions actually stress tested. 'They pay no taxes'...lol. Sure buddy. However Indians breaking the law and abusing the system …
The selective editing in this video is pretty interesting. I'd love to see some of the assumptions actually stress tested. 'They pay no taxes'...lol. Sure buddy. However Indians breaking the law and abusing the system is just Tuesday so there is probably some merit here.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2808415
Insult0.10294484
Profanity0.10023434
Threat0.013372798
Severe Toxicity0.009918213
Low Tox 0.2854733 Constructive 0.511
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
LOL, Diab will do NOTHING! With the century project, Carney will ignore the issue. Just like "Bail reform", Sean Fraser does nothing; CBSA will probably seem threatening but they probably will use the honour system …
LOL, Diab will do NOTHING! With the century project, Carney will ignore the issue. Just like "Bail reform", Sean Fraser does nothing; CBSA will probably seem threatening but they probably will use the honour system for self-deportation. Fraser, Miller and Diab accepted immigrants with criminal records. So why hunt down immigrants who are probably contributing to Canada? "Canada has approved entry for more than 17,600 people with a criminal record in last decade " PLUS all the Flight Attendants from India that did not go back to India. CBSA is NOT even close to being like ICE. The judges are lenient to immigrants who break Canadian laws to prevent deportation. The Federal Liberals are more interested in hiding taxpayer money.
2.9 million Canadian temporary visas expire in 2025-2026 · 43: Cluster #42
Close reading → Video sentiment →
Identity Attack0.04925346
Insult0.07396803
Profanity0.028640235
Threat0.010343489
Severe Toxicity0.0044822693
Low Tox 0.16245349 Constructive 0.564
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
Obviously a lot of $$$ were made lol .. by vested interests who opened the gates ? 😁
Obviously a lot of $$$ were made lol .. by vested interests who opened the gates ? 😁
How Canada broke its immigration system · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.0043102503
Insult0.026831545
Profanity0.02249157
Threat0.0072365063
Severe Toxicity0.0019836426
Low Tox 0.07371122 Low Con 0.185 Unverified_Claim
Jun 23, 2025 How Canada broke its immigration …

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.