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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: "We all herw blaming them....but …" 1 comment
We all herw blaming them....but entire blame ve put on ircc and the govt. Why ircc...i would say no proper scrutiny from ircc. contact interview should be allowed. Indians in US speaks english much better …
We all herw blaming them....but entire blame ve put on ircc and the govt. Why ircc...i would say no proper scrutiny from ircc. contact interview should be allowed. Indians in US speaks english much better than indians in Canada. If you see them at Walmart l, dont even bother to ask for directions, you will confused more than before. 2. Ircc claim they prioritize experience approving people at the age of 50 years to 8 month program with all benefit of MS/PhD, tell me someone at the age of 40+, what contribution would that add to the economy than to populate the country compare to someone in their 20s. You all need to compare demographic of international student in US and Canada. Why govt, 1. Allowing private institutions to grant degree confering to SOWP/PGWP/Dependent/parent sponsorship
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.07673789
Insult0.04852104
Profanity0.019758832
Threat0.008401625
Severe Toxicity0.0030899048
Low Tox 0.119997114 Constructive 0.711 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …

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.