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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: "The canadian leadership needs to …" 2 comments
Sovereignty is the concept and practice that got us to where we are as a species belonging to countries. Somehow our political leadership decided that sovereignty was no longer a thing and Trudeau simply said …
Sovereignty is the concept and practice that got us to where we are as a species belonging to countries. Somehow our political leadership decided that sovereignty was no longer a thing and Trudeau simply said "C'mon over..." Our path forward is to purge our nation of illegal immigrants, PRs that aren't hitting the metrics, students with expired visas and of course criminals who are not Canadians. Once we've cleaned house we need to treat our country like the prize that it can be and only invite in those who fit in with our psyche and economic needs. Just because someone shows up at our border doesn't mean that they belong in Canada.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.11163961
Insult0.0838533
Profanity0.02167175
Threat0.011146127
Severe Toxicity0.0062561035
Low Tox 0.18459146 Constructive 0.59 Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
The canadian leadership needs to understand that the population does not want sharia law or the threat of future sharia law
The canadian leadership needs to understand that the population does not want sharia law or the threat of future sharia law
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.058856625
Insult0.019934712
Profanity0.013268576
Threat0.009877442
Severe Toxicity0.0028038025
Low Tox 0.08320791 Low Con 0.171 Fear_Threat
Dec 26, 2025 Deportations From Canada at Their …

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.