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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: "Trudeau you are a weak …" 2 comments
good times make weak men, the prosperous 80's and 90's and early 2000's had made many canadians become weak and accustomed to the good times, so they voted for weak men like trudeau and carney. …
good times make weak men, the prosperous 80's and 90's and early 2000's had made many canadians become weak and accustomed to the good times, so they voted for weak men like trudeau and carney. Wait till hard times comes to see how strong canadians will become, though i believe the TDS will make hard times continue for a long time.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.057492398
Insult0.16053712
Profanity0.015079016
Threat0.0072753434
Severe Toxicity0.0028419495
Low Tox 0.20126031 Moderate Con 0.463 Identity_Assertion
Feb 22, 2026 LILLEY UNLEASHED: The fall of …
Trudeau’s new Canadian utopia finally showing its true colours. This is showing how weak our system is.
Trudeau’s new Canadian utopia finally showing its true colours. This is showing how weak our system is.
Canadian immigration officers investigating hundreds identified by extortion … · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.017163984
Insult0.07523532
Profanity0.011423977
Threat0.0061878995
Severe Toxicity0.0015926361
Low Tox 0.1182615 Low Con 0.121 Policy_Critique
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.