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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: "Charge the colleges and universities …" 2 comments
The problem with Canada, white millionaire and billionaires who only run the university and the colleges them in Canada bring lots of foreign student charge them $ 15,000 to 40,000 Canadian for one student so …
The problem with Canada, white millionaire and billionaires who only run the university and the colleges them in Canada bring lots of foreign student charge them $ 15,000 to 40,000 Canadian for one student so where is the billionaire them who running the college and the university in Canada let's find out what color they are. Someone can do that. What color are the people who you running the university and colleges in Canada?
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.18313584
Insult0.04852104
Profanity0.013234417
Threat0.0065244893
Severe Toxicity0.003452301
Low Tox 0.17631748 Moderate Con 0.38
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
Charge the colleges and universities that allow them to take courses and pass them like Conestoga College . They turned a blind eye ask students who were there. It's all about the money.
Charge the colleges and universities that allow them to take courses and pass them like Conestoga College . They turned a blind eye ask students who were there. It's all about the money.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0027563404
Insult0.014960921
Profanity0.010757872
Threat0.0062785195
Severe Toxicity0.0007009506
Low Tox 0.026735162 Moderate Con 0.322 Policy_Critique
Oct 12, 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.