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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: "I am trying to get …" 203 comments · Page 9 of 9
The government knows where these people are.Their are not trying very hard to find them.Hire more of the people who find these people to get the job done faster.This would be money well spent.
The government knows where these people are.Their are not trying very hard to find them.Hire more of the people who find these people to get the job done faster.This would be money well spent.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0027008436
Insult0.008614883
Profanity0.0098868115
Threat0.006874025
Severe Toxicity0.0006389618
Low Tox 0.014513801 Moderate Con 0.444
Dec 11, 2025 IRCC Names India in Study …
Just in case you guys didn’t get the memo, the government plans on raising the population of Canada to 100 million people by 2050 is what their plan is we don’t have the infrastructure or …
Just in case you guys didn’t get the memo, the government plans on raising the population of Canada to 100 million people by 2050 is what their plan is we don’t have the infrastructure or the housing or the medical staff or the schooling to make this possible, but they’re gonna try it anyways
Why Canadians Are Turning Against Immigrants. · 137: Cluster #136
Close reading → Video sentiment →
Identity Attack0.00310782
Insult0.008500882
Profanity0.010211324
Threat0.0062979385
Severe Toxicity0.0006532669
Low Tox 0.01237757 Low Con 0.218
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Just so long that they don't try to get to the UK I don't care.
Just so long that they don't try to get to the UK I don't care.
· 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.00019250686
Insult0.00031945048
Profanity0.000029995663
Threat0.000054193883
Severe Toxicity0.0000021844394
Low Tox 0.0010004963 Comparative_Framing
Apr 15, 2025

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.