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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: "Wow. We are just waking …" 2 comments
Most indians have fake study permits this is old news everyone knows they bribe and doctorate fake permits even fake visas and licences is canada finally waking up to this ??? Lol😮 wow .
Most indians have fake study permits this is old news everyone knows they bribe and doctorate fake permits even fake visas and licences is canada finally waking up to this ??? Lol😮 wow .
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.40883094
Insult0.30797598
Profanity0.040910475
Threat0.008401625
Severe Toxicity0.01644827
Moderate 0.37751234 Low Con 0.201
Oct 2, 2025 IRCC Names India in Study …
Wow. We are just waking up. This is what happens went Ottawa was asleep for 10 years. We don’t need a border, everyone welcome, just come on in!
Wow. We are just waking up. This is what happens went Ottawa was asleep for 10 years. We don’t need a border, everyone welcome, just come on in!
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.01274247
Insult0.018452216
Profanity0.0118680475
Threat0.0074954215
Severe Toxicity0.0016021729
Low Tox 0.045873325 Moderate Con 0.347 Policy_Critique
Jan 20, 2026 1 likes Why Canada’s immigration system has …

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.