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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: "20000 more to go guys" 2 comments
8:57 let these guy know most of these are students paying 3 times higher fees on which ur universities run and local students have to pay less fees just look at the numbers how many …
8:57 let these guy know most of these are students paying 3 times higher fees on which ur universities run and local students have to pay less fees just look at the numbers how many universities shut down when students stopped to come secondly students pays 3 times higher fees and 20000$ to gic with stays with Canadian bank for two years and secondly which money u are talking do u have any document that government gives free money? There is difference between refugees and students, this polish guy him self is on road half naked and talking about others are dirty firstly go and fcng take shower
Inside Canada's Indian Metropolis (Brampton) · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.025404079
Insult0.07967083
Profanity0.028093686
Threat0.007586042
Severe Toxicity0.004272461
Low Tox 0.16331999 Constructive 0.606
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
20000 more to go guys
20000 more to go guys
Canadian immigration officers investigating hundreds identified by extortion … · 37: Cluster #36
Close reading → Discourse → Video sentiment →
Identity Attack0.0102854045
Insult0.013934915
Profanity0.023174755
Threat0.012440704
Severe Toxicity0.0032615662
Low Tox 0.040925518 Moderate Con 0.36 Fear_Threat
Feb 18, 2026 10 likes 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.