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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: "Brampton is the worst city …" 3 comments
Brampton is the worst city in Canada and I am an east Indian immigrant .
Brampton is the worst city in Canada and I am an east Indian immigrant .
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.38208112
Insult0.27969417
Profanity0.08840031
Threat0.0078449575
Severe Toxicity0.014317908
Moderate 0.37751234 Moderate Con 0.472 Personal_Narrative
Sep 19, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Brampton aka Bramladesh is the worst, but all cities, even small ones have been taken over right now in Canada. It's terrible, and if Trump doesn't absorb us into the USA and put ICE to …
Brampton aka Bramladesh is the worst, but all cities, even small ones have been taken over right now in Canada. It's terrible, and if Trump doesn't absorb us into the USA and put ICE to work, god might as well send meteors. Thank you Tyler for showing this and braving the cold.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.025203101
Insult0.082619295
Profanity0.019212283
Threat0.008582866
Severe Toxicity0.0037574768
Low Tox 0.17198499 Constructive 0.625 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The worst city to drive in is, by far, Brampton. People make up their own rules and then scream at you for wishing to follow the driving laws.
The worst city to drive in is, by far, Brampton. People make up their own rules and then scream at you for wishing to follow the driving laws.
Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.015958117
Insult0.0813853
Profanity0.022354934
Threat0.0077802283
Severe Toxicity0.0028800964
Low Tox 0.16678599 Moderate Con 0.348
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)

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.