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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: "Many come with fake study …" 2 comments
Many come with fake study visa, then go to downtown Toronto and do uber eats on their moped/ebikes. They drive extremely recklessly, often without lights at night or stopping in the middle of the bike …
Many come with fake study visa, then go to downtown Toronto and do uber eats on their moped/ebikes. They drive extremely recklessly, often without lights at night or stopping in the middle of the bike lanes glued to their phone. Its absolutely ridiculous the amount of close calls i have had with them, going down the wrong way, running stop signs and red lights.
Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.017867407
Insult0.37506318
Profanity0.06596114
Threat0.008052089
Severe Toxicity0.0050354004
Moderate 0.34757367 Constructive 0.57 Unverified_Claim
Sep 19, 2025 1,553 likes Inside Canada's Indian Metropolis (Brampton)
30 + years in this city and i have seen the changes. I dont want to single out students but they are the main reason for it. Fake car insurances and expensive cars they cant …
30 + years in this city and i have seen the changes. I dont want to single out students but they are the main reason for it. Fake car insurances and expensive cars they cant afford. Results in my insurance being higher by default. Many students coming here and not studying but getting on trucks as soon as they get their license makes brampton one of if not the most city with trucking companies . Sheridan college with its low standards dooms the city. Multiculturalism is good but when people ruin that for others for their own cash grab methods makes this city extremely expensive to live in.
Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.014048826
Insult0.033239998
Profanity0.016342908
Threat0.007249452
Severe Toxicity0.001707077
Low Tox 0.08241652 Constructive 0.644 Personal_Narrative
Nov 20, 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.