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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: "The same old nonsense has …" 3 comments
For an embarrassment of a man with the bike and goofs who think like him, watch ISHOWSPEED, a young African-American crisscrossing across the continent of Africa and debunking century old white supremacy nonsense in realtime …
For an embarrassment of a man with the bike and goofs who think like him, watch ISHOWSPEED, a young African-American crisscrossing across the continent of Africa and debunking century old white supremacy nonsense in realtime and absolute reality.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.47384647
Profanity0.13168186
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.45703048 Low Con 0.264 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
This is absolute nonsense. How will canada's free healthcare for old people survive without revenue from international students? It's not like canada can produce anything of value.
This is absolute nonsense. How will canada's free healthcare for old people survive without revenue from international students? It's not like canada can produce anything of value.
Inside Canada's Indian Metropolis (Brampton) · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.06385879
Insult0.25800487
Profanity0.031140719
Threat0.0068416605
Severe Toxicity0.0050354004
Low Tox 0.29771072 Low Con 0.286
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
The same old nonsense has been looping for decades. The province gets overcrowded, locals protest that there are too many people. The government ends some immigration programs, and two or three years later, locals protest …
The same old nonsense has been looping for decades. The province gets overcrowded, locals protest that there are too many people. The government ends some immigration programs, and two or three years later, locals protest the fragile economy and lack of workers, an increasingly older population, and overcrowded nursing homes. 😅
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012340514
Insult0.2435641
Profanity0.026044132
Threat0.006641001
Severe Toxicity0.0031661987
Low Tox 0.25462922 Moderate Con 0.459 Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …

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.