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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: "Lena was placed there on …" 3 comments
Lena Diab knows exactly what she's talking about, especially when she says "I prefer my tabule". And if she's not, maybe she should ask her parents why they came to Canada from Lebanon in tge …
Lena Diab knows exactly what she's talking about, especially when she says "I prefer my tabule". And if she's not, maybe she should ask her parents why they came to Canada from Lebanon in tge first place. Canadians, please, don't be so naive.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.3388922
Profanity0.022218296
Threat0.0067769317
Severe Toxicity0.004043579
Moderate 0.31547862 Constructive 0.603 Identity_Assertion
Feb 26, 2026 9 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Lena was placed there on purpose. The Liberals want chaos
Lena was placed there on purpose. The Liberals want chaos
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.048737846
Insult0.0820023
Profanity0.023243073
Threat0.010472948
Severe Toxicity0.0032615662
Low Tox 0.19029272 Low Con 0.17 Unverified_Claim
Feb 26, 2026 7 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Lena Diab is the Liberal version of Alejandro Mayorkas. Put in place to do nothing.
Lena Diab is the Liberal version of Alejandro Mayorkas. Put in place to do nothing.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0045692353
Insult0.04090862
Profanity0.014259194
Threat0.0067251488
Severe Toxicity0.0012874603
Low Tox 0.0969861 Low Con 0.187 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

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.