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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: "Temporary foreign workers. The term …" 2 comments
Temporary foreign workers. The term temporary means not permanent!! You have to go, you have to go. Of the system wasn’t so abused by millions in the country illegally this might not be happening. Mass …
Temporary foreign workers. The term temporary means not permanent!! You have to go, you have to go. Of the system wasn’t so abused by millions in the country illegally this might not be happening. Mass migration is not working. You can’t just let anyone in.
Quebec Ends Economic Immigration Program | Your Morning · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.059311368
Insult0.028502205
Profanity0.014839902
Threat0.007353018
Severe Toxicity0.0022792816
Low Tox 0.11057663 Constructive 0.507 Policy_Critique
Nov 22, 2025 Quebec Ends Economic Immigration Program …
There never was a clear path to permanent residency, hence the term "temporary foreign worker" and "international student program." Permanent residency was simply something these immigrant classes hoped for but were never promised. Quebec saw …
There never was a clear path to permanent residency, hence the term "temporary foreign worker" and "international student program." Permanent residency was simply something these immigrant classes hoped for but were never promised. Quebec saw that these programs were being abused as backdoor efforts to gain permanent residency and have shut tte loopholes. The Canadisn Government should follow suit.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.013546381
Insult0.014504919
Profanity0.010365041
Threat0.0063885585
Severe Toxicity0.0009059906
Low Tox 0.031213367 Constructive 0.599
Nov 26, 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.