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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: "Main culprit here are the …" 2 comments
Canada is truly turning into a third world shithole and it's all self inflicted. Yet it's not just broken immigration system and corrupted politicians but also the greedy educational institutions. And let's not forget the …
Canada is truly turning into a third world shithole and it's all self inflicted. Yet it's not just broken immigration system and corrupted politicians but also the greedy educational institutions. And let's not forget the main culprit behind this all this is the average ignorant Canadian who allowed this to happen in the first place without resisting.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49855098
Insult0.6261769
Profanity0.4370703
Threat0.010680079
Severe Toxicity0.13863131
Moderate 0.63782936 Moderate Con 0.438 Insult Policy_Critique
Jun 20, 2025 2 likes How Canada broke its immigration …
Main culprit here are the Agents/lawyers who tried to convince an applicant that by using loop hole in the system, they can get every crook in Canada, this is what the problem is, there should …
Main culprit here are the Agents/lawyers who tried to convince an applicant that by using loop hole in the system, they can get every crook in Canada, this is what the problem is, there should be a permanent banned and jail time for any person who is legally misleading or helping to circumvent the system which resulting in flood of illegals in the country.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.24630153
Profanity0.028776871
Threat0.0113014765
Severe Toxicity0.0049972534
Low Tox 0.25462922 Moderate Con 0.433 Policy_Critique
Nov 20, 2025 274 likes 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.