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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: "I hope the rest of …" 3 comments
If you voted Liberal in the last election, congratulations. I hope you are enjoying the suffering that you have prolonged on the rest of us. Don't bloody complain.
If you voted Liberal in the last election, congratulations. I hope you are enjoying the suffering that you have prolonged on the rest of us. Don't bloody complain.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.056582913
Insult0.34203702
Profanity0.17008601
Threat0.13751452
Severe Toxicity0.016319158
Moderate 0.37751234 Moderate Con 0.485
Aug 26, 2025 Why Canadians Are Turning Against …
Congratulations 🎉! Finally and hopefully the rest of Canada will do the same, and also to end the citizenship granted easy pizzy process to anyone born on Canadian soil if parents are NOT Canadians or …
Congratulations 🎉! Finally and hopefully the rest of Canada will do the same, and also to end the citizenship granted easy pizzy process to anyone born on Canadian soil if parents are NOT Canadians or PR.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.054763943
Insult0.019161236
Profanity0.010023449
Threat0.008582866
Severe Toxicity0.0022602081
Low Tox 0.07845957 Constructive 0.507
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
Hopefully the rest of Canada follows their lead.
Hopefully the rest of Canada follows their lead.
Quebec Ends Economic Immigration Program | Your Morning · 144: Cluster #143
Close reading → Video sentiment →
Identity Attack0.0062526376
Insult0.008519882
Profanity0.009681856
Threat0.0068999166
Severe Toxicity0.0007867813
Low Tox 0.013697007 Moderate Con 0.31
Nov 23, 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.