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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: "Canadians are ready -- let's …" 1 comment
STOP ASKING WHY CANADIANS ARE LETTING THEIR COUNTRY BE DESTROYED!! “ WE “ did NOT do this. It’s the GOVERMENT and their GREED! “ WE “ had no choice. But if this doesn’t change by …
STOP ASKING WHY CANADIANS ARE LETTING THEIR COUNTRY BE DESTROYED!! “ WE “ did NOT do this. It’s the GOVERMENT and their GREED! “ WE “ had no choice. But if this doesn’t change by the goverment’s hands, I know that it eventually will change by the Canadian people’s hands. My advice…. prepare urself, arm urself to the fullest, and get ready!! We did not create this BS but we can damn sure fix it. “ We” created and built Canada once …. “WE” can do it again!!! “WE” will stop the MADNESS!!!
Why Canadians Are Turning Against Immigrants. · 56: Cluster #55
Close reading → Video sentiment →
Identity Attack0.23846684
Insult0.344702
Profanity0.27477357
Threat0.11309616
Severe Toxicity0.023076924
Moderate 0.3974717 Moderate Con 0.448
Sep 10, 2025 Why Canadians Are Turning Against …

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.