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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: "It's possible these marriages aren't …" 1 comment
It's possible these marriages aren't ALL fakes. Consider, a lot of immigrants are under SO MUCH STRESS such that THEY PROGRESS SO RAPIDLY, that if they are only married for 5 months, it IS AS …
It's possible these marriages aren't ALL fakes. Consider, a lot of immigrants are under SO MUCH STRESS such that THEY PROGRESS SO RAPIDLY, that if they are only married for 5 months, it IS AS IF the couple has been married 40 years and the co-repondent gets pulled forward in the exact same way psychologically. IR, TIME MOVES FORWARD.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.09824528
Insult0.035443626
Profanity0.018392462
Threat0.0067057298
Severe Toxicity0.0030136108
Low Tox 0.12086493 Constructive 0.588 Personal_Narrative
Feb 17, 2026 LILLEY UNLEASHED: The fall of …

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.