Skip to content
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: "Cops are only doing absolute …" 2 comments
Born in Montreal, Canada in 1991. Moved out in 2018. Visited in 2021. Did not recognize the country *AT ALL*. Took 1h walking downtown before I heard French or English being spoken. So many mentally …
Born in Montreal, Canada in 1991. Moved out in 2018. Visited in 2021. Did not recognize the country *AT ALL*. Took 1h walking downtown before I heard French or English being spoken. So many mentally ill browns roaming the streets and metro trains terrorizing everyone with absolutely NOTHING being done by cops.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.36733335
Insult0.33964422
Profanity0.08807703
Threat0.011689849
Severe Toxicity0.014188796
Moderate 0.36095104 Constructive 0.562 Fear_Threat
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Cops are only doing absolute minimum
Cops are only doing absolute minimum
Canadian immigration officers investigating hundreds identified by extortion … · 133: Cluster #132
Close reading → Discourse → Video sentiment →
Identity Attack0.01766643
Insult0.02173949
Profanity0.019758832
Threat0.007974415
Severe Toxicity0.0021076202
Low Tox 0.059974585 Low Con 0.228 Policy_Critique
Feb 18, 2026 5 likes Canadian immigration officers investigating hundreds …

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.