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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: "Is there anyway we can …" 81 comments · Page 4 of 4
We aren’t going anyway
We aren’t going anyway
· 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.00013550915
Insult0.00023721808
Profanity0.000025072311
Threat0.00003472742
Severe Toxicity0.0000022805325
Low Tox 0.0007110829 Personal_Narrative
Dec 10, 2025
Ehy would anyone still go there anyway??
Ehy would anyone still go there anyway??
· 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.00005071871
Insult0.00021962372
Profanity0.000027515453
Threat0.000028802517
Severe Toxicity0.0000019202623
Low Tox 0.0004904582 Question
Dec 8, 2025 100 likes
Haven't traveled outside the country in 15 years. No interest in going anywhere anyway.
Haven't traveled outside the country in 15 years. No interest in going anywhere anyway.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.000102789854
Insult0.00016099545
Profanity0.000019404317
Threat0.000021340047
Severe Toxicity0.0000021628662
Low Tox 0.00044381074
Dec 7, 2025 3 likes
Soon Alberta will be the 51st state anyway.
Soon Alberta will be the 51st state anyway.
· 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.00007675521
Insult0.00016331187
Profanity0.000021752197
Threat0.00003274296
Severe Toxicity0.00000209758
Low Tox 0.0004402114 Identity_Assertion
Dec 8, 2025 2 likes
We need our money in our economy anyway. They dont want free money. Thats fine.
We need our money in our economy anyway. They dont want free money. Thats fine.
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.000054059677
Insult0.00016396907
Profanity0.000020966514
Threat0.000023427127
Severe Toxicity0.0000021245392
Low Tox 0.00040474164
Dec 8, 2025 1 likes
Good. Not like anyone can afford to live here anyway. You'll do better any where else that doesn't tax you to oblivion.
Good. Not like anyone can afford to live here anyway. You'll do better any where else that doesn't tax you to oblivion.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00006927089
Insult0.00015046106
Profanity0.000020665633
Threat0.000030127221
Severe Toxicity0.000002471338
Low Tox 0.00038110933
Apr 20, 2025 2 likes

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.