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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: "Yeah, as a Canadian, why …" 27 comments · Page 2 of 2
Yeah and we all know who is to blame for this. Justin Trudeau, Sean Frasier and Marc Miller. Funny how politicians in this country aren’t held responsible for the bad decisions they make that seriously …
Yeah and we all know who is to blame for this. Justin Trudeau, Sean Frasier and Marc Miller. Funny how politicians in this country aren’t held responsible for the bad decisions they make that seriously affect Canadian lives. Canadians have lost their homes and their jobs because of mass immigration.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.06249457
Insult0.034782536
Profanity0.010621235
Threat0.0066151097
Severe Toxicity0.002002716
Low Tox 0.11212669 Moderate Con 0.487 Policy_Critique
Feb 8, 2026 Why Canada’s immigration system has …
Yeah, as a Canadian, why would I travel to the USA now?! Not happening.
Yeah, as a Canadian, why would I travel to the USA now?! Not happening.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0009007067
Insult0.0002608934
Profanity0.000031670927
Threat0.00005622672
Severe Toxicity0.0000026718496
Low Tox 0.0012472211 Personal_Narrative
Dec 10, 2025

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.