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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: "Years ago; here in Albany …" 1 comment
Years ago; here in Albany NY,car were told how cool it would be to get so many new cultures here after the Nano college opens. Lol. Now, we are inundated with rude and entitled illegals …
Years ago; here in Albany NY,car were told how cool it would be to get so many new cultures here after the Nano college opens. Lol. Now, we are inundated with rude and entitled illegals from all over the world. They're not leaving. They don't care what Trump says. This is a very liberal area, they feel safe here while they take all of the jobs and live off from the system. Thank you woksters. You ruined the last few years of my life. The kids? The kids are screwed and our system has them programmed and brainwashed.
Why Canadians Are Turning Against Immigrants. · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.29188538
Insult0.47384647
Profanity0.28708664
Threat0.012233571
Severe Toxicity0.023076924
Moderate 0.4394682 Constructive 0.508 Fear_Threat
Aug 25, 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.