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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: """CANADIAN GOV IS SO MESSED …" 2 comments
""CANADIAN GOV IS SO MESSED UP"" Reson as all watched. And my reason is I tried to stop some family from moving here using FAKE FRAUDULENT documents few years back but guess what THOSE F*****S …
""CANADIAN GOV IS SO MESSED UP"" Reson as all watched. And my reason is I tried to stop some family from moving here using FAKE FRAUDULENT documents few years back but guess what THOSE F*****S are here and I blame the GOV for not doing their due diligence and especially when I wrote multiple emails to the immigrations FRAUDULENT department more then once and when these ppl moved here it was like slap in the face.. THANK YOU CANADA
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.5130944
Profanity0.43744424
Threat0.27637172
Severe Toxicity0.16960317
Moderate 0.5721988 Constructive 0.55 Insult Personal_Narrative
Sep 6, 2025 3 likes Why Canadians Are Turning Against …
Canadian sleeping in their Cars🚙 in extreme cold weather conditions can’t find jobs / affordable housing our youths need job/affordable housing / future Our Gov. Must step in to clear the mess
Canadian sleeping in their Cars🚙 in extreme cold weather conditions can’t find jobs / affordable housing our youths need job/affordable housing / future Our Gov. Must step in to clear the mess
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.022590388
Insult0.02103047
Profanity0.010467518
Threat0.006420923
Severe Toxicity0.0018024445
Low Tox 0.050821137 Moderate Con 0.459 Economic_Argument
Jan 18, 2026 3 likes 2.9 million Canadian temporary visas …

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.