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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: "Everyone is a bunch of …" 3 comments
what a bunch of bull shit when I visited India everyone was very racist to non Indian people and Muslims and Hindus fight all the time... It's a horrendous double standard half the things these …
what a bunch of bull shit when I visited India everyone was very racist to non Indian people and Muslims and Hindus fight all the time... It's a horrendous double standard half the things these guys do in Canada you could never get away with in India if you were a foreigner
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.67254376
Profanity0.6919765
Threat0.04524883
Severe Toxicity0.35368225
Toxic 0.8460273 Constructive 0.546 Identity Attack Insult Comparative_Framing
Oct 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. …
Went camping. 2 Indian families set up next to us. Kept everyone awake for 2 nights. Talking partying laughing. Quiet time is 11 PM. The 2nd night. I lost it. Pointed my flashlight at them. Told them it was 2AM in the morning and people want to sleep. This is the second night. Your a bunch of ignorant bastards. Complete silence after that as they slinked to their tents. Still awake it’s too late. I felt like making all kinds of noise after that but I’m better then that
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.30103904
Insult0.5678696
Profanity0.45190978
Threat0.034422375
Severe Toxicity0.038593806
Moderate 0.52811706 Constructive 0.521 Insult Personal_Narrative
Aug 27, 2025 3 likes Why Canadians Are Turning Against …
The Toronto Sun is owned by extreme right wing MAGA dupes, I think PP is everyone savior, but all he use as a Trump loving gift to the liberals gift to the liberals. So Toronto …
The Toronto Sun is owned by extreme right wing MAGA dupes, I think PP is everyone savior, but all he use as a Trump loving gift to the liberals gift to the liberals. So Toronto Sun, if all you wanna do is bash the liberals all day you can keep on doing that to your heart consent, but you sound like a bunch of whiners. What are your solutions? We don’t need whiners we need solutions….
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.038683333
Insult0.5130944
Profanity0.0715894
Threat0.010395273
Severe Toxicity0.011062622
Moderate 0.44039994 Low Con 0.267 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

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.