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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: "You don’t see Indians doing …" 305 comments · Page 13 of 13
The trucking industry is being run to the ground. And ottawa is sleeping at the wheel. the notion that the government is expecting the Indian run companies to act in good faith and NOT abuse …
The trucking industry is being run to the ground. And ottawa is sleeping at the wheel. the notion that the government is expecting the Indian run companies to act in good faith and NOT abuse every loophole there is. IS bewildering to me. Short of a serious policy to remedy the situation. We'll see severe consequences across the Nation.
Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.016963007
Insult0.023221988
Profanity0.011646013
Threat0.00746953
Severe Toxicity0.0013065338
Low Tox 0.05280026 Constructive 0.549 Policy_Critique
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indian women are beautiful. Hinduism is a religion with spiritual depth as is Sikhism. Indian food is some of the best in the world. I see no problem. India and the West should coexist in …
Indian women are beautiful. Hinduism is a religion with spiritual depth as is Sikhism. Indian food is some of the best in the world. I see no problem. India and the West should coexist in peace.
Inside Canada's Indian Metropolis (Brampton) · 25: Cluster #24
Close reading → Video sentiment →
Identity Attack0.043581683
Insult0.014086916
Profanity0.025497584
Threat0.008945347
Severe Toxicity0.0029754639
Low Tox 0.04785245 Constructive 0.678
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
I see nothing wrong with indians in this country, i work with them. They are good people.
I see nothing wrong with indians in this country, i work with them. They are good people.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.026408968
Insult0.012490907
Profanity0.022833163
Threat0.009230154
Severe Toxicity0.002784729
Low Tox 0.036634352 Constructive 0.558 Solidarity
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I see this video as an Indian living happily in India. My neighbourhood is as clean as any Western nation's, if not better. The civic sense is improving (still a way to go). I hope …
I see this video as an Indian living happily in India. My neighbourhood is as clean as any Western nation's, if not better. The civic sense is improving (still a way to go). I hope Canadians get to live the way they want.
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.024198212
Insult0.012452906
Profanity0.012141321
Threat0.0066215824
Severe Toxicity0.0014209747
Low Tox 0.034748793 Constructive 0.744 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started to see more and more Indians. Either way, we are all God's children. I know this won't sit well with my fellow Canadians, but I welcome anyone who wants to build a life in Canada and adopt our values.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.015857628
Insult0.010400894
Profanity0.011423977
Threat0.006375613
Severe Toxicity0.0009822845
Low Tox 0.024142517 Constructive 0.805
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)

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.