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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: "Quebec you don't even make …" 3 comments
Its cuz Canada is a joke and Quebec is even worse, begging money from other provinces even tho they could make their own money.
Its cuz Canada is a joke and Quebec is even worse, begging money from other provinces even tho they could make their own money.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.23163283
Insult0.3388922
Profanity0.027000591
Threat0.0069516995
Severe Toxicity0.0073623657
Moderate 0.3281604 Low Con 0.116 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Quebec you don't even make 20 $ an hour
Quebec you don't even make 20 $ an hour
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.023997234
Insult0.039444692
Profanity0.014942379
Threat0.0060713873
Severe Toxicity0.0021839142
Low Tox 0.10783285 Low Con 0.247 Economic_Argument
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Some Indian students go missing to other states and their family make a drama that their students are missing, actually they fleed to other states such as Quebec, and others. Some even fled to USA.
Some Indian students go missing to other states and their family make a drama that their students are missing, actually they fleed to other states such as Quebec, and others. Some even fled to USA.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.06431354
Insult0.023608726
Profanity0.012141321
Threat0.0065697995
Severe Toxicity0.0015163422
Low Tox 0.091913216 Moderate Con 0.403
Sep 27, 2025 19 likes IRCC Names India in Study …

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.