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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: "We need something like ICE …" 3 comments
As a Canadian, we need something like ICE to round up all of these illegal immigrants who come to this country under student visas and then they disappear. We need to stop giving out visas …
As a Canadian, we need something like ICE to round up all of these illegal immigrants who come to this country under student visas and then they disappear. We need to stop giving out visas for about 5 years.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.23391083
Insult0.07523532
Profanity0.0147374235
Threat0.038220957
Severe Toxicity0.0077819824
Low Tox 0.23343207 Moderate Con 0.402
Nov 4, 2025 IRCC Names India in Study …
We need something like ICE find them round them up and send them back
We need something like ICE find them round them up and send them back
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.03636306
Insult0.04383647
Profanity0.030389199
Threat0.20938614
Severe Toxicity0.01502803
Low Tox 0.23090743 Low Con 0.155 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting a job is almost no chance because they will only hire their own people. Kinda messed up, and definitely think something needs to be done.... Still winter, wouldnt mind seeing some more ice... if you know what i mean eh.
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Video sentiment →
Identity Attack0.11047905
Insult0.04090862
Profanity0.02522431
Threat0.0074436385
Severe Toxicity0.0041770935
Low Tox 0.14950264 Constructive 0.648
Jan 27, 2026 Inside Canada's Indian Invasion...

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.