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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: "Where is the money going, …" 155 comments · Page 7 of 7
That’s now seems formality What happened last four five years Where these types of committees Know they accessing what happened with students where they go Making enough money colleges related from students from many years …
That’s now seems formality What happened last four five years Where these types of committees Know they accessing what happened with students where they go Making enough money colleges related from students from many years Know you asking questions for last four years
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.0017111509
Insult0.007778878
Profanity0.009579378
Threat0.005877201
Severe Toxicity0.00044345856
Low Tox 0.01005285 Low Con 0.275
Sep 28, 2025 2 likes IRCC Names India in Study …
He is going to tap into tariff money for everything bailing out all industries, dividend checks, no taxes for anyboby. Yeah right.
He is going to tap into tariff money for everything bailing out all industries, dividend checks, no taxes for anyboby. Yeah right.
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.000048985567
Insult0.0008221215
Profanity0.000042109128
Threat0.000024009263
Severe Toxicity0.000001833925
Low Tox 0.0013039011
Dec 8, 2025
i will go some where else for my vacation , where they welcome tourists, spend my money
i will go some where else for my vacation , where they welcome tourists, spend my money
· 26: Cluster #25
Close reading → Video sentiment →
Identity Attack0.000055117438
Insult0.0001847444
Profanity0.000017488861
Threat0.000029397677
Severe Toxicity0.0000019701843
Low Tox 0.00044681787
Dec 15, 2025
Save your money don’t go plenty of awesome places in canada also Europe is much better especially the food and cheaper
Save your money don’t go plenty of awesome places in canada also Europe is much better especially the food and cheaper
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00006444473
Insult0.00014707765
Profanity0.000017472323
Threat0.000025695965
Severe Toxicity0.0000023033297
Low Tox 0.00036854518
Dec 8, 2025
we should not go to USA as a Tourist ,why we should money to USA Tourism industires rather than support to our Domestic . usa is now not a time tested friend .its over .now …
we should not go to USA as a Tourist ,why we should money to USA Tourism industires rather than support to our Domestic . usa is now not a time tested friend .its over .now we should focus on self reliance . remove barrier ,hurdel, licence system except in some (but even after licence ,poor performance , reinstate even big fault )
· 37: Cluster #36
Close reading → Video sentiment →
Identity Attack0.000056782043
Insult0.00015144878
Profanity0.000019743107
Threat0.000019144813
Severe Toxicity0.000002437973
Low Tox 0.0003610599
Dec 8, 2025

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.