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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: "Just LIP SERVICE" 3 comments
You report them the moment they are not attending your school you report them to the government that they have left the campus These people are a waste of the taxpayers dollars Lip service oh …
You report them the moment they are not attending your school you report them to the government that they have left the campus These people are a waste of the taxpayers dollars Lip service oh my God they must be a bunch of liberals
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.072601855
Insult0.40189892
Profanity0.04291453
Threat0.009799767
Severe Toxicity0.007820129
Moderate 0.3625127 Low Con 0.24 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
So they come here on a student visa and then their family has a reason to come visit and they never go home. And we do nothing about it as per usual. Liberals are a …
So they come here on a student visa and then their family has a reason to come visit and they never go home. And we do nothing about it as per usual. Liberals are a free for all why are we even paying taxes anymore anyway? For lip service? If the conservatives aren’t going to do anything then shut up already. Quit wasting taxpayers money on this if nothing is going to happen about it.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.025806036
Insult0.22770336
Profanity0.0569429
Threat0.013372798
Severe Toxicity0.007820129
Low Tox 0.28312725 Moderate Con 0.374
Sep 29, 2025 IRCC Names India in Study …
Canada needs more MPs like this Lady. She is competent + genuinely concerned for the mess + taking concrete measures in her power/actions and not mere lip service or condemnation
Canada needs more MPs like this Lady. She is competent + genuinely concerned for the mess + taking concrete measures in her power/actions and not mere lip service or condemnation
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.004680229
Insult0.019354604
Profanity0.012551232
Threat0.006259101
Severe Toxicity0.00088214874
Low Tox 0.033334624 Constructive 0.542
Sep 30, 2025 3 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.