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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: "This is the type of …" 105 comments · Page 5 of 5
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which …
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which aren't aligned to the needs of the country then need to go back home. It would be a disservice to Canadian's and the students to keep them here.
Canada's tighter immigration policy divides the country • … · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.008768492
Insult0.015188923
Profanity0.009434202
Threat0.0062008454
Severe Toxicity0.00084400177
Low Tox 0.029563503 Constructive 0.682 Policy_Critique
Feb 22, 2026 Canada's tighter immigration policy divides …
This is the type of person that this country needs !
This is the type of person that this country needs !
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.004920715
Insult0.0114269
Profanity0.012277958
Threat0.008116818
Severe Toxicity0.0014781952
Low Tox 0.025320992 Moderate Con 0.356
Oct 1, 2025 1 likes IRCC Names India in Study …
these governments allow it to happen because these are the type of people they can and will pay less for the same amount of work.
these governments allow it to happen because these are the type of people they can and will pay less for the same amount of work.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003607291
Insult0.00971689
Profanity0.011236101
Threat0.006375613
Severe Toxicity0.00066280365
Low Tox 0.017843807 Low Con 0.21 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
So glad you're doing these types of videos talking about the state of Canada right now. Please keep doing the work that you do!!!
So glad you're doing these types of videos talking about the state of Canada right now. Please keep doing the work that you do!!!
Inside Canada's Indian Metropolis (Brampton) · 96: Cluster #95
Close reading → Video sentiment →
Identity Attack0.00449524
Insult0.008386881
Profanity0.012141321
Threat0.006861079
Severe Toxicity0.0009727478
Low Tox 0.014011159 Constructive 0.598
Oct 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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 …

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.