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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: "Most Punjabi people are connected …" 3 comments
Most Punjabi people are connected with bad activities in Brampton and Surrey. And those both places are the most worst places of Canada.
Most Punjabi people are connected with bad activities in Brampton and Surrey. And those both places are the most worst places of Canada.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.42615733
Insult0.26957804
Profanity0.030389199
Threat0.007922632
Severe Toxicity0.012833111
Moderate 0.37576625 Moderate Con 0.405 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Many Punjabis are from Pakistan n people who migrated before independence n those who not willing to connect themselves with Indians that's why they make a strong community abroad...this applies to srilankan refugees as well.... …
Many Punjabis are from Pakistan n people who migrated before independence n those who not willing to connect themselves with Indians that's why they make a strong community abroad...this applies to srilankan refugees as well.... India pakistan division is the major reason for such migration Indians from other states move only if they get job n bring only their wife n move back to India later....
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18235919
Insult0.06250052
Profanity0.025087673
Threat0.008867673
Severe Toxicity0.0062561035
Low Tox 0.15656179 Constructive 0.672 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
Indians Should Worry About the Future Generations… Because , a Generation left from India 🇮🇳 to look for the Greener Pastures but Ended up , where the New Generation after Being Born and Brought up …
Indians Should Worry About the Future Generations… Because , a Generation left from India 🇮🇳 to look for the Greener Pastures but Ended up , where the New Generation after Being Born and Brought up in Canada is Struggling to Find a Job in the System.. Even the Tim Hortons, McDonald Job is Given to Connections from Inside…. Very Difficult for People Who do not Speak … Punjabi or Gujarati Languages..
Inside Canada's Indian Metropolis (Brampton) · 179: Cluster #178
Close reading → Discourse → Video sentiment →
Identity Attack0.11163961
Insult0.03412145
Profanity0.01261955
Threat0.0064144502
Severe Toxicity0.0032043457
Low Tox 0.115658075 Constructive 0.519 Personal_Narrative
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)

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.