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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: "People from India, Pakistan Bangladesh …" 4 comments
People from India, Pakistan Bangladesh Come to Canada Get into car accidents To get easy money
People from India, Pakistan Bangladesh Come to Canada Get into car accidents To get easy money
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.50588524
Insult0.3388922
Profanity0.08904689
Threat0.2836219
Severe Toxicity0.08069076
Moderate 0.4274071 Low Con 0.24 Identity Attack Unverified_Claim
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
I don't able to get this I am from Iraq There are crores of individual from Iraq, Pakistan, Bangladesh, Africa, Europe, most from China and Mexico is at top. But people don't like India mostly …
I don't able to get this I am from Iraq There are crores of individual from Iraq, Pakistan, Bangladesh, Africa, Europe, most from China and Mexico is at top. But people don't like India mostly which are Less than 2% Idk but they are very humble ❤respectful toward me I have many friends from India CAN ANYONE EXPLAIN ME IS THIS RACISM?
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.23618884
Insult0.058475737
Profanity0.07676199
Threat0.0101363575
Severe Toxicity0.013414118
Low Tox 0.2853768 Constructive 0.731
Oct 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to …
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to move up and settle in their own region. Who made canada a Canada, of course its the Europeans. African muslims immigrants and Indians are same. Difference is one is doing it aggressively and another one doing it silently. Also don't forget the civic sense, indiscipline and behaviours of Indians. Canadian government should do something. Votebank politics ruined nations.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.2869935
Insult0.12702756
Profanity0.020988565
Threat0.009981008
Severe Toxicity0.0075912476
Low Tox 0.25915736 Constructive 0.583 Policy_Critique
Oct 9, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Indian spirituality penetrated western thinking in the 1960s and that was followed by cuisine from India, Pakistan, Bangladesh, Nepal etc. So generally people in the US, Canada, UK, Australia, etc have welcomed people from the …
Indian spirituality penetrated western thinking in the 1960s and that was followed by cuisine from India, Pakistan, Bangladesh, Nepal etc. So generally people in the US, Canada, UK, Australia, etc have welcomed people from the Indian sub-continent. Obviously immigration whether from India or another country needs to be moderated in order to give the immigrants time to adapt to the Canadian way of life
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.09162762
Insult0.02193286
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0021266937
Low Tox 0.091913216 Constructive 0.623 Comparative_Framing
Oct 3, 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.