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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: "The Hindus and Sikhs I …" 58 comments · Page 3 of 3
Sikhs are honest. Even hindus are innocent. Issue is governments
Sikhs are honest. Even hindus are innocent. Issue is governments
Inside Canada's Indian Metropolis (Brampton) · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.24074486
Insult0.061626412
Profanity0.040409464
Threat0.010990778
Severe Toxicity0.006752014
Low Tox 0.19789438 Moderate Con 0.306 Identity_Assertion
Dec 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Candan sikhs are saying : I am from Punjab Candan Hindus are saying : Iam from India.
Candan sikhs are saying : I am from Punjab Candan Hindus are saying : Iam from India.
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.19495805
Insult0.070482984
Profanity0.07708528
Threat0.011819307
Severe Toxicity0.012207031
Low Tox 0.17371799 Moderate Con 0.383 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I grew up in Brampton and I immigrated from India in the early 2000s, one thing that's not mentioned is the recent (2024) riots between Sikhs and Hindus. When I was growing up in Brampton, …
I grew up in Brampton and I immigrated from India in the early 2000s, one thing that's not mentioned is the recent (2024) riots between Sikhs and Hindus. When I was growing up in Brampton, I had friends who were Sikhs, Pakistani Muslims, Chinese Christians, Hindus, Black, and White. The Sikh seniors used to say good morning to us on the morning walks to school and everyone got along because we accepted that bringing the racial/ethnic conflict from India to Canada was wrong. Recently, there have been tensions, fights, riots, and clashes between Hindu and Sikh Nationalists because the government is not actively filtering for quality immigrants anymore and the people being lured to this country are the ones who can't understand that this is wrong. This would have been unheard of 10 years ago.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.22261032
Insult0.05086332
Profanity0.02433617
Threat0.011327368
Severe Toxicity0.005531311
Low Tox 0.165053 Constructive 0.829
Sep 18, 2025 2,355 likes Inside Canada's Indian Metropolis (Brampton)
they are sikh canadian not indian. haryanvis and hindus live in canada and support india
they are sikh canadian not indian. haryanvis and hindus live in canada and support india
Inside Canada's Indian Metropolis (Brampton) · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.23239216
Insult0.04149419
Profanity0.021535112
Threat0.006686311
Severe Toxicity0.0041770935
Low Tox 0.165053 Low Con 0.299 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
There is no coercion, no forcing of Sharia like muslims do. Also Hindus and Sikhs offer community service. food and shelter too in times of India, irrespective of skin colour or status or religion.
There is no coercion, no forcing of Sharia like muslims do. Also Hindus and Sikhs offer community service. food and shelter too in times of India, irrespective of skin colour or status or religion.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.19298288
Insult0.028832749
Profanity0.01846078
Threat0.007301235
Severe Toxicity0.0036239624
Low Tox 0.15103401 Constructive 0.522 Comparative_Framing
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Brit, my perception of Canada only ten years ago was of lumberjacks, pine forrests, maple syrup and generally just being a cleaner, more orderly version of America. Now when I think of Canada …
As a Brit, my perception of Canada only ten years ago was of lumberjacks, pine forrests, maple syrup and generally just being a cleaner, more orderly version of America. Now when I think of Canada I think of Sikhs and Hindus. Mindblowing how quickly things can change (if the powers that be facilitate it!)
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.08500996
Insult0.03136692
Profanity0.015864678
Threat0.007197669
Severe Toxicity0.0030708313
Low Tox 0.11078331 Constructive 0.56 Identity_Assertion
Oct 3, 2025 97 likes Inside Canada's Indian Metropolis (Brampton)
The Hindus and Sikhs I just saw in this video were genuinely kind and accommodating. They offered free food, treated the anchor and cameraman with courtesy, and showed great warmth. At the end of the …
The Hindus and Sikhs I just saw in this video were genuinely kind and accommodating. They offered free food, treated the anchor and cameraman with courtesy, and showed great warmth. At the end of the day, we are all humans first. These communities work hard, take on labor, and steadily climb the ladder—there’s nothing wrong in that.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04332388
Insult0.014580919
Profanity0.020851927
Threat0.009411395
Severe Toxicity0.0030708313
Low Tox 0.050573748 Constructive 0.739 Solidarity
Sep 19, 2025 105 likes Inside Canada's Indian Metropolis (Brampton)
Hindus and Sikhs are good people
Hindus and Sikhs are good people
Inside Canada's Indian Metropolis (Brampton) · 22: Cluster #21
Close reading → Video sentiment →
Identity Attack0.021786476
Insult0.011996903
Profanity0.020442016
Threat0.009023022
Severe Toxicity0.0031852722
Low Tox 0.03192045 Moderate Con 0.365
Jan 3, 2026 2 likes 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.