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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: "They smell and are very …" 181 comments · Page 8 of 8
1 question: How's the smell?
1 question: How's the smell?
Inside Canada's Indian Metropolis (Brampton) · 65: Cluster #64
Close reading → Video sentiment →
Identity Attack0.0024973555
Insult0.02173949
Profanity0.021603432
Threat0.006259101
Severe Toxicity0.0017166138
Low Tox 0.075294 Moderate Con 0.34
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Why do I smell something?
Why do I smell something?
Inside Canada's Indian Invasion... · 65: Cluster #64
Close reading → Discourse → Video sentiment →
Identity Attack0.0025158543
Insult0.016556932
Profanity0.03615085
Threat0.0064468146
Severe Toxicity0.0017261505
Low Tox 0.07212844 Moderate Con 0.362 Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from …
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from India is that if they have the opportunity to skip or cheat on a test, they take it. I know this firsthand. Another important fact is the population of India; they are around 1,300 millons people, but only 1% of those people can collapse the immigration system of a country, in this case, Canada. And Canada allowed it. Last but not least, I don't know if deodorant is forbidden in India, but they smell really bad.
Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.036105253
Insult0.027730936
Profanity0.015693882
Threat0.0076507707
Severe Toxicity0.0019073486
Low Tox 0.07054565 Constructive 0.679
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
how is the smell?
how is the smell?
Inside Canada's Indian Metropolis (Brampton) · 65: Cluster #64
Close reading → Discourse → Video sentiment →
Identity Attack0.0026083488
Insult0.016784932
Profanity0.022696527
Threat0.0065697995
Severe Toxicity0.0016784668
Low Tox 0.051810697 Moderate Con 0.347 Humor_Satire
Dec 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
My neighbour is a high skilled import for a Canadian job. Now he still lives in Canada but works remote for a US organization and he still isn’t a citizen. Something smells fishy, huh. I’m …
My neighbour is a high skilled import for a Canadian job. Now he still lives in Canada but works remote for a US organization and he still isn’t a citizen. Something smells fishy, huh. I’m a high skilled Canadian but couldn’t find permanent work after a layoff in 2015. Funny how in my contract roles I constantly work alongside so many new arrivals that find work 2 months after they get here. I’m sure $$ in wages and subsidies were involved.
How Canada broke its immigration system · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.014350293
Insult0.020063626
Profanity0.011509376
Threat0.0059516393
Severe Toxicity0.0011491776
Low Tox 0.0438942 Constructive 0.647 Personal_Narrative
Jun 20, 2025 2 likes How Canada broke its immigration …
Went from smelling of sweet maple syrup to BO and curry.
Went from smelling of sweet maple syrup to BO and curry.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0030708222
Insult0.015568925
Profanity0.016616182
Threat0.0066086366
Severe Toxicity0.0015354156
Low Tox 0.033806015 Moderate Con 0.306 Identity_Assertion
Jun 21, 2025 4 likes How Canada broke its immigration …

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.