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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 really bad." 4 comments
15 years ago I was riding the sky train in Vancouver, I think I was in Surrey, and there were so many Punjabis. They smelled really bad. Filthy race. Canada has been effectively colonized and …
15 years ago I was riding the sky train in Vancouver, I think I was in Surrey, and there were so many Punjabis. They smelled really bad. Filthy race. Canada has been effectively colonized and the government allowed it in the name of social justice. Idiotic traitors.
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.802824
Profanity0.39409557
Threat0.015602129
Severe Toxicity0.16960317
Toxic 0.8252207 Moderate Con 0.499 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I went to Niagara Falls 3 years ago. It was like a 1 white to 10 indians ratio. It’s insane, also it smelled really bad everywhere
I went to Niagara Falls 3 years ago. It was like a 1 white to 10 indians ratio. It’s insane, also it smelled really bad everywhere
Inside Canada's Indian Invasion... · 66: Cluster #65
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.28586254
Profanity0.26621178
Threat0.018882722
Severe Toxicity0.023076924
Moderate 0.39915034 Moderate Con 0.421 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
They smell really bad.
They smell really bad.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.027614836
Insult0.26957804
Profanity0.14313951
Threat0.00789674
Severe Toxicity0.009346008
Moderate 0.36095104 Moderate Con 0.324 Fear_Threat
Feb 23, 2026 1 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)

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.