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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: "See how they help they …" 54 comments · Page 3 of 3
I see this is more of a Canadian government immigrations policies are responsible for the situation Brampton is in. I lived there for 10 yrs but moved on for past 5 yrs now. Unchecked rampant …
I see this is more of a Canadian government immigrations policies are responsible for the situation Brampton is in. I lived there for 10 yrs but moved on for past 5 yrs now. Unchecked rampant liberal immigration has led to this. We should not single out one particular community though, it will not help the current situation anyway.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.017967897
Insult0.013934915
Profanity0.009536679
Threat0.0062008454
Severe Toxicity0.0009727478
Low Tox 0.032391842 Constructive 0.793
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Forgive me. Seeing the title, I couldn't help laughing out loud.
Forgive me. Seeing the title, I couldn't help laughing out loud.
Inside Canada's Indian Metropolis (Brampton) · 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.0026638457
Insult0.013630914
Profanity0.014532468
Threat0.0069387536
Severe Toxicity0.001001358
Low Tox 0.030977672 Moderate Con 0.458 Humor_Satire
Oct 20, 2025 Inside Canada's Indian Metropolis (Brampton)
With the price of homes it was expected a long time ago that crime would explode. Even people with jobs are having a hard time to get a home. And the really good jobs like …
With the price of homes it was expected a long time ago that crime would explode. Even people with jobs are having a hard time to get a home. And the really good jobs like pilot, surgeon, long shoreman. Are really hard to get. Its no wonder crime is up. If the government doesnt address the price of homes or help make it easier to become a Surgeon so that we can be able to own a home. Crime will continue to tick upwards pretty sure. 70s home in Vancouver 4 bedroom is 1.9 million unrenovated old carpet old fixtures etc on a tight lot can easily see into neighbors house since its so close.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034962974
Insult0.017227544
Profanity0.012038844
Threat0.0071588317
Severe Toxicity0.0009965897
Low Tox 0.030506283 Constructive 0.654 Economic_Argument
Feb 25, 2026 Canadian immigration officers investigating hundreds …
Trudeau needed to be in the government. The only way to do that was to get support from Jagmeet. And that meant helping Jagmeet win, which needed the import of Jagmeet's voters! And the results …
Trudeau needed to be in the government. The only way to do that was to get support from Jagmeet. And that meant helping Jagmeet win, which needed the import of Jagmeet's voters! And the results are there for everyone to see!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0024973555
Insult0.011236899
Profanity0.010228404
Threat0.006155535
Severe Toxicity0.0006246567
Low Tox 0.01646154 Constructive 0.561 Policy_Critique
Feb 16, 2026 1 likes Why Canadians Are Turning Against …

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.