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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: "Brampton is brutal, but it's …" 3 comments
I used to drive to brampton many years ago but now it is brutal. I refuse to live there anymore. It's looking LIKE Bangladesh dirty and filthy. I call it bramladish. It was onse a …
I used to drive to brampton many years ago but now it is brutal. I refuse to live there anymore. It's looking LIKE Bangladesh dirty and filthy. I call it bramladish. It was onse a nice place. The drivers are brutal too, no respect for the roads.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.50588524
Insult0.4962726
Profanity0.20700185
Threat0.013321015
Severe Toxicity0.023317307
Moderate 0.4850187 Constructive 0.564 Identity Attack
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton is brutal, but it's happening in most small towns all over Ontario now. In my community of 17,000, almost all of the fast food places are entirely Indian
Brampton is brutal, but it's happening in most small towns all over Ontario now. In my community of 17,000, almost all of the fast food places are entirely Indian
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.316
Insult0.13245803
Profanity0.055940874
Threat0.020782012
Severe Toxicity0.0125103295
Low Tox 0.2854835 Constructive 0.618 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I visited Brampton over New Year's 2018. I couldn't believe how huge the Indian community was at the time. The weather was extremely brutal, so we didn't go out much. Everywhere we did go was …
I visited Brampton over New Year's 2018. I couldn't believe how huge the Indian community was at the time. The weather was extremely brutal, so we didn't go out much. Everywhere we did go was ALL Indian! I was visiting a friend's family. I remember asking him if there were any cultural conflicts between the immigrants and the Canadians. At the time, it didn't seem to be a problem. Evidently, a lot has changed since then!
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.023995465
Profanity0.014600786
Threat0.0073918556
Severe Toxicity0.002708435
Low Tox 0.09958932 Constructive 0.776
Sep 25, 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.