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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 only problem with 75% …" 3 comments
As someone who's born and raised in Brampton I don't really see any issues when it comes to the large Indian demographic in the city. Majority of the people in this city are just middle …
As someone who's born and raised in Brampton I don't really see any issues when it comes to the large Indian demographic in the city. Majority of the people in this city are just middle class families trying to get by and provide their kids and families a bright future. Without the indian immigrants coming to this city what would it even be? You have families living in million dollar+ houses, working, owning business, giving good futures and opportunities for their children but y'all mad cause they are Indians who are doing this. If they were white people instead would be calling Brampton a success story then? If 75 percent of the population is south asian, OF COURSE you will see south asian workers, south asian restaurants, grocery stores (JUST LIKE ANY OTHER COMMUNITY). You only see this issue online because the people who actually live in these areas have absolutely no issue with the city. They're mad they can't progress in their own lives and use cities like Brampton as a scapegoat for their own problems. It just doesn't make sense to me how so many people have an issue with Brampton when they don't even know what it is like.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.2795294
Insult0.11616662
Profanity0.0887236
Threat0.008634649
Severe Toxicity0.009613037
Low Tox 0.24924077 Constructive 0.784 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
It's done on purpose = 100 million people for 2100 in 75 years Magically the same problem is happening to white countries around the world
It's done on purpose = 100 million people for 2100 in 75 years Magically the same problem is happening to white countries around the world
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.23846684
Insult0.03522326
Profanity0.029888187
Threat0.009722093
Severe Toxicity0.0059509277
Low Tox 0.21107252 Low Con 0.203 Unverified_Claim
Jun 16, 2025 1 likes How Canada broke its immigration …
The only problem with 75% of the population believing immigration is too high is the 25% that is still not understanding what has happened.
The only problem with 75% of the population believing immigration is too high is the 25% that is still not understanding what has happened.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.02048012
Insult0.015188923
Profanity0.010501678
Threat0.0061166976
Severe Toxicity0.0009536743
Low Tox 0.041915078 Moderate Con 0.379 Fear_Threat
Mar 1, 2026 LILLEY UNLEASHED: The fall of …

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.