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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: "Here comes Canadas version of …" 3 comments
Liberal is like Democrats when it comes to immigration, we need trump version to save Canada heritage because the foreign countries are slowly changing the culture, religion, businesses, jobs and etc. They do not need …
Liberal is like Democrats when it comes to immigration, we need trump version to save Canada heritage because the foreign countries are slowly changing the culture, religion, businesses, jobs and etc. They do not need a military forces to take over Canada, it's already been invaded from "WITHIN" and some Canadian are worried about the US invading this country.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.05612817
Insult0.02657372
Profanity0.0117997285
Threat0.008052089
Severe Toxicity0.0021839142
Low Tox 0.09828771 Moderate Con 0.473 Fear_Threat
Nov 22, 2025 Quebec Ends Economic Immigration Program …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll back" their beliefs to a previous version, if even one or two charismatic new immigrants start fomenting those beliefs. The very thing could undermine itself, so there should be tighter bordres. The people who've been there since 1979 don't have to leave.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.028886627
Insult0.016860934
Profanity0.010245483
Threat0.0067186756
Severe Toxicity0.0012588501
Low Tox 0.044636376 Constructive 0.551 Fear_Threat
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Here comes Canadas version of ICE! 👋
Here comes Canadas version of ICE! 👋
Canadian immigration officers investigating hundreds identified by extortion … · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.0054756827
Insult0.010248893
Profanity0.009716015
Threat0.0066798385
Severe Toxicity0.0011444092
Low Tox 0.016712861 Low Con 0.181 Comparative_Framing
Feb 18, 2026 Canadian immigration officers investigating hundreds …

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.