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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: "Congratulations, as you Canadian don't …" 4 comments
Congratulations you've destroyed our Canadian culture and our country! Pick up your damn garbage and learn how to drive!!!
Congratulations you've destroyed our Canadian culture and our country! Pick up your damn garbage and learn how to drive!!!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.2700233
Insult0.6675394
Profanity0.5188411
Threat0.057856824
Severe Toxicity0.16960317
Toxic 0.7675452 Low Con 0.223 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
lot of people who commits crime and scams in india who are running from authority come to canada tell canadian government that they are persecuted minority indian government be like you wants them take them …
lot of people who commits crime and scams in india who are running from authority come to canada tell canadian government that they are persecuted minority indian government be like you wants them take them so congratulation canada government of india agreed to take back all illegal immigrant
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.33352965
Insult0.15769513
Profanity0.02303812
Threat0.009540852
Severe Toxicity0.00793457
Low Tox 0.2922276 Moderate Con 0.423 Unverified_Claim
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Congratulations 🎉! Finally and hopefully the rest of Canada will do the same, and also to end the citizenship granted easy pizzy process to anyone born on Canadian soil if parents are NOT Canadians or …
Congratulations 🎉! Finally and hopefully the rest of Canada will do the same, and also to end the citizenship granted easy pizzy process to anyone born on Canadian soil if parents are NOT Canadians or PR.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.054763943
Insult0.019161236
Profanity0.010023449
Threat0.008582866
Severe Toxicity0.0022602081
Low Tox 0.07845957 Constructive 0.507
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
CONGRATULATIONS QUEBEC, ONTARIO AND REST OF COUNRRY NEDDS TO FOLLOW...CANADIAN CITIZENS ARE STRUGGLING WE DONT HAVE THE CAPICITY TO SUPPORT OTHERS...CANADA FIRST
CONGRATULATIONS QUEBEC, ONTARIO AND REST OF COUNRRY NEDDS TO FOLLOW...CANADIAN CITIZENS ARE STRUGGLING WE DONT HAVE THE CAPICITY TO SUPPORT OTHERS...CANADA FIRST
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.01555616
Insult0.017936565
Profanity0.009587918
Threat0.0069387536
Severe Toxicity0.0015926361
Low Tox 0.040925518 Constructive 0.512
Nov 27, 2025 Quebec Ends Economic Immigration Program …

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.