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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: "How can you tell when …" 431 comments · Page 18 of 18
Law enforcement cherry pick the laws they wish to enforce. I can give proof of this with Federal law enforcement and local law enforcement. If you got the money, they will look the other way. …
Law enforcement cherry pick the laws they wish to enforce. I can give proof of this with Federal law enforcement and local law enforcement. If you got the money, they will look the other way. But if you are a poor victim, they will shug at you and tell you they are "sorry, but the system is Broken". The same system that pays them, and the crimes get worst.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00019276363
Insult0.0010778691
Profanity0.00046377935
Threat0.0023560824
Severe Toxicity0.000009323697
Low Tox 0.00876635
Apr 20, 2025 1 likes
My son was telling me they will have direct flights to Mexico no more stop over in Houston. Woot
My son was telling me they will have direct flights to Mexico no more stop over in Houston. Woot
· 31: Cluster #30
Close reading → Video sentiment →
Identity Attack0.0012051006
Insult0.00022382937
Profanity0.000036353726
Threat0.00009663098
Severe Toxicity0.0000040420537
Low Tox 0.0011766321
Dec 30, 2025
Everyone’s answer is just don’t go, and when Liberals tell you we don’t have any jobs we can say just don’t eat..
Everyone’s answer is just don’t go, and when Liberals tell you we don’t have any jobs we can say just don’t eat..
· 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.00008015791
Insult0.00045595723
Profanity0.000025635069
Threat0.000044855384
Severe Toxicity0.000001956262
Low Tox 0.0010840585
Dec 9, 2025
Like when someone who you don’t like tells you you can’t come over…. That’s alright!
Like when someone who you don’t like tells you you can’t come over…. That’s alright!
· 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.00012448018
Insult0.00026232935
Profanity0.00002195058
Threat0.000042586627
Severe Toxicity0.000002143899
Low Tox 0.0007193561
Dec 7, 2025 118 likes
How about we have some self respect and never beg to be recognized as a human...don't go or turn around and walk away when they tell you to kneel
How about we have some self respect and never beg to be recognized as a human...don't go or turn around and walk away when they tell you to kneel
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00008438034
Insult0.00019570511
Profanity0.000020224132
Threat0.000060925016
Severe Toxicity0.0000023958282
Low Tox 0.0006360806
Dec 8, 2025 1 likes
It’s not consistent as Snowbirds will tell you. Most never got fingerprinted, some asked officers about new forms ,they had no idea and went on their way.
It’s not consistent as Snowbirds will tell you. Most never got fingerprinted, some asked officers about new forms ,they had no idea and went on their way.
· 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.000050430495
Insult0.00015894357
Profanity0.00001871848
Threat0.00001821359
Severe Toxicity0.0000024255264
Low Tox 0.0003444057 Policy_Critique
Dec 11, 2025 1 likes

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.