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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: "I have had enough! I …" 479 comments · Page 20 of 20
We have an 11% unemployment rate.When willl get it?We don't have enough for us and we can depict the felons and bad driving records.We don't have enough when we can be choosy.On application decisions job …
We have an 11% unemployment rate.When willl get it?We don't have enough for us and we can depict the felons and bad driving records.We don't have enough when we can be choosy.On application decisions job positions limited housing we don't have enough
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.000053138538
Insult0.0001796564
Profanity0.000022250531
Threat0.000024195764
Severe Toxicity0.0000022489005
Low Tox 0.0004112069
Apr 28, 2025
This is perfect step from USA. When you say "Canadian", you need to understand and admit that the composition of "Canadian population" has changed substantially over the past few years. I wish Canada also takes …
This is perfect step from USA. When you say "Canadian", you need to understand and admit that the composition of "Canadian population" has changed substantially over the past few years. I wish Canada also takes enough security steps before getting influx. It is not the country where from you come, it is who is coming. And, if one has clean records, what should one worry?
· 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.000120073375
Insult0.00013968495
Profanity0.000021232883
Threat0.000024228715
Severe Toxicity0.0000028339366
Low Tox 0.0003879494
Dec 8, 2025 10 likes
The last time ive been in the states was when a simple driver license was enough for entry.
The last time ive been in the states was when a simple driver license was enough for entry.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00005769053
Insult0.0001492337
Profanity0.000019210911
Threat0.000022898925
Severe Toxicity0.000002440562
Low Tox 0.00033544988
Dec 13, 2025
The reduction noted, is not enough.
The reduction noted, is not enough.
· 51: Cluster #50
Close reading → Video sentiment →
Identity Attack0.00004796687
Insult0.00015559923
Profanity0.000017101962
Threat0.000016124457
Severe Toxicity0.0000023826901
Low Tox 0.0003160248
Apr 28, 2025

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.