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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 was at a bus …" 57 comments · Page 3 of 3
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
Inside Canada's Indian Invasion... · 152: Cluster #151
Close reading → Discourse → Video sentiment →
Identity Attack0.005660672
Insult0.012870909
Profanity0.017162729
Threat0.009540852
Severe Toxicity0.0017642975
Low Tox 0.033334624 Constructive 0.519 Personal_Narrative
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Some already have legal status & a job, but they jave no experience yet the have a CDL. There also driving the busses. Scary taking the bus now.
Some already have legal status & a job, but they jave no experience yet the have a CDL. There also driving the busses. Scary taking the bus now.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0031263188
Insult0.014352918
Profanity0.011116544
Threat0.0065956907
Severe Toxicity0.0007915497
Low Tox 0.027088705 Constructive 0.543
Dec 30, 2025 Deportations From Canada at Their …
4:22 "I have contracts with the buildings"........."while I ride a bus".........????
4:22 "I have contracts with the buildings"........."while I ride a bus".........????
Inside Canada's Indian Invasion... · 269: Cluster #268
Close reading → Video sentiment →
Identity Attack0.0015446605
Insult0.0076268767
Profanity0.010757872
Threat0.006861079
Severe Toxicity0.0008678436
Low Tox 0.016964182 Moderate Con 0.357
Jan 27, 2026 Inside Canada's Indian Invasion...
THEY ARE DRIVER SCHOOL BUS IN EDMONTON
THEY ARE DRIVER SCHOOL BUS IN EDMONTON
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0035702933
Insult0.009431887
Profanity0.011902207
Threat0.0062979385
Severe Toxicity0.0010061264
Low Tox 0.015896067 Low Con 0.169 Unverified_Claim
Sep 27, 2025 23 likes IRCC Names India in Study …
See one at the bus stop Monday! Fifty by Friday
See one at the bus stop Monday! Fifty by Friday
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0021088778
Insult0.007189874
Profanity0.01084327
Threat0.0072365063
Severe Toxicity0.00082969666
Low Tox 0.010555492 Moderate Con 0.36
Oct 30, 2025 IRCC Names India in Study …
2% wage increase. 4% increase in food. 5% increase in rent. 3% increase in bus fares. 5 % increase in license registrations. So we make less then last year.
2% wage increase. 4% increase in food. 5% increase in rent. 3% increase in bus fares. 5 % increase in license registrations. So we make less then last year.
Canada’s new rules in 2026 · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.0010266906
Insult0.006667371
Profanity0.009109689
Threat0.0058448366
Severe Toxicity0.00044584274
Low Tox 0.006754258 Moderate Con 0.351 Economic_Argument
Jan 11, 2026 398 likes Canada’s new rules in 2026
I won't miss those new immigrants from south Asia. They completely change once clean cities. They post illegal advertising signs everywhere, on traffic lights bus shelters, at the sides of our streets. Who post on …
I won't miss those new immigrants from south Asia. They completely change once clean cities. They post illegal advertising signs everywhere, on traffic lights bus shelters, at the sides of our streets. Who post on traffic light? meant to get attention of motorists. They don't believe in obeying bylaws. And city councilors do nothing about it . Even police don't see the safety hazzard these signs, posted at traffic lights pose.
· 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00041846186
Insult0.00022734511
Profanity0.000014769093
Threat0.00003745917
Severe Toxicity0.0000022475413
Low Tox 0.0008297402 Fear_Threat
Apr 16, 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.