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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: "Keep Canada Canada do not …" 203 comments · Page 9 of 9
Why are any Canadians going to the USA. Canada, Canada Canadian Businesses and Fellow Canadians need our fellow Canadians not be SELFISH and Support the USA BOYCOTT, No vacationing No dining No shopping No sports …
Why are any Canadians going to the USA. Canada, Canada Canadian Businesses and Fellow Canadians need our fellow Canadians not be SELFISH and Support the USA BOYCOTT, No vacationing No dining No shopping No sports events No musical festivals All those things are wants not needs!!! Support your country keep the pressure on!!
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.00132066
Insult0.0019126767
Profanity0.000046899
Threat0.000039868628
Severe Toxicity0.0000021527212
Low Tox 0.0047451705
Dec 11, 2025
If it wasn't for Canada's mass immigration policies, this wouldn't be happening. Keep voting Liberal folks.
If it wasn't for Canada's mass immigration policies, this wouldn't be happening. Keep voting Liberal folks.
· 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00012788984
Insult0.00055390707
Profanity0.000022947544
Threat0.000038431543
Severe Toxicity0.0000015666453
Low Tox 0.0014871449 Policy_Critique
Dec 8, 2025 3 likes
Thanks to Canada i hope they will keep their immigration policy as liberal and considerate to other nationalities.!!!
Thanks to Canada i hope they will keep their immigration policy as liberal and considerate to other nationalities.!!!
· 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.00009439454
Insult0.00024900545
Profanity0.00001717458
Threat0.000035039022
Severe Toxicity0.0000017260779
Low Tox 0.00070957537
Apr 14, 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.