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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: "Yep it's going to be …" 3 comments
WATCH OUT CANADA!!!!! Just think of this once beautiful country going to the dogs…just like what most Indians escaped from… a 3rd world country and all that European’s (whites) built is falling apart, government controlled …
WATCH OUT CANADA!!!!! Just think of this once beautiful country going to the dogs…just like what most Indians escaped from… a 3rd world country and all that European’s (whites) built is falling apart, government controlled by Indians, businesses controlled by Indians, housing run by Indians, garbage in the streets, poop on the beaches, Indian music (not music to my ears) blasting everywhere, especially in the parks, unclean public toilets, unclean motels etc etc.. YEP…just what a once beautiful country deserves!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.46327567
Profanity0.16682947
Threat0.013528148
Severe Toxicity0.043077253
Moderate 0.47886392 Moderate Con 0.362 Identity Attack Fear_Threat
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Love the BGM. Appropriate for the clown circus going on in Canada. Oh, and, yep, housing. :/
Love the BGM. Appropriate for the clown circus going on in Canada. Oh, and, yep, housing. :/
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10409598
Insult0.46476576
Profanity0.044167064
Threat0.0074048014
Severe Toxicity0.0076293945
Moderate 0.39987978 Moderate Con 0.403 Meta_Commentary
Jun 20, 2025 How Canada broke its immigration …
Yep, Mass deportation in all of Canada. They all have to go every single one that Trudeau brought over all the way to carney
Yep, Mass deportation in all of Canada. They all have to go every single one that Trudeau brought over all the way to carney
Why Canadians Are Turning Against Immigrants. · 92: Cluster #91
Close reading → Video sentiment →
Identity Attack0.052035484
Insult0.028061481
Profanity0.012687869
Threat0.011586283
Severe Toxicity0.0031089783
Low Tox 0.11140333 Low Con 0.283
Aug 29, 2025 1 likes Why Canadians Are Turning Against …

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.