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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: "Just sell your stuff to …" 2 comments
They work hard and beat everyone. Everyone across the world.k own they are top Doctors in the US and in Canada, top lT engineers. They sell amongst themselves WFT? They come here to study and …
They work hard and beat everyone. Everyone across the world.k own they are top Doctors in the US and in Canada, top lT engineers. They sell amongst themselves WFT? They come here to study and invest millions.and millions into the economy they do shop at some Indian stores, but MOSTLY at Canadian groceries, furniture and electronics, Just like the Holland loser or the Portugese guy shops at Portugese to get their country stuff their - AND THEY PAY TAXES THANK YOU! HIGHER TAXES BECAUSE THEY ARE MORE DUCATED AND EARN BETTER THAN THESE RACIST BUMS. CHECK YOUR UNEMPLOYED WHITE GUY he is the one that doesn't pay taxes or contribute and collects welfare or begs for money! THATS THE FACTS, not the hatred portrayed here that should be reported.
Inside Canada's Indian Metropolis (Brampton) · 240: Cluster #239
Close reading → Video sentiment →
Identity Attack0.2331515
Insult0.42167732
Profanity0.3597395
Threat0.028379176
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
0:36 That guy is saying that ....they sell and buy among themselves..... The fact is that they eat rice and lentils with spices kind of food ...so obviously they will buy that stuff from those …
0:36 That guy is saying that ....they sell and buy among themselves..... The fact is that they eat rice and lentils with spices kind of food ...so obviously they will buy that stuff from those people who sell it. The Canadian white people should focus on doing South Asian business and stuff rather than complaining.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.07491849
Profanity0.025907494
Threat0.0074306927
Severe Toxicity0.0051879883
Low Tox 0.25462922 Constructive 0.533 Identity_Assertion
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.