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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: "Indian truck drivers on Highway …" 3 comments
Indian truck drivers on Highway 401 cause truck accidents every day because of these Mongolians.
Indian truck drivers on Highway 401 cause truck accidents every day because of these Mongolians.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.45135358
Profanity0.257327
Threat0.055917133
Severe Toxicity0.16960317
Moderate 0.53579444 Low Con 0.285 Identity Attack Unverified_Claim
Feb 21, 2026 Inside Canada's Indian Invasion...
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant …
Tim Uppal, as a Member of Parliament and Parliamentary Secretary to the Minister of Citizenship, Immigration, and Multiculturalism in 2010, announced a new initiative called the Student Partners Program (SPP) that resulted in a significant increase in the approval rate of visas for students from India. This turned out to be scam, students did not come to study and go back, it was a backdoor for PR. In addition, a number of Indian students on student visas have committed crimes such as extortion, drug trafficking and killed people on highways as unqualified truck drivers. Lastly, they majority of them lack of consideration for others may it be economically or socially.
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.05976611
Insult0.053205602
Profanity0.02474608
Threat0.0116639575
Severe Toxicity0.0032615662
Low Tox 0.10696511 Constructive 0.552 Unverified_Claim
Jan 20, 2026 2 likes 2.9 million Canadian temporary visas …
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute …
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute on highway 1.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.06613251
Insult0.024511116
Profanity0.012961143
Threat0.007301235
Severe Toxicity0.002155304
Low Tox 0.091913216 Constructive 0.529 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...

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.