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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: "Can't wait for our economy …" 3 comments
as a refugee myself from Afghanistan, I know a lot of fellow refugees and immigrant who works for cash, abuses the system, don't pay taxes, if they are manager-they hire only immigrants and people they …
as a refugee myself from Afghanistan, I know a lot of fellow refugees and immigrant who works for cash, abuses the system, don't pay taxes, if they are manager-they hire only immigrants and people they know, they think this way they will have a better life in Canada, but in reality they are fucking the economy and not thinking about its consequences in the long term. I assume most of them will wait no minute to go back to their home country once the economy in Canada crumbles. I feel really bad about this kind of behaviours and I feel ashamed.
Inside Canada's Indian Metropolis (Brampton) · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.2803029
Insult0.26395
Profanity0.38203895
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.3722269 Constructive 0.696 Personal_Narrative
Sep 29, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
IRCC itself is corrupt. There is no Canadian institution that is not corrupt. With influence even healthcare wait times can be converted into minutes. There is no reason for anyone to live in Canada is …
IRCC itself is corrupt. There is no Canadian institution that is not corrupt. With influence even healthcare wait times can be converted into minutes. There is no reason for anyone to live in Canada is a dead economy.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.26957804
Profanity0.022696527
Threat0.008246276
Severe Toxicity0.0059127808
Low Tox 0.295883 Low Con 0.288 Policy_Critique
Oct 22, 2025 IRCC Names India in Study …
Canada needs immigration. The country needs at least 300 k new immigrants per year so that the economy grows. But diversity needs to be assured. Stop bringing Indians. There are well educated people from everywhere …
Canada needs immigration. The country needs at least 300 k new immigrants per year so that the economy grows. But diversity needs to be assured. Stop bringing Indians. There are well educated people from everywhere in the world waiting in the queue of express entry visa. Use them.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.30256465
Insult0.08533409
Profanity0.01846078
Threat0.009385503
Severe Toxicity0.008430481
Low Tox 0.26859093 Constructive 0.55
Oct 29, 2025 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.