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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
Active: "I am from England and …" 58 comments · Page 3 of 3
Welcome to England
Welcome to England
Identity Attack0.019676208
Insult0.012718908
Profanity0.021808386
Threat0.008738215
Severe Toxicity0.002937317
Low Tox 0.0414203 Moderate Con 0.431 Comparative_Framing
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
This has been happening to England for years.
This has been happening to England for years.
Identity Attack0.017264472
Insult0.012110904
Profanity0.016411226
Threat0.008505191
Severe Toxicity0.001783371
Low Tox 0.040925518 Low Con 0.172 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Come to the England 🇬🇧 my Canadian people your all welcome
Come to the England 🇬🇧 my Canadian people your all welcome
Identity Attack0.016058605
Insult0.011084898
Profanity0.018392462
Threat0.008453408
Severe Toxicity0.0022411346
Low Tox 0.032863233 Moderate Con 0.449 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 IRCC Names India in Study …
Just as I was about to flee England for Canada 😭
Just as I was about to flee England for Canada 😭
Identity Attack0.016058605
Insult0.010058892
Profanity0.010945748
Threat0.007249452
Severe Toxicity0.0013256073
Low Tox 0.02779579 Moderate Con 0.388
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Look at what British business and elites have done to England. Canadian business and elites want to do the same thing.
Look at what British business and elites have done to England. Canadian business and elites want to do the same thing.
Identity Attack0.009286462
Insult0.011122898
Profanity0.009818493
Threat0.0065050707
Severe Toxicity0.000834465
Low Tox 0.022374803 Low Con 0.203 Comparative_Framing
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
They did the same in England. https://youtu.be/vQe9uatZ9eE?si=tJyquw-6EoHQtP3J
They did the same in England. https://youtu.be/vQe9uatZ9eE?si=tJyquw-6EoHQtP3J
Identity Attack0.008435511
Insult0.008519882
Profanity0.016069634
Threat0.008013252
Severe Toxicity0.001373291
Low Tox 0.021314176 Low Con 0.267
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Same thing in England
Same thing in England
Identity Attack0.008842488
Insult0.008234881
Profanity0.01627459
Threat0.0074306927
Severe Toxicity0.0012493134
Low Tox 0.017089844 Moderate Con 0.387
Aug 25, 2025 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.