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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

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Active: "Why can’t we have attractive, …" 35 comments · Page 2 of 2
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and …
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and even an invitation to reply. Watch that back door. Also, way too much money is leaving the country. It's not just about attracting investment but getting it to stay. The immigration policies, ironically, are 'not' diversified.
Identity Attack0.015757138
Insult0.022448512
Profanity0.011663092
Threat0.0076766624
Severe Toxicity0.001335144
Low Tox 0.056263726 Constructive 0.632 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada might help you to enter the country but has no practical value inside of it. All the engineers that I know here had to re-study in Canada again.
Identity Attack0.035331827
Insult0.019161236
Profanity0.010296722
Threat0.0059775305
Severe Toxicity0.0011777878
Low Tox 0.050078966 Constructive 0.719
Nov 26, 2025 Quebec Ends Economic Immigration Program …
Canadian higher education serves a double purpose now. 1. It attracts foreign students and large amounts of money and 2. It is used by most of those students as a backdoor door through the Canadian …
Canadian higher education serves a double purpose now. 1. It attracts foreign students and large amounts of money and 2. It is used by most of those students as a backdoor door through the Canadian immigration system.
Identity Attack0.023997234
Insult0.015644927
Profanity0.010518758
Threat0.006168481
Severe Toxicity0.0012302399
Low Tox 0.04240986 Low Con 0.261 Policy_Critique
Oct 11, 2025 IRCC Names India in Study …
IMO France 24's reporting is a little confused on this issue. You're getting the perspective of 1) immigrants that have been denied a path to citizenship and 2) corporations that can't offer attractive wages to …
IMO France 24's reporting is a little confused on this issue. You're getting the perspective of 1) immigrants that have been denied a path to citizenship and 2) corporations that can't offer attractive wages to Canadians. We have far too many companies whose business model is that Canada should be a low-cost labour source, i.e. they've invested in a future supporting immigrants and not Canadians.
Identity Attack0.023595277
Insult0.013782915
Profanity0.009852652
Threat0.0059904763
Severe Toxicity0.0010585785
Low Tox 0.034277402 Constructive 0.713 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
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 …
The Fifty-first states seems more attractive by the minute .
The Fifty-first states seems more attractive by the minute .
Identity Attack0.009471451
Insult0.011008898
Profanity0.014293353
Threat0.0071847234
Severe Toxicity0.0012207031
Low Tox 0.024260364 Low Con 0.23 Identity_Assertion
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
A grandfather clause is the equivalent of amnesty. Once you give amnesty, your doors will remain open, attracting people worldwide. Look at what has happened to the US after a general amnesty was passed in …
A grandfather clause is the equivalent of amnesty. Once you give amnesty, your doors will remain open, attracting people worldwide. Look at what has happened to the US after a general amnesty was passed in 1986.
Identity Attack0.002885833
Insult0.00815888
Profanity0.010228404
Threat0.006641001
Severe Toxicity0.000603199
Low Tox 0.014073989 Moderate Con 0.425 Comparative_Framing
Feb 11, 2026 2 likes Canada's tighter immigration policy divides …
Not very attractive anyway to live in a country where you can't afford housing, can't afford food and that's infested with woke ideology.
Not very attractive anyway to live in a country where you can't afford housing, can't afford food and that's infested with woke ideology.
Identity Attack0.0005510634
Insult0.0044033392
Profanity0.00046058858
Threat0.0002138804
Severe Toxicity0.000004419194
Low Tox 0.013822696
Apr 14, 2025
This is because the Canadian government fails to attract business migrations like they did in the old days some 40 plus years ago when I migrated to Canada from abroad as a entreprenuer.
This is because the Canadian government fails to attract business migrations like they did in the old days some 40 plus years ago when I migrated to Canada from abroad as a entreprenuer.
Identity Attack0.00009930971
Insult0.0001853153
Profanity0.000019003983
Threat0.000021120719
Severe Toxicity0.0000021212109
Low Tox 0.00048013427 Personal_Narrative
Apr 15, 2025 8 likes
Stick to the old points based system selecting the people coming in,exceptions for attracting talent in high tech,and have just a decent number of people coming.Yes we do need immigration but not over immigration for …
Stick to the old points based system selecting the people coming in,exceptions for attracting talent in high tech,and have just a decent number of people coming.Yes we do need immigration but not over immigration for economical and social and integration reasons.
Identity Attack0.000064102234
Insult0.00011273673
Profanity0.000015791746
Threat0.0000211861
Severe Toxicity0.0000032512494
Low Tox 0.00027985268 Policy_Critique
Apr 16, 2025 3 likes

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.