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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: "ThankYou for your time and …" 4 comments
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Well I'm tired that I'm told I have privilege when I have family buried in Holland that politicians pretend to honor for a few minutes one day a year and then go and look for …
Well I'm tired that I'm told I have privilege when I have family buried in Holland that politicians pretend to honor for a few minutes one day a year and then go and look for another freedom to take. And that doesn't take into account those who served and those who spent time in prisoner of war camp. Thankyou sir for valuing and embracing your new country.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.016360072
Insult0.022770792
Profanity0.011219022
Threat0.0071199946
Severe Toxicity0.0014209747
Low Tox 0.054531995 Constructive 0.791
Aug 25, 2025 19 likes Why Canadians Are Turning Against …
Why do they keep saying thankyou for the question, in my opinion it is using up time.
Why do they keep saying thankyou for the question, in my opinion it is using up time.
IRCC Names India in Study Permit Fraud | … · 64: Cluster #63
Close reading → Video sentiment →
Identity Attack0.0027933381
Insult0.010058892
Profanity0.013780965
Threat0.0072106146
Severe Toxicity0.00092983246
Low Tox 0.020231359 Constructive 0.535
Sep 29, 2025 IRCC Names India in Study …
ThankYou for your time and effort. Much appreciated.
ThankYou for your time and effort. Much appreciated.
· 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.000035039822
Insult0.0001745237
Profanity0.000016740682
Threat0.000025997737
Severe Toxicity0.0000021943404
Low Tox 0.00034375768 Meta_Commentary
Apr 15, 2025 1 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.