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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 an engineer and …" 84 comments · Page 4 of 4
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). Canada was also accepting too many professional immigrants (engineering, business, consulting, IT, accounting) when we desperately need trades, construction workers and mechanics. The reduction in immigration and foreign students to sustainable levels is long overdue.
Identity Attack0.012842959
Insult0.010096892
Profanity0.00904991
Threat0.0060778605
Severe Toxicity0.0007867813
Low Tox 0.022846194 Constructive 0.721 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
Atleast these are real doctors n engineers
Atleast these are real doctors n engineers
Identity Attack0.005512681
Insult0.010856897
Profanity0.013780965
Threat0.0069646453
Severe Toxicity0.0011730194
Low Tox 0.02072494 Low Con 0.281
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
Identity Attack0.0059936526
Insult0.0096028885
Profanity0.01265371
Threat0.006822242
Severe Toxicity0.00089645386
Low Tox 0.019980038 Constructive 0.558 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Pakistani Canadian I respect Canadians , love Canadian culture. Canada is our chosen homeland and we truly love this great country. I raise two daughters here and one is a successful professional civil …
As a Pakistani Canadian I respect Canadians , love Canadian culture. Canada is our chosen homeland and we truly love this great country. I raise two daughters here and one is a successful professional civil engineer and second is a chartered accountant.
Identity Attack0.009989422
Insult0.009279887
Profanity0.013131939
Threat0.006874025
Severe Toxicity0.0012111664
Low Tox 0.019854378 Constructive 0.713 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
Engineers and doctors right? :D
Engineers and doctors right? :D
Identity Attack0.0028673338
Insult0.0088618845
Profanity0.01309778
Threat0.0065633263
Severe Toxicity0.0010156631
Low Tox 0.014765122 Moderate Con 0.343
Nov 26, 2025 Quebec Ends Economic Immigration Program …
LOT OF ENGINEERS & DOCTORS
LOT OF ENGINEERS & DOCTORS
Identity Attack0.003607291
Insult0.008405882
Profanity0.012312118
Threat0.006977591
Severe Toxicity0.0012683868
Low Tox 0.012063419 Low Con 0.282 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
But but but doctors and engineers.
But but but doctors and engineers.
Identity Attack0.0025343532
Insult0.008234881
Profanity0.011014067
Threat0.0064532873
Severe Toxicity0.0007343292
Low Tox 0.011623607 Moderate Con 0.303 Humor_Satire
Feb 18, 2026 2 likes Canadian immigration officers investigating hundreds …
Doctors and engineers eh?😂😂
Doctors and engineers eh?😂😂
Identity Attack0.0012209293
Insult0.009070885
Profanity0.013849284
Threat0.0055033923
Severe Toxicity0.0014686584
Low Tox 0.011058134 Low Con 0.282 Humor_Satire
Feb 18, 2026 49 likes Canadian immigration officers investigating hundreds …
Engineers and doctors
Engineers and doctors
Identity Attack0.003089321
Insult0.0074558756
Profanity0.013507691
Threat0.006925808
Severe Toxicity0.0011968613
Low Tox 0.009738698 Moderate Con 0.395 Economic_Argument
Feb 18, 2026 Canadian immigration officers investigating hundreds …

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.