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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: "Why was it when Harper …" 30 comments · Page 2 of 2
Stephen Harper had the immigration quotas set, Trudeau wanted to be the "big man" and doubled what Harper was bringing in - the result? You be the judge.
Stephen Harper had the immigration quotas set, Trudeau wanted to be the "big man" and doubled what Harper was bringing in - the result? You be the judge.
How Canada broke its immigration system · 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.0039402717
Insult0.01617693
Profanity0.009920971
Threat0.0063950317
Severe Toxicity0.00074386597
Low Tox 0.027677942 Moderate Con 0.373
Jun 27, 2025 2 likes How Canada broke its immigration …
I migrated to Canada under the Harper immigration system was never ever a burden to social system paid houndreads and houndreads of thousands in taxes citizen now and proud Albertan
I migrated to Canada under the Harper immigration system was never ever a burden to social system paid houndreads and houndreads of thousands in taxes citizen now and proud Albertan
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.008028535
Insult0.010780896
Profanity0.009698936
Threat0.0058966195
Severe Toxicity0.0007200241
Low Tox 0.022256956 Constructive 0.643 Personal_Narrative
Feb 18, 2026 5 likes LILLEY UNLEASHED: The fall of …
I hope we return back to a world praised Immigration System. Jason Kenney and Stephen Harper can get us back to realistic approach to Immigration, all we have to do is look back.
I hope we return back to a world praised Immigration System. Jason Kenney and Stephen Harper can get us back to realistic approach to Immigration, all we have to do is look back.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.008768492
Insult0.008842885
Profanity0.010006369
Threat0.006874025
Severe Toxicity0.00092983246
Low Tox 0.020960633 Constructive 0.509 Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
I thought it was interesting how you point out Trudeau's policy changes, but don't point out the prior PM(Harper) removing the 6 week vetting period on TFW's and other anti-labour moves that also vastly increased …
I thought it was interesting how you point out Trudeau's policy changes, but don't point out the prior PM(Harper) removing the 6 week vetting period on TFW's and other anti-labour moves that also vastly increased immigration. Despite the government not properly integrating people or providing services for our own countrymen, this immigration has also staved off demographic collapse by several decades.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.005512681
Insult0.010172892
Profanity0.009195087
Threat0.006003422
Severe Toxicity0.0005841255
Low Tox 0.01646154 Constructive 0.781
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh! How I miss the days when Kenny, Harper & co. brought fiscal common sense to the table.
Oh! How I miss the days when Kenny, Harper & co. brought fiscal common sense to the table.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.0013041744
Insult0.0113509
Profanity0.009818493
Threat0.0057250885
Severe Toxicity0.00044584274
Low Tox 0.014890783 Moderate Con 0.335 Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …

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.