Skip to content
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: "Idiot destroyed Canada, who can …" 5 comments
You simply can’t fix stupid Canada had one of the best immigration systems in the world Until Trudeau and his gang of idiots destroyed it
You simply can’t fix stupid Canada had one of the best immigration systems in the world Until Trudeau and his gang of idiots destroyed it
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.18546575
Insult0.8502231
Profanity0.35346076
Threat0.01238892
Severe Toxicity0.059217658
Toxic 0.85333383 Low Con 0.219 Insult Policy_Critique
Jan 19, 2026 36 likes Why Canada’s immigration system has …
Again people STOP VOTING LIBERAL!!!!!!!! BOOMERS stop voting liberal!!!! Elbows aren't up, their way f**&^% ing down!!!!! You were duped ,the liberal government has done jack sh*&^^%%% . Stop voting for evil idiots!!! Im pissed …
Again people STOP VOTING LIBERAL!!!!!!!! BOOMERS stop voting liberal!!!! Elbows aren't up, their way f**&^% ing down!!!!! You were duped ,the liberal government has done jack sh*&^^%%% . Stop voting for evil idiots!!! Im pissed off lives are being ruined destroyed!!! This was not happening 10 yrs ago canada was still canada now I dont recognize the very country I was born and raised in 53 yrs I dont even know the country anymore!!!!!! Sooooo f**&^^ ing angry!!
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.37082586
Insult0.71551245
Profanity0.6001929
Threat0.06593887
Severe Toxicity0.35368225
Toxic 0.8403191 Moderate Con 0.421 Insult Call_To_Action
Sep 4, 2025 Why Canadians Are Turning Against …
The liberal parasites are ruining Canada, who voted for them? Too many are stupid? Than this country will no longer remain part of the "west"..and will fall down to the third world religious idiots level …
The liberal parasites are ruining Canada, who voted for them? Too many are stupid? Than this country will no longer remain part of the "west"..and will fall down to the third world religious idiots level (India, Pakistan, etc.)..so most intellignet people will leave to the US or Europe? Europe is also being destroyed by the simiral liberal tribe..(Soros, Starmer, Merz, Zelensky etc.) so it leaves only Trump, who finally removes them from power?
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.7657292
Profanity0.29209393
Threat0.02440793
Severe Toxicity0.11756202
Toxic 0.7510937 Low Con 0.221 Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Canada did not do it, you can thank blackface sockboy and the ndp/liberal party fot destroying Canada. I thought people would realize this but no, they reelected the idiot party. Canada NEEDS mass deportation.
Canada did not do it, you can thank blackface sockboy and the ndp/liberal party fot destroying Canada. I thought people would realize this but no, they reelected the idiot party. Canada NEEDS mass deportation.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.7497506
Profanity0.33453682
Threat0.06432246
Severe Toxicity0.070156105
Toxic 0.73663366 Low Con 0.282 Insult
Jun 18, 2025 1 likes How Canada broke its immigration …
You speak neither English or French? You make broom handles? you belong to a sexist idiot religion? You have 15 kids and can't even take care of yourself? You hate the West and want to …
You speak neither English or French? You make broom handles? you belong to a sexist idiot religion? You have 15 kids and can't even take care of yourself? You hate the West and want to see it destroyed? Your kids are annoying, loud and terrible? Ok you are perfect for Canada and here's 80 grand and house. Honestly, these are the people I'm constantly meeting as a teacher. Canada will be crumbling for the next 40 years, easy.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.6831271
Profanity0.29209393
Threat0.025789235
Severe Toxicity0.104393706
Moderate 0.65996873 Moderate Con 0.481 Insult Unverified_Claim
Jun 21, 2025 How Canada broke its immigration …

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.