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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: "This is win win for …" 59 comments · Page 3 of 3
Poilievre will only win if he runs a campaign on fixing the immigration system.
Poilievre will only win if he runs a campaign on fixing the immigration system.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.010951365
Insult0.011578901
Profanity0.0108774295
Threat0.007301235
Severe Toxicity0.00093460083
Low Tox 0.031213367 Low Con 0.201 Call_To_Action
Feb 19, 2026 3 likes LILLEY UNLEASHED: The fall of …
PR here Tightening the immigration policies will ultimately bring down the costs of rent, so ultimately everyone wins out of this.
PR here Tightening the immigration policies will ultimately bring down the costs of rent, so ultimately everyone wins out of this.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011987305
Insult0.009431887
Profanity0.011150704
Threat0.007197669
Severe Toxicity0.0010538101
Low Tox 0.026145924 Constructive 0.58 Economic_Argument
Feb 13, 2026 4 likes Canada's tighter immigration policy divides …
FREE CASH. Make sure you have identification otherwise you won't be able to withdraw any winnings and they will lock your account. I can't understand exactly why they want id off you but apparently it's …
FREE CASH. Make sure you have identification otherwise you won't be able to withdraw any winnings and they will lock your account. I can't understand exactly why they want id off you but apparently it's to keep the site safe 😄 yet TESTER UP is exactly the same sort of app and you don't need id to withdraw. Be careful because I honestly think it's a data harvester under the guise of a game app.
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.0023031165
Insult0.010210892
Profanity0.013268576
Threat0.007521313
Severe Toxicity0.0009822845
Low Tox 0.022728346 Constructive 0.718 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
Win for free speech!
Win for free speech!
Inside Canada's Indian Invasion... · 115: Cluster #114
Close reading → Discourse → Video sentiment →
Identity Attack0.0026638457
Insult0.008899884
Profanity0.012004685
Threat0.007793174
Severe Toxicity0.0010347366
Low Tox 0.017089844 Moderate Con 0.309 Call_To_Action
Feb 3, 2026 Inside Canada's Indian Invasion...
Trudeau needed to be in the government. The only way to do that was to get support from Jagmeet. And that meant helping Jagmeet win, which needed the import of Jagmeet's voters! And the results …
Trudeau needed to be in the government. The only way to do that was to get support from Jagmeet. And that meant helping Jagmeet win, which needed the import of Jagmeet's voters! And the results are there for everyone to see!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0024973555
Insult0.011236899
Profanity0.010228404
Threat0.006155535
Severe Toxicity0.0006246567
Low Tox 0.01646154 Constructive 0.561 Policy_Critique
Feb 16, 2026 1 likes Why Canadians Are Turning Against …
Alberta will win the Olympic Gold Medal in 2030 Men’s Hockey! Guaranteed!
Alberta will win the Olympic Gold Medal in 2030 Men’s Hockey! Guaranteed!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00258985
Insult0.006724371
Profanity0.009698936
Threat0.0063885585
Severe Toxicity0.0006079674
Low Tox 0.00804228 Low Con 0.154 Humor_Satire
Feb 26, 2026 1 likes LILLEY UNLEASHED: The fall of …
If Mark Carney Wins this next-Election, lots of Canadians will be leaving as well. Nobody wants to live in a Socialist Country.
If Mark Carney Wins this next-Election, lots of Canadians will be leaving as well. Nobody wants to live in a Socialist Country.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0016727757
Insult0.0010171182
Profanity0.000035409765
Threat0.000111820475
Severe Toxicity0.0000029313164
Low Tox 0.0045209276
Apr 14, 2025
I doubt this. Especially if the liberals win a fourth term, it’ll be back to mass immigration in no time.
I doubt this. Especially if the liberals win a fourth term, it’ll be back to mass immigration in no time.
· 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0003394207
Insult0.0005155184
Profanity0.000016392283
Threat0.000051399504
Severe Toxicity0.0000017437383
Low Tox 0.0021564264 Policy_Critique
Apr 15, 2025
CANADA does NOT HAVE a 'Housing Crisis". The housing crisis is in Vancouver & Toronto, because we let ALL the immigrants move there. But there are a thousand small towns across the country that need …
CANADA does NOT HAVE a 'Housing Crisis". The housing crisis is in Vancouver & Toronto, because we let ALL the immigrants move there. But there are a thousand small towns across the country that need immigrants to stop from becoming ghost towns. The failure was in the Liberal Party deciding that getting the immigrant vote was how to win elections, so they let immigrants decide where to go, which didn't help the country. I should know.. I owned a 28-suite apt. block in Winnipeg (not even a small town!) and my property value dropped below the mortgage cost because more people were leaving Manitoba than entering at that time. I lost my block. Thanks, Liberal Party of Canada.
· 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.00016257107
Insult0.0002154967
Profanity0.000020543059
Threat0.000033083004
Severe Toxicity0.0000023985558
Low Tox 0.0006092379
Apr 23, 2025

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.