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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: "Round them up and send …" 12 comments
OH IM SURE ITS WAAAYYYYY MORE THAN THAT!!! THE SCUMBAG CRIMINAL TRUDEAU BOUGHT IN PEOPLE FROM AFGANISTAN, UKRAINE, ETC DURING WARS WITH NO INFORMATION!!! AS FAR AS INDIA, WE HAVE 2 MILLION MUSLIMS IN CANADA …
OH IM SURE ITS WAAAYYYYY MORE THAN THAT!!! THE SCUMBAG CRIMINAL TRUDEAU BOUGHT IN PEOPLE FROM AFGANISTAN, UKRAINE, ETC DURING WARS WITH NO INFORMATION!!! AS FAR AS INDIA, WE HAVE 2 MILLION MUSLIMS IN CANADA THAT WE DID NOT PUT THROUGH THE PROPER CHANNELS IM SURE. BUT NOT TO WORRY THE GIA IS GOING TO ROUND YOU ALL UP AND SEND YOU HOME...THEY WILL HAVE NO WHERE TO HIDE VERY SOON!!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.37507164
Insult0.58196646
Profanity0.24818924
Threat0.04524883
Severe Toxicity0.026936848
Moderate 0.57271194 Moderate Con 0.371 Insult
Oct 12, 2025 IRCC Names India in Study …
I've said this for a long time, Indians are everywhere . We've got to round them up and send them back to where they came from
I've said this for a long time, Indians are everywhere . We've got to round them up and send them back to where they came from
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.36709076
Profanity0.20139475
Threat0.2566701
Severe Toxicity0.16960317
Moderate 0.51980776 Moderate Con 0.436 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Thats why we round them all up and send them all back,and i guess im a racist ,like really thats the best you can say I'm a racist then i am racist.
Thats why we round them all up and send them all back,and i guess im a racist ,like really thats the best you can say I'm a racist then i am racist.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.33964422
Profanity0.2356715
Threat0.146441
Severe Toxicity0.0912254
Moderate 0.47900817 Moderate Con 0.361 Call_To_Action
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
We should have the right to round up the corrupt politicians and send them flying into the Sun.
We should have the right to round up the corrupt politicians and send them flying into the Sun.
Why Canadians Are Turning Against Immigrants. · 127: Cluster #126
Close reading → Discourse → Video sentiment →
Identity Attack0.06340405
Insult0.37960073
Profanity0.07449899
Threat0.42877895
Severe Toxicity0.020127986
Moderate 0.41910073 Low Con 0.146 Humor_Satire
Aug 26, 2025 Why Canadians Are Turning Against …
Round them all out and deport them home with fines'.. . They should be banned from getting back. Asylum seekers from student permit should be flagged -because its fraud. This should never been considered. Send …
Round them all out and deport them home with fines'.. . They should be banned from getting back. Asylum seekers from student permit should be flagged -because its fraud. This should never been considered. Send them home.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.23846684
Insult0.18107465
Profanity0.024609445
Threat0.13582869
Severe Toxicity0.013607788
Moderate 0.3245134 Low Con 0.28 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Round them up and send em back.
Round them up and send em back.
IRCC Names India in Study Permit Fraud | … · 166: Cluster #165
Close reading → Discourse → Video sentiment →
Identity Attack0.019073274
Insult0.03665562
Profanity0.026454043
Threat0.33609006
Severe Toxicity0.0125103295
Low Tox 0.24282593 Low Con 0.191 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Round them up and send them home.
Round them up and send them home.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.022791367
Insult0.05144889
Profanity0.020578653
Threat0.18913531
Severe Toxicity0.010375977
Low Tox 0.23271075 Low Con 0.145
Jan 27, 2026 Inside Canada's Indian Invasion...
So when we round you all up, and send you back, we know where to find you.
So when we round you all up, and send you back, we know where to find you.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.01565665
Insult0.04910661
Profanity0.023379711
Threat0.16699752
Severe Toxicity0.010223389
Low Tox 0.23235008 Low Con 0.238
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
We need something like ICE find them round them up and send them back
We need something like ICE find them round them up and send them back
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.03636306
Insult0.04383647
Profanity0.030389199
Threat0.20938614
Severe Toxicity0.01502803
Low Tox 0.23090743 Low Con 0.155 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
The government have to do something about that. Just round them up and send them back to where they belong.
The government have to do something about that. Just round them up and send them back to where they belong.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.055673428
Insult0.06319981
Profanity0.017026093
Threat0.08089764
Severe Toxicity0.0077438354
Low Tox 0.21107252 Low Con 0.204
Aug 25, 2025 Why Canadians Are Turning Against …
Round 'em up and send 'em home.
Round 'em up and send 'em home.
IRCC Names India in Study Permit Fraud | … · 166: Cluster #165
Close reading → Discourse → Video sentiment →
Identity Attack0.009249465
Insult0.046178754
Profanity0.020510335
Threat0.20938614
Severe Toxicity0.009460449
Low Tox 0.20705862 Low Con 0.172 Call_To_Action
Sep 30, 2025 IRCC Names India in Study …
there are currently 500,000 expired 'temporary' visa holders in Canada. We need to round them up and send them home.
there are currently 500,000 expired 'temporary' visa holders in Canada. We need to round them up and send them home.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.040745795
Insult0.032689095
Profanity0.012073003
Threat0.01698343
Severe Toxicity0.0037384033
Low Tox 0.11140333 Moderate Con 0.42 Unverified_Claim
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.