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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 almost the same …" 211 comments · Page 9 of 9
I bought a cart of groceries for my girlfriend and myself 2 weeks ago 550$ and it’s almost all gone 😂
I bought a cart of groceries for my girlfriend and myself 2 weeks ago 550$ and it’s almost all gone 😂
Canada’s new rules in 2026 · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.0029783275
Insult0.0094128875
Profanity0.019212283
Threat0.0071070488
Severe Toxicity0.0013923645
Low Tox 0.024142517 Moderate Con 0.467 Economic_Argument
Jan 23, 2026 Canada’s new rules in 2026
It is too little. There are almost 5 million more with expired visas to go
It is too little. There are almost 5 million more with expired visas to go
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.00673361
Insult0.010590895
Profanity0.011816809
Threat0.00675104
Severe Toxicity0.0008583069
Low Tox 0.023788974 Moderate Con 0.327
Dec 23, 2025 87 likes Deportations From Canada at Their …
I live in Surrey BC, it is almost turning into Brampton here too.
I live in Surrey BC, it is almost turning into Brampton here too.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008176526
Insult0.011084898
Profanity0.013678487
Threat0.0071588317
Severe Toxicity0.0011205673
Low Tox 0.023553278 Moderate Con 0.443 Personal_Narrative
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
In the 1600s, North America was almost entirely Native American. Today, they make up a tiny fraction of the population. History has a long memory what goes around comes around.
In the 1600s, North America was almost entirely Native American. Today, they make up a tiny fraction of the population. History has a long memory what goes around comes around.
Inside Canada's Indian Invasion... · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.008731495
Insult0.009089886
Profanity0.011628932
Threat0.006543908
Severe Toxicity0.0007724762
Low Tox 0.019226074 Moderate Con 0.411 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I know a guy who owns a veterinary practice in Brampton. He says their sign near the road gets taken out by a car almost monthly
I know a guy who owns a veterinary practice in Brampton. He says their sign near the road gets taken out by a car almost monthly
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.002830336
Insult0.008766884
Profanity0.011936366
Threat0.008867673
Severe Toxicity0.0010347366
Low Tox 0.018974753 Moderate Con 0.495 Personal_Narrative
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
Remove the child tax benefit. Family’s with 6 kids receive almost $60k a year completely tax free. I can’t even believe this is where our hard earned money is going.
Remove the child tax benefit. Family’s with 6 kids receive almost $60k a year completely tax free. I can’t even believe this is where our hard earned money is going.
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.0017019014
Insult0.010286893
Profanity0.010672474
Threat0.006155535
Severe Toxicity0.00064373016
Low Tox 0.01834645 Moderate Con 0.479
Aug 28, 2025 3 likes Why Canadians Are Turning Against …
My supervisor has over stayed her work visa by almost a year. Says because she applied for an extension she won't get deported even though that extension won't likely be approved for another year.
My supervisor has over stayed her work visa by almost a year. Says because she applied for an extension she won't get deported even though that extension won't likely be approved for another year.
Canadian immigration officers investigating hundreds identified by extortion … · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.004439743
Insult0.007816878
Profanity0.010689554
Threat0.0069516995
Severe Toxicity0.00066280365
Low Tox 0.01608456 Constructive 0.688 Personal_Narrative
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Immigration is out of control ! It is 2025 , the year isn’t even half over and they have already brought in almost 1 million mostly Indians . You need to get your facts straight …
Immigration is out of control ! It is 2025 , the year isn’t even half over and they have already brought in almost 1 million mostly Indians . You need to get your facts straight .
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.014597976
Insult0.0013591878
Profanity0.00011599752
Threat0.00016591376
Severe Toxicity0.000005316609
Low Tox 0.012240606
Jun 26, 2025
Lost my job last October. Its almost a year. I still can’t get a job in my field.
Lost my job last October. Its almost a year. I still can’t get a job in my field.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0014984132
Insult0.0068098716
Profanity0.010501678
Threat0.006543908
Severe Toxicity0.0005340576
Low Tox 0.01024134 Moderate Con 0.451
Jun 24, 2025 1 likes How Canada broke its immigration …
I got 19/20 on my test. It covered almost every part of the Discover canada. Appricated for making such useful video!
I got 19/20 on my test. It covered almost every part of the Discover canada. Appricated for making such useful video!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Video sentiment →
Identity Attack0.0027933381
Insult0.007341875
Profanity0.0113385795
Threat0.0068869707
Severe Toxicity0.0008249283
Low Tox 0.01005285 Constructive 0.605
Oct 24, 2025 1 likes Canadian Citizenship Test 2025 – …
Not just in Brampton almost everywhere in canada
Not just in Brampton almost everywhere in canada
IRCC Names India in Study Permit Fraud | … · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0044767405
Insult0.007303875
Profanity0.010655395
Threat0.0062396824
Severe Toxicity0.0006580353
Low Tox 0.009801528 Low Con 0.279
Sep 28, 2025 IRCC Names India in Study …

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.