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: "Can’t wait for Canada to …" 82 comments · Page 4 of 4
So people in Canada who need disability have to wait longer because the other people who coming here are getting help first . Not fair .
So people in Canada who need disability have to wait longer because the other people who coming here are getting help first . Not fair .
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.018671319
Insult0.016556932
Profanity0.009434202
Threat0.0060098954
Severe Toxicity0.0009393692
Low Tox 0.036634352 Constructive 0.517
May 23, 2019 52 likes How much do refugees and …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years apply for Citizenship, which makes it easier to bring their parents into Canada. Those parents apply for PR, then wait 3 years, after which they can also apply for Citizenship. If they are 55+ years old, they don't need to take the test or prove they can speak the English. They just apply and get become Citizens. All of this while enjoying the benefits of a Socialized Healthcare, Old Age Pension after 65+, Canada Child Benefit paid to parents with kids under 18, and more. This is not a sustainable economic model, we WILL run out of money. Technically we already have 😂
Inside Canada's Indian Invasion... · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.00984143
Insult0.014124917
Profanity0.01265371
Threat0.0065115434
Severe Toxicity0.0011348724
Low Tox 0.028149333 Constructive 0.612 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Broooooooooo I’ve been waiting for this for years!!! Not even from Canada and I’ve been yearning for this coverage
Broooooooooo I’ve been waiting for this for years!!! Not even from Canada and I’ve been yearning for this coverage
Inside Canada's Indian Invasion... · 171: Cluster #170
Close reading → Discourse → Video sentiment →
Identity Attack0.007880543
Insult0.00979289
Profanity0.014122557
Threat0.0067834044
Severe Toxicity0.0011968613
Low Tox 0.023906821 Moderate Con 0.496 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
CBC keeps the propaganda rolling on and on..... anyone coming across the boarder gets free health care period but if you are a senior citizen in canada you lose your savings and property if you …
CBC keeps the propaganda rolling on and on..... anyone coming across the boarder gets free health care period but if you are a senior citizen in canada you lose your savings and property if you are admitted to a nursing home.... or have to stay in the hospital waiting to get into a nursing home FACT
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.004920715
Insult0.013402912
Profanity0.009434202
Threat0.0060260775
Severe Toxicity0.0007247925
Low Tox 0.023553278 Moderate Con 0.389
May 18, 2018 How much do refugees and …
Canada has become what it is today thanks in no small part to its former prime minister! Keep it up, Innada is waiting for you!
Canada has become what it is today thanks in no small part to its former prime minister! Keep it up, Innada is waiting for you!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0053276913
Insult0.013744914
Profanity0.009622077
Threat0.0066151097
Severe Toxicity0.00091552734
Low Tox 0.02343543 Moderate Con 0.47 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
My parents came from Germany in 1962 my father had to prove he had a job before he was allowed to come come to Canada and he had to wait a year before he could …
My parents came from Germany in 1962 my father had to prove he had a job before he was allowed to come come to Canada and he had to wait a year before he could send for us plus he was told he had to buy a house
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006992595
Insult0.00821588
Profanity0.01173141
Threat0.006440342
Severe Toxicity0.00081539154
Low Tox 0.01646154 Constructive 0.526 Personal_Narrative
Dec 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
*This is about our home Canada, not party lines.* If you have a job—feel the tremor beneath it. If you have children—hear the thin crack in tomorrow. If you will age—sense the cold wait in …
*This is about our home Canada, not party lines.* If you have a job—feel the tremor beneath it. If you have children—hear the thin crack in tomorrow. If you will age—sense the cold wait in crowded halls. We see it in tents against winter wind, we hear it in ER sirens that never sleep, we feel it in classrooms stretched past breath. This is not red or blue. It is heartbeat and shelter and future. Stand together. Guard the door. Restore the quiet strength of our home—now.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.009279887
Profanity0.012551232
Threat0.00713294
Severe Toxicity0.00096797943
Low Tox 0.01633588 Constructive 0.599 Call_To_Action
Mar 1, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

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.