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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.

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Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "Immigration and liberals have destroyed …" 33 comments · Page 2 of 2
Mindboggling that canadians want to keep rewarding the liberals who destroyed our immigration system
Mindboggling that canadians want to keep rewarding the liberals who destroyed our immigration system
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.20088354
Insult0.16266862
Profanity0.01805087
Threat0.012751401
Severe Toxicity0.005531311
Low Tox 0.2648175 Low Con 0.215 Policy_Critique
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
This disaster is on the Liberal government. We would not be in this position if the liberals hadn't destroyed our immigration system.
This disaster is on the Liberal government. We would not be in this position if the liberals hadn't destroyed our immigration system.
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.11280017
Insult0.08558089
Profanity0.01982715
Threat0.016638106
Severe Toxicity0.0043678284
Low Tox 0.23739935 Moderate Con 0.334
Jan 16, 2026 1 likes 2.9 million Canadian temporary visas …
The Liberals destroyed immigration and turned it into unvetted invasion.
The Liberals destroyed immigration and turned it into unvetted invasion.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.16587129
Insult0.07238392
Profanity0.019963788
Threat0.01254427
Severe Toxicity0.0043296814
Low Tox 0.2359567 Low Con 0.168
Jun 23, 2025 How Canada broke its immigration …
Canadians agree liberals destroyed our immigration system yet they keep voting liberal
Canadians agree liberals destroyed our immigration system yet they keep voting liberal
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17614605
Insult0.082619295
Profanity0.016616182
Threat0.010835429
Severe Toxicity0.0042915344
Low Tox 0.23235008 Low Con 0.262 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The Liberal Government is to blame for not just failed immigration policies, but MANY other thing's that have destroyed this Country!
The Liberal Government is to blame for not just failed immigration policies, but MANY other thing's that have destroyed this Country!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.0816321
Profanity0.0147374235
Threat0.010731863
Severe Toxicity0.004386902
Low Tox 0.22579013 Moderate Con 0.4
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Welp, about a half an hour ago when I got home, I realized that someone broke into my apartment building and stole my shoes that were infront of my door. SHOES. last year someone broke …
Welp, about a half an hour ago when I got home, I realized that someone broke into my apartment building and stole my shoes that were infront of my door. SHOES. last year someone broke in and stole my bike. The thing is, this area was NEVER like this. It was safe and people trusted each other. Guess what has changed? The amount of immigration in my city and in this area. I am terrified during the night that someone will break into my apartment since theyve been able to get into the building. My entire life I have always stuck up for minorities and all different groups that have been apparently marginalized. Now, after everything happening in my city, in the world, to the people I love and myself, I have had ENOUGH. I want these people out of my country. Go back to your shitty countries with your shitty ideas and shitty ideologies and shitty everything because you do not belong here. If you do not properly become a Canadian citizen, such as assimilating to our culture, language and so on and leaving your shitty ideas behind, then you are not wanted and you do not belong here. Canada is being destroyed because of YOU and our communist "liberal" leaders. As a former SJW, feminist, leftist, member of the alphabet Mafia, I see the destruction and the deception of these ideologies and they are the opposite of what is real and true and free. Bring Canada back.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.07177465
Insult0.077136256
Profanity0.051181246
Threat0.017674083
Severe Toxicity0.006942749
Low Tox 0.19939905 Constructive 0.594
Aug 25, 2025 Why Canadians Are Turning Against …
As a British Canadian living in the UK, I feel I'm stuck between a rock and a hard place, because both countries are being destroyed by liberal governments & mass immigration. 😮 Good video, exposing …
As a British Canadian living in the UK, I feel I'm stuck between a rock and a hard place, because both countries are being destroyed by liberal governments & mass immigration. 😮 Good video, exposing the truth.
Inside Canada's Indian Invasion... · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.06424874
Profanity0.016616182
Threat0.011456826
Severe Toxicity0.004234314
Low Tox 0.17718399 Constructive 0.712 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, …
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, illegal immigration = 0 🟢By end of 2026, temporary residents with expired and illegal status = 2.6 million ⏳Illegal immigration is promoting a vast underground economy and destroying Canada each day. *20,000 deportations/year is just a drop in the bucket-it needs to be 100,000+ for real change.* ✈💥
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.068465814
Insult0.06529768
Profanity0.01764096
Threat0.009281937
Severe Toxicity0.0035095215
Low Tox 0.15158679 Moderate Con 0.449 Policy_Critique
Feb 25, 2026 'We do know that there's …

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.