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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: "We *all* need to wake …" 30 comments · Page 2 of 2
THIS IS A PRIME EXAMPLE FOR LIBERAL VOTERS TO WAKE UP BEFORE CANADA NEEDS ICE
THIS IS A PRIME EXAMPLE FOR LIBERAL VOTERS TO WAKE UP BEFORE CANADA NEEDS ICE
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.01274247
Insult0.0233509
Profanity0.010587076
Threat0.0075083673
Severe Toxicity0.0018024445
Low Tox 0.051068526 Low Con 0.178 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Wow. We are just waking up. This is what happens went Ottawa was asleep for 10 years. We don’t need a border, everyone welcome, just come on in!
Wow. We are just waking up. This is what happens went Ottawa was asleep for 10 years. We don’t need a border, everyone welcome, just come on in!
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.01274247
Insult0.018452216
Profanity0.0118680475
Threat0.0074954215
Severe Toxicity0.0016021729
Low Tox 0.045873325 Moderate Con 0.347 Policy_Critique
Jan 20, 2026 1 likes Why Canada’s immigration system has …
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is …
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is driven largely by political motives, as new migrants often support the Liberal Party due to the benefits they receive upon arrival. Both the Liberal government in Canada and the Democrats in the United States appear to be aware of this trend. Regardless of political affiliation—whether Liberal, Conservative, Green, or any other party—if my party were to adopt such a policy, I would oppose it. Canadians really need to wake up. We need responsible citizenship that upholds and strengthens our Canadian culture and values.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.013948337
Insult0.016784932
Profanity0.011201942
Threat0.00636914
Severe Toxicity0.0010156631
Low Tox 0.034041706 Constructive 0.856 Identity_Assertion
Feb 17, 2026 21 likes LILLEY UNLEASHED: The fall of …
Thank you for covering this. People need to wake up.
Thank you for covering this. People need to wake up.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.0024233595
Insult0.012680908
Profanity0.010757872
Threat0.007197669
Severe Toxicity0.000834465
Low Tox 0.024849601 Moderate Con 0.387 Call_To_Action
Feb 26, 2026 37 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
American here and we really don't care if you come to visit. We don't care if you buy our products or not. In fact, I would guess most Americans don't even know the tariff war …
American here and we really don't care if you come to visit. We don't care if you buy our products or not. In fact, I would guess most Americans don't even know the tariff war we have going on with your country. We are 12x your size and you folks really need to wake up and realize that.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0001824266
Insult0.0005665862
Profanity0.000031188018
Threat0.000038105616
Severe Toxicity0.0000020557559
Low Tox 0.001267438 Identity_Assertion
Dec 7, 2025 12 likes

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.