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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: "Makes sense to me. You …" 81 comments · Page 4 of 4
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012240025
Insult0.0114269
Profanity0.011560614
Threat0.0070034824
Severe Toxicity0.0011062622
Low Tox 0.02638162 Moderate Con 0.491 Question
Mar 3, 2026 Inside Canada's Indian Invasion...
I complain about getting waiting on CT scans and MRI scans appointments 4-5 weeks outs here in the USA. But 13 months for an appointment! That just makes no sense to live like that.
I complain about getting waiting on CT scans and MRI scans appointments 4-5 weeks outs here in the USA. But 13 months for an appointment! That just makes no sense to live like that.
Why Canadians Are Turning Against Immigrants. · 91: Cluster #90
Close reading → Video sentiment →
Identity Attack0.002293867
Insult0.011274899
Profanity0.012482914
Threat0.006375613
Severe Toxicity0.00074386597
Low Tox 0.022610499 Constructive 0.6
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said here, and the way she said it, makes complete sense. I was a bit disappointed that there are no actual numbers as to how much the government would save, but it doesn't seem like a bad idea to put the legislation in place, and whatever they save is a bonus. imho Be the Change You Wish to See in the World 💖
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0040512653
Insult0.011730902
Profanity0.011697251
Threat0.0062914654
Severe Toxicity0.00074863434
Low Tox 0.021314176 Constructive 0.763 Policy_Critique
Feb 23, 2026 11 likes 'We do know that there's …
In my opinion it makes no sense that the government does not know where all these people that are missing that are to leave, if they are getting money from tax payers or health care …
In my opinion it makes no sense that the government does not know where all these people that are missing that are to leave, if they are getting money from tax payers or health care they have to know where they are to receive any of these benefits
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0032743104
Insult0.00983089
Profanity0.010689554
Threat0.006058442
Severe Toxicity0.00061511993
Low Tox 0.016964182 Moderate Con 0.423 Policy_Critique
Feb 26, 2026 9 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Jason seems to make perfect sense.
Jason seems to make perfect sense.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.0022013725
Insult0.00808288
Profanity0.012038844
Threat0.006420923
Severe Toxicity0.00074386597
Low Tox 0.010869644 Low Con 0.276 Meta_Commentary
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Only makes sense to avoid everything USA whenever possible 😊
Only makes sense to avoid everything USA whenever possible 😊
· 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.0015827361
Insult0.00083999167
Profanity0.00004579796
Threat0.002267128
Severe Toxicity0.00000608113
Low Tox 0.010252177 Call_To_Action
Dec 8, 2025

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.