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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: "Way, Way, Way Better than …" 81 comments · Page 4 of 4
How's it going to get better? Only one way!!! Polievre is the only way out of this.!!!.
How's it going to get better? Only one way!!! Polievre is the only way out of this.!!!.
Why Canadians Are Turning Against Immigrants. · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.0032743104
Insult0.014808921
Profanity0.012858666
Threat0.00814271
Severe Toxicity0.0016117096
Low Tox 0.03734144 Moderate Con 0.356 Call_To_Action
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
I see this video as an Indian living happily in India. My neighbourhood is as clean as any Western nation's, if not better. The civic sense is improving (still a way to go). I hope …
I see this video as an Indian living happily in India. My neighbourhood is as clean as any Western nation's, if not better. The civic sense is improving (still a way to go). I hope Canadians get to live the way they want.
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.024198212
Insult0.012452906
Profanity0.012141321
Threat0.0066215824
Severe Toxicity0.0014209747
Low Tox 0.034748793 Constructive 0.744 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Way better thn rebel news .
Way better thn rebel news .
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.0055866763
Insult0.013782915
Profanity0.013610168
Threat0.007754337
Severe Toxicity0.0012683868
Low Tox 0.029917045 Low Con 0.219 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
🇨🇦🇨🇦🇨🇦Looks awesome man prayer places jam packed , community making food for all giving them warm free meal , small business thriving , elder people look way better and looks like their children are taking …
🇨🇦🇨🇦🇨🇦Looks awesome man prayer places jam packed , community making food for all giving them warm free meal , small business thriving , elder people look way better and looks like their children are taking well care of them, divorce rate is lowest in the nation it really looks like a great city to move and raise your kids ❤❤❤❤
Inside Canada's Indian Metropolis (Brampton) · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.00776955
Insult0.011996903
Profanity0.01620627
Threat0.0071588317
Severe Toxicity0.0019741058
Low Tox 0.028856417 Constructive 0.7 Solidarity
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
We can't solve the problems in other countries, or the world, by simply opening our borders to all. A large percentage of refugee claimants are fleeing economic poverty, not political persecution. Its unfortunate that Trudeaus …
We can't solve the problems in other countries, or the world, by simply opening our borders to all. A large percentage of refugee claimants are fleeing economic poverty, not political persecution. Its unfortunate that Trudeaus promises/actions have compounded our problems and are costing us a great deal in deportation management, but the alternative would be much worse. Lets change the system for the better, and develop ways to increase our birthrates internally.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00899048
Insult0.010362893
Profanity0.009681856
Threat0.0068028234
Severe Toxicity0.0008773804
Low Tox 0.021667719 Constructive 0.719 Policy_Critique
Dec 24, 2025 1 likes Deportations From Canada at Their …
Nothing special in the States, not to mention more expensive. Nah! I got better ways of stretching my money.
Nothing special in the States, not to mention more expensive. Nah! I got better ways of stretching my money.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000074218784
Insult0.00014848127
Profanity0.000018747742
Threat0.000021399534
Severe Toxicity0.0000022682968
Low Tox 0.00037706541 Comparative_Framing
Dec 9, 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.