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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: "Something had to be done …" 32 comments · Page 2 of 2
If you Canadians do nothing for that I’m telling you from experience you done the next years. I’m from Greece I move to Canada 2012 I didn’t speak English I go to college to learn …
If you Canadians do nothing for that I’m telling you from experience you done the next years. I’m from Greece I move to Canada 2012 I didn’t speak English I go to college to learn English I follow the rules pay tax respect. in greece same thing happened, and rest of ther Europe (do something or you done)
Why Canadians Are Turning Against Immigrants. · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.0376521
Insult0.018774498
Profanity0.0118680475
Threat0.0065697995
Severe Toxicity0.0015640259
Low Tox 0.054284602 Constructive 0.601
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
As a indo-canadian born here something needs to be done. We need to make More noise. We all need to pressure the government more and get them to change the rules now and not slowly …
As a indo-canadian born here something needs to be done. We need to make More noise. We all need to pressure the government more and get them to change the rules now and not slowly 😢.
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.021183543
Insult0.017163089
Profanity0.01261955
Threat0.010731863
Severe Toxicity0.0016784668
Low Tox 0.05280026 Constructive 0.612
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope …
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope something can be done before its too late! It breaks my heart not to see Canada as 50 years ago any more. 😢
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.033527173
Insult0.018967867
Profanity0.0098868115
Threat0.006602164
Severe Toxicity0.0014400482
Low Tox 0.05131592 Constructive 0.745
Aug 25, 2025 Why Canadians Are Turning Against …
Tyler you need to look into Fremont California in the Bay Area. Fremont to San Jose then even out to Brentwood/oakley. Same exact thing happening here! I also want to see if there’s university scams …
Tyler you need to look into Fremont California in the Bay Area. Fremont to San Jose then even out to Brentwood/oakley. Same exact thing happening here! I also want to see if there’s university scams as well and possibly day care centers too! Something is going on and no one has done any investigating yet. Please help!!! Thank you for all you do!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0035147965
Insult0.02373764
Profanity0.012995303
Threat0.0064597605
Severe Toxicity0.0010967255
Low Tox 0.044883765 Constructive 0.758 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Something needs to be done.
Something needs to be done.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0034592997
Insult0.008405882
Profanity0.014225035
Threat0.009023022
Severe Toxicity0.0013446808
Low Tox 0.019603057 Low Con 0.276
Sep 6, 2025 1 likes Why Canadians Are Turning Against …
Tyler - Do something original for once - great production but c'mon think of something new not just what everyone else has already done.
Tyler - Do something original for once - great production but c'mon think of something new not just what everyone else has already done.
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.0020811295
Insult0.010628895
Profanity0.01261955
Threat0.0063950317
Severe Toxicity0.00074386597
Low Tox 0.01834645 Moderate Con 0.434 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian senior citizen , something has to be done. 🇨🇦
As a Canadian senior citizen , something has to be done. 🇨🇦
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005919657
Insult0.008025879
Profanity0.010023449
Threat0.0066215824
Severe Toxicity0.00077724457
Low Tox 0.013005874 Moderate Con 0.443 Call_To_Action
Aug 27, 2025 3 likes Why Canadians Are Turning Against …

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.