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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: "Don't blame me....I didn't vote …" 4 comments
Trump is right about one thing and that is immigration. We destroyed our country through immigration. We can blame the liberals but Canadians are the ones that voted them in and we continue to vote …
Trump is right about one thing and that is immigration. We destroyed our country through immigration. We can blame the liberals but Canadians are the ones that voted them in and we continue to vote them in! These people didn't even land on our shores on dinghy like in some parts of the world. We welcomed them in with all these loopholes. It's truly disgusting.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.5270482
Profanity0.0741757
Threat0.011249693
Severe Toxicity0.01986976
Moderate 0.50503236 Constructive 0.59 Insult Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Justin Trudeau is to blame, he brought so many here and for what? Votes! He didn’t and doesn’t care about Canadians. This country needs to be fixed and restored to what is was. A beautiful …
Justin Trudeau is to blame, he brought so many here and for what? Votes! He didn’t and doesn’t care about Canadians. This country needs to be fixed and restored to what is was. A beautiful country that all Canadians loved and deserve to have it back! SEND THEM BACK! LOOK AFTER CANADIANS FIRST! THIS IS OUR COUNTRY NOT THEIRS!! 😡 😡🤬🤬🤬
Why Canadians Are Turning Against Immigrants. · 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.30103904
Insult0.1935001
Profanity0.029050145
Threat0.025789235
Severe Toxicity0.018384963
Moderate 0.33836752 Moderate Con 0.365
Sep 11, 2025 Why Canadians Are Turning Against …
I voted blue because I didn't want this in my country! The government is to blame.
I voted blue because I didn't want this in my country! The government is to blame.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.050671257
Insult0.045007613
Profanity0.019075647
Threat0.0091524795
Severe Toxicity0.0031852722
Low Tox 0.15987846 Moderate Con 0.45
Aug 25, 2025 Why Canadians Are Turning Against …
I do not blame the immigrants, most immigrants didn’t come crossing the border illegally the government brought them and there’s no integration system whatsoever so again Canadians voted for the same government- so it seems …
I do not blame the immigrants, most immigrants didn’t come crossing the border illegally the government brought them and there’s no integration system whatsoever so again Canadians voted for the same government- so it seems like Canadians are happy with this.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.051353373
Insult0.019547975
Profanity0.010501678
Threat0.006162008
Severe Toxicity0.0014972687
Low Tox 0.06817148 Constructive 0.55
Aug 25, 2025 1 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.