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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: "TFW pay tax’s same like …" 2 comments
On this clip, there is soo much bitterness against the non-white people of Brampton. The white people on this clip accuse the non-white people of coming into Canada illegally and not paying taxes. What do …
On this clip, there is soo much bitterness against the non-white people of Brampton. The white people on this clip accuse the non-white people of coming into Canada illegally and not paying taxes. What do they know about us. 99.99% of the people came legally either as TFW like the rest of Canada or as students or as landed immigrants, all of whom required a lot of money to come. Unlike the European immigrants who came 30-50 years ago who brag about coming with $6 in their pocket, these people are bringing $50K per person so they are actually adding to GDP..
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38826546
Insult0.17361937
Profanity0.053435806
Threat0.009592636
Severe Toxicity0.0125103295
Moderate 0.32971194 Constructive 0.674 Moral_Argument
Jan 19, 2026 Inside Canada's Indian Metropolis (Brampton)
My friend had a crazy incident a year ago. When due to very strict rules, he lost his pgwp and became visitor status. He had to use hospital services and he called them and asked …
My friend had a crazy incident a year ago. When due to very strict rules, he lost his pgwp and became visitor status. He had to use hospital services and he called them and asked them why the bill was so high. He was given remarks on the phone by a lady that “Oh we citizens pay taxes and thats how healthcare is usually free”. I mean he was here from last 6 years and was called that like he did not pay taxes. Idk why being rude to person without knowing what thier status was before. I think people are really fed up with anyone who says they are either visior, on pgwp or TFW in general. Sorry to say but, no one should just burst on others and say oh I paid taxes or its free for citizens only.
Why Canadians Are Turning Against Immigrants. · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.009101473
Insult0.07333439
Profanity0.08096472
Threat0.008013252
Severe Toxicity0.003604889
Low Tox 0.15435068 Constructive 0.794 Personal_Narrative
Aug 24, 2025 5 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.