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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: "All the Indians are laughing …" 29 comments · Page 2 of 2
Big difference with indians, you are laughing together during interviews instead of preparing to run like in most of your other episodes.
Big difference with indians, you are laughing together during interviews instead of preparing to run like in most of your other episodes.
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.20680901
Insult0.07555214
Profanity0.040409464
Threat0.00823333
Severe Toxicity0.0061035156
Low Tox 0.20973456 Low Con 0.213 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian,i am laughing looking at comments . There are still not enough indians in canada/usa , we should expand more rapidally.
As an Indian,i am laughing looking at comments . There are still not enough indians in canada/usa , we should expand more rapidally.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.25647953
Insult0.061451588
Profanity0.021330157
Threat0.008505191
Severe Toxicity0.00579834
Low Tox 0.2043827 Constructive 0.512 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
There are some cultural differnces that can be difficult to adjust to. I used to pick up delivery orders from a sikh Indian restaurant, and I would always say "thank you" when they hand me …
There are some cultural differnces that can be difficult to adjust to. I used to pick up delivery orders from a sikh Indian restaurant, and I would always say "thank you" when they hand me the order, and they started making fun of me amongst themslves and laughing at me for saying "thank you" to them lol. 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.09824528
Insult0.027841117
Profanity0.059948977
Threat0.00814271
Severe Toxicity0.0037193298
Low Tox 0.11171334 Constructive 0.732 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
In my 42 years of working a service job I encountered thousands of immigrants.....I always found the East Indian people to be the easiest to get along with......there are good and bad apples in every …
In my 42 years of working a service job I encountered thousands of immigrants.....I always found the East Indian people to be the easiest to get along with......there are good and bad apples in every culture but in general I found them always willing to help , talk and laugh with me.......many of them joked how they could out cheap anyone......and you've got to give them credit for finding the loop holes to get ahead
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.083355546
Insult0.035443626
Profanity0.024404489
Threat0.0073918556
Severe Toxicity0.0030899048
Low Tox 0.11161 Constructive 0.791 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...

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.