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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: "Well on our way to …" 79 comments · Page 4 of 4
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started …
I had close family that's been in Brampton since I was a little boy. I visited every year so I for to see what it was like. I think sometime in the 90s I started to see more and more Indians. Either way, we are all God's children. I know this won't sit well with my fellow Canadians, but I welcome anyone who wants to build a life in Canada and adopt our values.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.015857628
Insult0.010400894
Profanity0.011423977
Threat0.006375613
Severe Toxicity0.0009822845
Low Tox 0.024142517 Constructive 0.805
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Well once you get this all figured out let us know, that way we can start using the local drive thru's, might finally be able to understand the person on the other side of the …
Well once you get this all figured out let us know, that way we can start using the local drive thru's, might finally be able to understand the person on the other side of the speaker!!!!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0019146391
Insult0.009279887
Profanity0.011423977
Threat0.0068416605
Severe Toxicity0.00079631805
Low Tox 0.01608456 Constructive 0.608 Humor_Satire
Dec 24, 2025 2 likes Deportations From Canada at Their …
Compare the way people drive over there, as fast as possible and absolutely zero rules. It's happening in the US as well, so many non drivers that attempt it every day.
Compare the way people drive over there, as fast as possible and absolutely zero rules. It's happening in the US as well, so many non drivers that attempt it every day.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0027748393
Insult0.008918885
Profanity0.009767254
Threat0.006265574
Severe Toxicity0.0005698204
Low Tox 0.014953613 Moderate Con 0.498 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Maybe Canada should close the alcan high way......or start charging a per pound tax for road maintenance.....and getting American travelers to give fingerprints and pictures as well.
Maybe Canada should close the alcan high way......or start charging a per pound tax for road maintenance.....and getting American travelers to give fingerprints and pictures as well.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00010464162
Insult0.0001670604
Profanity0.000019285786
Threat0.00003001635
Severe Toxicity0.000002430602
Low Tox 0.00045477043 Humor_Satire
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.