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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: "Import the third world, become …" 8 comments
As a Canadian I wanna say thank you. This shit has gone way too far. Import the third world become the third world
As a Canadian I wanna say thank you. This shit has gone way too far. Import the third world become the third world
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.4339631
Profanity0.70864636
Threat0.011146127
Severe Toxicity0.08595808
Moderate 0.6667219 Moderate Con 0.415 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Who on earth wants to import a bunch of people that crap in rivers and on streets, chew up the housing supply, drive up the cost of living and have absolutely positively Zero civic sense? …
Who on earth wants to import a bunch of people that crap in rivers and on streets, chew up the housing supply, drive up the cost of living and have absolutely positively Zero civic sense? I don't. Most don't. Import the third world become the third world.
Why Canadians Are Turning Against Immigrants. · 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.24462871
Insult0.4196762
Profanity0.36602396
Threat0.010291707
Severe Toxicity0.023076924
Moderate 0.44393396 Moderate Con 0.39
Nov 28, 2025 Why Canadians Are Turning Against …
Import the third world, become the third world. Welcome to New India.
Import the third world, become the third world. Welcome to New India.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2803029
Insult0.06722072
Profanity0.023721304
Threat0.018192071
Severe Toxicity0.015867263
Low Tox 0.28547668 Low Con 0.128 Identity_Assertion
Jul 30, 2025 2 likes How Canada broke its immigration …
Import the third world, become the third world.
Import the third world, become the third world.
Inside Canada's Indian Invasion... · 172: Cluster #171
Close reading → Discourse → Video sentiment →
Identity Attack0.17614605
Insult0.05144889
Profanity0.023174755
Threat0.012958534
Severe Toxicity0.010604858
Low Tox 0.25462922 Low Con 0.107 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Import the third world, become the third world.
Import the third world, become the third world.
Inside Canada's Indian Invasion... · 172: Cluster #171
Close reading → Video sentiment →
Identity Attack0.17614605
Insult0.05144889
Profanity0.023174755
Threat0.012958534
Severe Toxicity0.010604858
Low Tox 0.25462922 Low Con 0.107
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Import the third world, become the third world.
Import the third world, become the third world.
Inside Canada's Indian Metropolis (Brampton) · 172: Cluster #171
Close reading → Discourse → Video sentiment →
Identity Attack0.17614605
Insult0.05144889
Profanity0.023174755
Threat0.012958534
Severe Toxicity0.010604858
Low Tox 0.25462922 Low Con 0.106 Fear_Threat
Oct 27, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Import the THIRD WORLD become The THIRD WORLD.
Import the THIRD WORLD become The THIRD WORLD.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.19298288
Insult0.06459839
Profanity0.018665737
Threat0.01086132
Severe Toxicity0.011978149
Low Tox 0.2540519 Low Con 0.098 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Import cheap labor become the third world
Import cheap labor become the third world
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.09576365
Insult0.07523532
Profanity0.029596692
Threat0.007909686
Severe Toxicity0.005645752
Low Tox 0.21508642 Low Con 0.169 Economic_Argument
Jan 27, 2026 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.