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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: "Buddy you should have came …" 4 comments
"if more immigrants came we should be very happy" oh is that so? so... if they were.... lets say.... pakistani? would you still feel the same there buddy? if there was mass migration by the …
"if more immigrants came we should be very happy" oh is that so? so... if they were.... lets say.... pakistani? would you still feel the same there buddy? if there was mass migration by the people you literally kicked out of your country 60 years ago would that make you happy?
Inside Canada's Indian Metropolis (Brampton) · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.27914262
Insult0.075868964
Profanity0.025770858
Threat0.014911477
Severe Toxicity0.0090408325
Low Tox 0.25462922 Moderate Con 0.374 Fear_Threat
Feb 4, 2026 Inside Canada's Indian Metropolis (Brampton)
it was about 5 years ago i had some 'car scene buddies' with nothing better to do so apparently they took up the hobby (for the summer) of calling out pan handlers in canada saskatoon …
it was about 5 years ago i had some 'car scene buddies' with nothing better to do so apparently they took up the hobby (for the summer) of calling out pan handlers in canada saskatoon sk. the lady they exposed wore (whatever nationality) robes , a visible minority. they observed you exiting a new bmx suv (male driver). once they called her out she moved to another location where they recognized and exposed her again. diversity is not our strength, liberals saying "we're all immigrants" is ignorant. my ancestors and all those who came before, came to canada with nothing. no federal financial assistance, no housing, no hand outs. just sent west to undeveloped and unpopulated lands. the pioneers that came and built canada to what it is today lived in poverty in extreme conditions and worked themselves to the bone to provide for their families and build and settle canada. these new 'invaders' are not the same as the pioneers who built and shaped canada
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.09824528
Insult0.08484049
Profanity0.024472807
Threat0.008453408
Severe Toxicity0.0039482117
Low Tox 0.17631748 Constructive 0.646 Identity_Assertion
Dec 20, 2025 Why Canadians Are Turning Against …
Buddy you should have came to Sydney Nova Scotia ,Canada’s biggest secret,they completely over ran this town but they don’t talk about it on the news .Brenton got nothing on this place
Buddy you should have came to Sydney Nova Scotia ,Canada’s biggest secret,they completely over ran this town but they don’t talk about it on the news .Brenton got nothing on this place
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005401687
Insult0.021417208
Profanity0.012107162
Threat0.006272047
Severe Toxicity0.0010251999
Low Tox 0.04067813 Moderate Con 0.425 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
“I came here as a Student”😂 Yeah we don’t doubt that, buddy!
“I came here as a Student”😂 Yeah we don’t doubt that, buddy!
Inside Canada's Indian Invasion... · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.004384246
Insult0.013668913
Profanity0.016889455
Threat0.0066215824
Severe Toxicity0.0012779236
Low Tox 0.03015274 Moderate Con 0.424 Humor_Satire
Jan 27, 2026 26 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.