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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: "This is time for urgent …" 2 comments
Well, the ELECTED of BRAMPTON, Ontario should REALY GET THEIR ACTS TOGETHER. Many, many accidents in the province of Quebec from ILLEGAL INDIAN TRUCK DRIVERS causing deaths! Big time URGENT issue! Thanks for the people …
Well, the ELECTED of BRAMPTON, Ontario should REALY GET THEIR ACTS TOGETHER. Many, many accidents in the province of Quebec from ILLEGAL INDIAN TRUCK DRIVERS causing deaths! Big time URGENT issue! Thanks for the people who spoke up against this phenomena of the "new immigration" (that want everything for free with no effort) - probably at their own risk.
Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.14150882
Profanity0.017504321
Threat0.04233929
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.654 Unverified_Claim
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
People are hating unfairly on immigrants when it is the government is at fault for not managing immigration better. Let's not forget that Canada was built on immigration and collectively most immigrants do contribute to …
People are hating unfairly on immigrants when it is the government is at fault for not managing immigration better. Let's not forget that Canada was built on immigration and collectively most immigrants do contribute to the good of Canadian society. I am an immigrant, I have never felt that any one group is forcing anything on me. I live my life, pay taxes, do my civic duties , mind my business , don't bother anyone and try to get along with everyone regardless . Yet I have been verbally attacked several times because I am non white. So I often wonder who is truly Canadian and if you are of "colour" will you forever be a hyphenated Canadian even if you are 3, 4 , 5 th or multigenerational born and bred in Canada. The high cost of living and unaffordabilty of housing is one thing, declining national fertility rates another and immigration is another. To me, It looks like Canada's immigration policy needs urgent reform and yes, immigrants should leave their baggage at the door.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.07094744
Insult0.05027775
Profanity0.020168742
Threat0.008375733
Severe Toxicity0.0029754639
Low Tox 0.1140901 Constructive 0.824
Aug 25, 2025 1 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.