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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: "Ya we not paying for …" 5 comments
for starters who's getting extorted? where did there money come from.. it's known king pin and easy made money like fentenal dealers get extorted heck they said most were start up businesses. ya well thats …
for starters who's getting extorted? where did there money come from.. it's known king pin and easy made money like fentenal dealers get extorted heck they said most were start up businesses. ya well thats how they launder money so wy not try and get in on the dealthey have more licklyhood to pay. and it's gotten bad because these drug dealers are paying
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.015355183
Insult0.24171697
Profanity0.15107171
Threat0.009955117
Severe Toxicity0.0074768066
Low Tox 0.28674445 Moderate Con 0.451 Unverified_Claim
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Adopting 3rd world politics for votes. I worked with Indians. They just pay off the cops. Canadian cops can be paid off? Carry enough bills with ya? Most Canadians & Americans are naive about what's …
Adopting 3rd world politics for votes. I worked with Indians. They just pay off the cops. Canadian cops can be paid off? Carry enough bills with ya? Most Canadians & Americans are naive about what's coming.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1808059
Insult0.086852804
Profanity0.017231047
Threat0.0075083673
Severe Toxicity0.003643036
Low Tox 0.23235008 Moderate Con 0.462 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I wonder if it’s really like in the US? Ya know blame immigrants for the strain on resources when actually it’s corporations making billions whilst not paying a living wage and whatnot. Cause billionaires need …
I wonder if it’s really like in the US? Ya know blame immigrants for the strain on resources when actually it’s corporations making billions whilst not paying a living wage and whatnot. Cause billionaires need more mansions and yachts?
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.034672357
Profanity0.016821137
Threat0.0067898775
Severe Toxicity0.0028419495
Low Tox 0.1373533 Moderate Con 0.412 Economic_Argument
Feb 11, 2026 5 likes Canada's tighter immigration policy divides …
Funny and sad that people think that we don’t pay any taxes 😂ya bud are you high??
Funny and sad that people think that we don’t pay any taxes 😂ya bud are you high??
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.0093974555
Insult0.06442356
Profanity0.022764845
Threat0.0065050707
Severe Toxicity0.0028419495
Low Tox 0.1269396 Low Con 0.249 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Those jobs were viable for years but Canadians didn't want them because their min wage and lousy hours and conditions. Theses people have a real work ethic and they want to succeed . The average …
Those jobs were viable for years but Canadians didn't want them because their min wage and lousy hours and conditions. Theses people have a real work ethic and they want to succeed . The average age in Canada is fifty seven. Who's going to pay for the Canada Pension when weir to old to work? Hope ya don't think the rich is going to help you with no pensions and medical.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.024600167
Insult0.053791173
Profanity0.012687869
Threat0.0059322207
Severe Toxicity0.0014209747
Low Tox 0.103928015 Constructive 0.602
Aug 25, 2025 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.