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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: "You should have gone to …" 207 comments · Page 9 of 9
Endless gone Is there a panel that decides on the aslym claim or one person what is the actual process and does it need to go through the senate to become law
Endless gone Is there a panel that decides on the aslym claim or one person what is the actual process and does it need to go through the senate to become law
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0031633168
Insult0.008785884
Profanity0.01261955
Threat0.0069516995
Severe Toxicity0.0007534027
Low Tox 0.017466826 Low Con 0.237 Question
Feb 23, 2026 'We do know that there's …
If you don’t have children you really do t need a three bedroom home. If your children are gone from the home you really don’t need a three bedroom home. See the problem here. If …
If you don’t have children you really do t need a three bedroom home. If your children are gone from the home you really don’t need a three bedroom home. See the problem here. If you really want food grown so you can eat you really don’t want more three bedroom homes built…
New rules, regulations take effect across Canada · 42: Cluster #41
Close reading → Video sentiment →
Identity Attack0.0022198714
Insult0.008443882
Profanity0.010604155
Threat0.0063432488
Severe Toxicity0.00068187714
Low Tox 0.0154562555 Moderate Con 0.376
Jan 3, 2026 New rules, regulations take effect …
No MP pensions get paid unless the budget is balanced. The budget would be balanced next year and a lot of people would be gone or lose benefits.
No MP pensions get paid unless the budget is balanced. The budget would be balanced next year and a lot of people would be gone or lose benefits.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.001276426
Insult0.008462882
Profanity0.009920971
Threat0.006861079
Severe Toxicity0.0005555153
Low Tox 0.0131943645 Moderate Con 0.35 Call_To_Action
Feb 26, 2026 28 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
All the more reason not to go. When trumps gone we’ll be back.
All the more reason not to go. When trumps gone we’ll be back.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00021163015
Insult0.0024261845
Profanity0.000056644938
Threat0.0005835685
Severe Toxicity0.0000030145382
Low Tox 0.007275502 Call_To_Action
Dec 10, 2025
Just want to highlight something critically important : Canada had in their past gone through a 10 million increase from 20 to 30 million ppl in 30 years from 1970 to 2000. then in the …
Just want to highlight something critically important : Canada had in their past gone through a 10 million increase from 20 to 30 million ppl in 30 years from 1970 to 2000. then in the next 25 years, going from 30 to 40 million ppl. so essentially it's not just population increase which only accelerated a bit, but it's the fact they didn't expand their economic market size to accomodate and reflect the needs that come with this increase.
How Canada broke its immigration system · 137: Cluster #136
Close reading → Video sentiment →
Identity Attack0.0021551251
Insult0.0069143726
Profanity0.0092292465
Threat0.005854546
Severe Toxicity0.00044345856
Low Tox 0.006942749 Moderate Con 0.458
Jun 24, 2025 1 likes How Canada broke its immigration …
Trump will be gone soon. Things will go back to normal. The only reason why I will not go to the USA is because I don't feel safe down there anymore. Canadians just have to …
Trump will be gone soon. Things will go back to normal. The only reason why I will not go to the USA is because I don't feel safe down there anymore. Canadians just have to wait until a Democrat is president again if they really need to go there. I would rather go to another country for vacation. Plenty of safer places to go.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00015178563
Insult0.0018463861
Profanity0.000065314794
Threat0.0001947979
Severe Toxicity0.0000030311344
Low Tox 0.0048855473 Personal_Narrative
Dec 10, 2025
They acting like we gonna go over and dig their gold or something. Nope not crossing the border til orange taco is gone and they right all that is wrong. Not supporting a country that …
They acting like we gonna go over and dig their gold or something. Nope not crossing the border til orange taco is gone and they right all that is wrong. Not supporting a country that threatens our sovereignty.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00023048629
Insult0.00040928938
Profanity0.00003618656
Threat0.000052656993
Severe Toxicity0.0000024099604
Low Tox 0.0014168452
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.