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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.

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Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "The world is with Canada, …" 340 comments · Page 14 of 14
STOP going to USA, unless you want to see their JAIL 😢 Lots of problems in states, zero safety 😮 At the moment Canada is the best country in the world for safety.
STOP going to USA, unless you want to see their JAIL 😢 Lots of problems in states, zero safety 😮 At the moment Canada is the best country in the world for safety.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0011994684
Insult0.002749452
Profanity0.000105210725
Threat0.0029555399
Severe Toxicity0.000006617666
Low Tox 0.017347202 Comparative_Framing
Dec 10, 2025
No only Canada, many countries in the world are going to hard times with everything so expensive.
No only Canada, many countries in the world are going to hard times with everything so expensive.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0044582416
Insult0.009564889
Profanity0.009639157
Threat0.006479179
Severe Toxicity0.00059843063
Low Tox 0.017089844 Moderate Con 0.469 Economic_Argument
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I really don't understand why even this is a news. Its implicit that when visa is about to expire, person must leave the country applies to any country in the world. Are we really a …
I really don't understand why even this is a news. Its implicit that when visa is about to expire, person must leave the country applies to any country in the world. Are we really a nation with open borders if so they declare it and invite anyone to come and give them PR card upfront when they onboard air canada flight.
2.9 million Canadian temporary visas expire in 2025-2026 · 14: Cluster #13
Close reading → Video sentiment →
Identity Attack0.0050317086
Insult0.009279887
Profanity0.010638315
Threat0.006246155
Severe Toxicity0.0007247925
Low Tox 0.01633588 Constructive 0.574
Jan 15, 2026 18 likes 2.9 million Canadian temporary visas …
Best government in the world is Canadian government , if you ask 10 000 000 Trudeau 's people in Canada
Best government in the world is Canadian government , if you ask 10 000 000 Trudeau 's people in Canada
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.0063266335
Insult0.009203887
Profanity0.010023449
Threat0.0062008454
Severe Toxicity0.0008583069
Low Tox 0.015958898 Moderate Con 0.36
Jan 9, 2026 IRCC Names India in Study …
On the bright side. Canada should rise on the cricket world rankings.
On the bright side. Canada should rise on the cricket world rankings.
Inside Canada's Indian Invasion... · 36: Cluster #35
Close reading → Discourse → Video sentiment →
Identity Attack0.004347248
Insult0.00808288
Profanity0.010296722
Threat0.006492125
Severe Toxicity0.00071525574
Low Tox 0.011874928 Low Con 0.276 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Don’t blame USA for the lack of Canadian government responsibilities…last 10 years look at how Canada has had increased crime, drugs, look what’s going on in Surrey BC…..huge drug busts in Okanagan with street guns….so …
Don’t blame USA for the lack of Canadian government responsibilities…last 10 years look at how Canada has had increased crime, drugs, look what’s going on in Surrey BC…..huge drug busts in Okanagan with street guns….so being proactive on safety in the so called “new world” now….is positive…
· 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.00049278134
Insult0.0012809078
Profanity0.00009218832
Threat0.00015802599
Severe Toxicity0.000003631664
Low Tox 0.005380478 Policy_Critique
Dec 9, 2025
Anyone surprised. Under the Liberals, Canada let’s in thousands of unvetted persons from around the world!
Anyone surprised. Under the Liberals, Canada let’s in thousands of unvetted persons from around the world!
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0002600431
Insult0.0009480462
Profanity0.000028287086
Threat0.000049987124
Severe Toxicity0.0000018092055
Low Tox 0.0023935167
Dec 7, 2025 38 likes
We can only hope, but new world order neoliberals want to make Canada a proper thrid world country of economic dualism in every city. The ultra wealthy people who have everything they want and more, …
We can only hope, but new world order neoliberals want to make Canada a proper thrid world country of economic dualism in every city. The ultra wealthy people who have everything they want and more, and you who will own nothing and be happy listing to Yoko Ono and John Lennon sing hippy songs to you.
· 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.00013972305
Insult0.0013130872
Profanity0.000056494053
Threat0.000030143
Severe Toxicity0.0000020706232
Low Tox 0.0021753937
Apr 28, 2025
LIBERALS MAKE CANADA 3ed WORLD
LIBERALS MAKE CANADA 3ed WORLD
· 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.00010352851
Insult0.0006639782
Profanity0.000025611513
Threat0.000036034384
Severe Toxicity0.0000014579114
Low Tox 0.00152461
Apr 21, 2025
Which “Immigrants have historically been a crucial driver of economic expansion in Canada? Where is your empirical evidence, Monsieur? Or, you just said it thinking that we will not pay attention to the fallacy. What …
Which “Immigrants have historically been a crucial driver of economic expansion in Canada? Where is your empirical evidence, Monsieur? Or, you just said it thinking that we will not pay attention to the fallacy. What a poor social-economic-political analysis. Sorry, Canada cannot take care of the whole world while some Canadians are in dare situation and the influx of immigrants are stifling off the resources and billions are given to foreign country to aid war.
· 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00050741405
Insult0.00034904556
Profanity0.00002245363
Threat0.000031806645
Severe Toxicity0.0000024682852
Low Tox 0.0010979186 Policy_Critique
Apr 14, 2025
Because Canada is a 3rd world country now..thanks to the Liberal Party...😂😂😂
Because Canada is a 3rd world country now..thanks to the Liberal Party...😂😂😂
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00016125571
Insult0.00033830001
Profanity0.00003454697
Threat0.000036858186
Severe Toxicity0.0000018846267
Low Tox 0.0009357696 Policy_Critique
Dec 10, 2025
Of course Canadian must be included: the "new" Canada consists of mostly third world refugees and economic immigrants, and nobody is checking who is landing here anymore.
Of course Canadian must be included: the "new" Canada consists of mostly third world refugees and economic immigrants, and nobody is checking who is landing here anymore.
· 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.0003822023
Insult0.00020252395
Profanity0.000016734057
Threat0.000042898202
Severe Toxicity0.0000025539964
Low Tox 0.00080448174
Dec 8, 2025 1 likes
Not worried . Never going down there again. Lots to do and see here in Canada and other places around the world.
Not worried . Never going down there again. Lots to do and see here in Canada and other places around the world.
· 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.00009102059
Insult0.0001617528
Profanity0.000017906594
Threat0.000023141307
Severe Toxicity0.0000020821756
Low Tox 0.00041384067 Personal_Narrative
Dec 21, 2025
Yup we just don't go there anymore as many others there is whole world out there not just the USA and we not buying anything USA or goods or services period and I live in …
Yup we just don't go there anymore as many others there is whole world out there not just the USA and we not buying anything USA or goods or services period and I live in Canada so long USA
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00005048602
Insult0.00017170592
Profanity0.000022286635
Threat0.000020514557
Severe Toxicity0.0000023438358
Low Tox 0.0003805725 Call_To_Action
Dec 8, 2025 1 likes
You brought 5 million peoples all over the world without even background check and what do u expect? Soon other countries will also do the same things with canada look at canada 4 million to …
You brought 5 million peoples all over the world without even background check and what do u expect? Soon other countries will also do the same things with canada look at canada 4 million to 5 million temporary resident in canada
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000051010913
Insult0.00012469533
Profanity0.000017913682
Threat0.0000208587
Severe Toxicity0.0000026697837
Low Tox 0.0002793177 Policy_Critique
Dec 8, 2025 8 likes

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.