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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: "I want the world to …" 137 comments · Page 6 of 6
well, Canadians will wait eighteen hours in a waiting room with pleasure and not raise the issue because they are afraid of being called mean names. Is that what you are saying? Therefore, if that …
well, Canadians will wait eighteen hours in a waiting room with pleasure and not raise the issue because they are afraid of being called mean names. Is that what you are saying? Therefore, if that were the case the health, and safety of Canadians is in question because no one wants to see reality. Canada cannot save the world when the boat is sinking at home. Sad state of affairs and no one wants to address the dangers at home.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 100: Cluster #99
Close reading → Discourse → Video sentiment →
Identity Attack0.022791367
Insult0.018710041
Profanity0.009750174
Threat0.0066798385
Severe Toxicity0.0012397766
Low Tox 0.043646812 Constructive 0.523 Fear_Threat
Feb 26, 2026 11 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Happening all over the world. Everyone loves there country but does not want to stay.
Happening all over the world. Everyone loves there country but does not want to stay.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009619443
Insult0.010856897
Profanity0.0113727385
Threat0.0067834044
Severe Toxicity0.0011301041
Low Tox 0.030270588 Moderate Con 0.469 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Why do people who haven't contributed anything to our society get anything while seniors and veterans struggle? Seniors built this country and veterans defended it. I get that we want to help but we can't …
Why do people who haven't contributed anything to our society get anything while seniors and veterans struggle? Seniors built this country and veterans defended it. I get that we want to help but we can't save the whole world.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.005105704
Insult0.012414906
Profanity0.010621235
Threat0.0067834044
Severe Toxicity0.0007581711
Low Tox 0.02543884 Constructive 0.685
Oct 25, 2017 169 likes How much do refugees and …
Quebec actually has had its own immigration policy and section at Canadian embassies throughout the world. Those who wanted to immigrate to Canada found it easier and faster to immigrate through Quebec than through Canada …
Quebec actually has had its own immigration policy and section at Canadian embassies throughout the world. Those who wanted to immigrate to Canada found it easier and faster to immigrate through Quebec than through Canada in general. This was due to the French language requirements in order to increase the number of French speakers. However, many would abuse the system by immigrating to Quebec, then move to more anglophone provinces and cities like Toronto or Vancouver...
Quebec Ends Economic Immigration Program | Your Morning · 103: Cluster #102
Close reading → Video sentiment →
Identity Attack0.009360458
Insult0.010096892
Profanity0.009562299
Threat0.0061878995
Severe Toxicity0.0006723404
Low Tox 0.020231359 Moderate Con 0.473
Nov 21, 2025 50 likes Quebec Ends Economic Immigration Program …
Multicultural act was passed in 1988. Didn't' happen yesterday. Decades of wanting to feel better about ourselves and not protecting true Canadian heritage/culture. The heritage/culture that was celebrated after the world wars.
Multicultural act was passed in 1988. Didn't' happen yesterday. Decades of wanting to feel better about ourselves and not protecting true Canadian heritage/culture. The heritage/culture that was celebrated after the world wars.
Inside Canada's Indian Metropolis (Brampton) · 100: Cluster #99
Close reading → Video sentiment →
Identity Attack0.008657498
Insult0.009982891
Profanity0.009596458
Threat0.0060196044
Severe Toxicity0.0007247925
Low Tox 0.019603057 Constructive 0.579
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
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
If any one wants to understand the reasons of all that is going on in the world this is a great book to read or listen to .The prince by Niccolò Machiavelli: it will explain …
If any one wants to understand the reasons of all that is going on in the world this is a great book to read or listen to .The prince by Niccolò Machiavelli: it will explain alot to what is and has been going on. Cheers
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0034038029
Insult0.008348881
Profanity0.012312118
Threat0.007197669
Severe Toxicity0.0008678436
Low Tox 0.015644746 Moderate Con 0.494
Aug 25, 2025 Why Canadians Are Turning Against …
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
Why would any Canadian still want to go to the USA? Boycot the World Cup.
Why would any Canadian still want to go to the USA? Boycot the World Cup.
· 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0010031435
Insult0.0003425855
Profanity0.000034743753
Threat0.000071415816
Severe Toxicity0.0000028956022
Low Tox 0.0015371105 Call_To_Action
Dec 8, 2025
"Reciprocity!" my fellow Canadians, the Yanks bit the hand of kindness and friendship time to let them have a taste. Having travelled a lot in the big wide world I can honestly say "Transit Visa's" …
"Reciprocity!" my fellow Canadians, the Yanks bit the hand of kindness and friendship time to let them have a taste. Having travelled a lot in the big wide world I can honestly say "Transit Visa's" for Yanks wanting to go to Alaska, Point Roberts and the North West Angle should focus the "murican mindset wonderfully" Far too long have we give them a break.
· 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.00059858494
Insult0.0002636598
Profanity0.000045734458
Threat0.00003525252
Severe Toxicity0.0000029478283
Low Tox 0.0011098926 Comparative_Framing
Dec 8, 2025 5 likes
Why would any right-minded Canadian travel to the UFSA? Have you not been paying attention at all? Please show a bit of patriotism and common sense and “just don’t go”. The rest of the world …
Why would any right-minded Canadian travel to the UFSA? Have you not been paying attention at all? Please show a bit of patriotism and common sense and “just don’t go”. The rest of the world is out there. Magastan wants to isolate itself?… So be it.
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.00013730553
Insult0.000262913
Profanity0.000026348744
Threat0.000031802887
Severe Toxicity0.0000020728714
Low Tox 0.000656457
Dec 8, 2025
Going and loving it, any chance I get to leave trudeau land is a bonus! As your guest stated they want to make sure travelers are not planning on staying in their country....hmmm every border …
Going and loving it, any chance I get to leave trudeau land is a bonus! As your guest stated they want to make sure travelers are not planning on staying in their country....hmmm every border at every country in the world does this in various ways!!
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.00005806109
Insult0.00017108928
Profanity0.000020702953
Threat0.000021759333
Severe Toxicity0.0000023298671
Low Tox 0.00040393107
Dec 11, 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.