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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 going to …" 165 comments · Page 7 of 7
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is …
The overwhelming problem that people struggle to realize is Canada with its roughly 40,000,000 people are going to notice an influx from a country that has over 1 billion and is quickly modernizing which is allowing families to leave their country and immigrant around the world just like they should. Localization is only prompted by friendly circumstances. It is seen everywhere with cultural neighborhoods
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.014852738
Insult0.011730902
Profanity0.00952814
Threat0.005919275
Severe Toxicity0.0008583069
Low Tox 0.026617315 Constructive 0.573 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada and it's citizens are AMAZING for all the programs that help facilitate this. Canada's food banks are the most generous in the entire world. Come one, come all - Canada will give you free …
Canada and it's citizens are AMAZING for all the programs that help facilitate this. Canada's food banks are the most generous in the entire world. Come one, come all - Canada will give you free health insurance and better than basic income, just claim refugee. It'll take years to progress. Canada will also give interest free loans while you're here. Most just pool up their funds and buy businesses outright. There is simply no reason why not to leave America and go to Canada.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010433395
Insult0.011692902
Profanity0.010245483
Threat0.006110225
Severe Toxicity0.0010347366
Low Tox 0.025556687 Constructive 0.753 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
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 …
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 …
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
Don't Go what' do they have we canadian don't have. The world is big go some other place..
Don't Go what' do they have we canadian don't have. The world is big go some other place..
· 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.002306108
Insult0.00087561406
Profanity0.00005849234
Threat0.000109016495
Severe Toxicity0.0000031675106
Low Tox 0.0036801049 Identity_Assertion
Dec 9, 2025 1 likes
This world is never be the same every where you go not just the USA.
This world is never be the same every where you go not just the USA.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00043323298
Insult0.0007989344
Profanity0.00003867091
Threat0.000058769103
Severe Toxicity0.0000022060215
Low Tox 0.0022614724
Dec 7, 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
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
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
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
WE ARE NOT GOING TO AMERICA, DUE TO 1 PERSON! WE HAVE NEW ALLIES, ACROSS THE WORLD! WHEN HE GOES THINGS WILL CHANGE!
WE ARE NOT GOING TO AMERICA, DUE TO 1 PERSON! WE HAVE NEW ALLIES, ACROSS THE WORLD! WHEN HE GOES THINGS WILL CHANGE!
· 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.000055733934
Insult0.00012188845
Profanity0.000018277447
Threat0.000022422668
Severe Toxicity0.0000025175918
Low Tox 0.0002808684 Identity_Assertion
Dec 10, 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.