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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

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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

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Active: "There was not a need …" 2,035 comments · Page 72 of 82
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to …
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to fret.
Identity Attack0.007917541
Insult0.011274899
Profanity0.024131214
Threat0.010032792
Severe Toxicity0.002193451
Low Tox 0.028856417 Constructive 0.715 Meta_Commentary
Jul 18, 2025 13 likes Canadian Citizenship Test 2025 – …
The need you to be homeless for next phase universal benefit income so more agree to it
The need you to be homeless for next phase universal benefit income so more agree to it
Identity Attack0.003903274
Insult0.012832909
Profanity0.0103992
Threat0.007340072
Severe Toxicity0.0013160706
Low Tox 0.028856417 Low Con 0.299
Aug 24, 2025 6 likes Why Canadians Are Turning Against …
Wouldn’t even need to tell people what country they came from. Thats easy.
Wouldn’t even need to tell people what country they came from. Thats easy.
Identity Attack0.008657498
Insult0.011198899
Profanity0.012175481
Threat0.006433869
Severe Toxicity0.0009012222
Low Tox 0.028502874 Low Con 0.198
Sep 29, 2025 IRCC Names India in Study …
to be honest canada could not come up with population needed to sustain itself, you need a large population for this country to run.
to be honest canada could not come up with population needed to sustain itself, you need a large population for this country to run.
Identity Attack0.011839314
Insult0.012794908
Profanity0.010279642
Threat0.0067057298
Severe Toxicity0.0011396408
Low Tox 0.028385026 Low Con 0.168 Economic_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You don’t need permit to work in Canada. They all are employed by their friends and family. So you get zero tax.
You don’t need permit to work in Canada. They all are employed by their friends and family. So you get zero tax.
Identity Attack0.012641981
Insult0.012376905
Profanity0.010194245
Threat0.0058739646
Severe Toxicity0.000872612
Low Tox 0.028385026 Low Con 0.268
Oct 1, 2025 10 likes IRCC Names India in Study …
Americans need to prepare for less tourists entering the country because of Trump .
Americans need to prepare for less tourists entering the country because of Trump .
Identity Attack0.0041163866
Insult0.0088118715
Profanity0.00006622502
Threat0.00028477522
Severe Toxicity0.0000031009802
Low Tox 0.028317513 Comparative_Framing
Dec 10, 2025
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes …
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes to the government for developing cities like Brampton ,Only problem is vetting that need to done properly,can't expect higher low wage worker to build silicon cities in Canada.High skill professionals are the need of the hour.
Identity Attack0.007214582
Insult0.015036922
Profanity0.010296722
Threat0.005906329
Severe Toxicity0.000834465
Low Tox 0.028149333 Constructive 0.598
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
We need these number to be negative. Not just a bit lowered.
We need these number to be negative. Not just a bit lowered.
Identity Attack0.0036812867
Insult0.0107048955
Profanity0.013576009
Threat0.0074824756
Severe Toxicity0.0010967255
Low Tox 0.028149333 Low Con 0.188
Jan 5, 2026 New rules, regulations take effect …
There you have it Trudeau Carney and the WEF decided years ago that canada needs 100million people so without a care that is there only goal.
There you have it Trudeau Carney and the WEF decided years ago that canada needs 100million people so without a care that is there only goal.
Identity Attack0.0051797
Insult0.01617693
Profanity0.009903891
Threat0.006194372
Severe Toxicity0.0008678436
Low Tox 0.028149333 Low Con 0.184
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years apply for Citizenship, which makes it easier to bring their parents into Canada. Those parents apply for PR, then wait 3 years, after which they can also apply for Citizenship. If they are 55+ years old, they don't need to take the test or prove they can speak the English. They just apply and get become Citizens. All of this while enjoying the benefits of a Socialized Healthcare, Old Age Pension after 65+, Canada Child Benefit paid to parents with kids under 18, and more. This is not a sustainable economic model, we WILL run out of money. Technically we already have 😂
Identity Attack0.00984143
Insult0.014124917
Profanity0.01265371
Threat0.0065115434
Severe Toxicity0.0011348724
Low Tox 0.028149333 Constructive 0.612 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Need a Canadian ICE
Need a Canadian ICE
Identity Attack0.009027477
Insult0.011198899
Profanity0.0128245065
Threat0.0091524795
Severe Toxicity0.0020885468
Low Tox 0.028031485 Moderate Con 0.371 Call_To_Action
Dec 1, 2025 1 likes IRCC Names India in Study …
Decently based bike guy. More canadians need to be like him, but further in defence of the land.
Decently based bike guy. More canadians need to be like him, but further in defence of the land.
Identity Attack0.008324518
Insult0.01625293
Profanity0.010108846
Threat0.0066927844
Severe Toxicity0.0009393692
Low Tox 0.02779579 Constructive 0.53 Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
The whole country needs to do this.
The whole country needs to do this.
Identity Attack0.0053276913
Insult0.008937885
Profanity0.014874061
Threat0.010680079
Severe Toxicity0.0019741058
Low Tox 0.027677942 Low Con 0.29
Nov 27, 2025 Quebec Ends Economic Immigration Program …
why there is a need for international student program it is no benefit for the host countries
why there is a need for international student program it is no benefit for the host countries
Identity Attack0.009249465
Insult0.010134893
Profanity0.013405213
Threat0.00636914
Severe Toxicity0.0009918213
Low Tox 0.027560094 Low Con 0.216
Sep 28, 2025 10 likes IRCC Names India in Study …
It’s time to stop all these creative wars that’s going on.Canadian are suffering financially and our monies are supporting war when Canadians are struggling to buy food. Th3 government needs to do something about this …
It’s time to stop all these creative wars that’s going on.Canadian are suffering financially and our monies are supporting war when Canadians are struggling to buy food. Th3 government needs to do something about this problem now.
Identity Attack0.011469335
Insult0.011692902
Profanity0.00995513
Threat0.007935578
Severe Toxicity0.001039505
Low Tox 0.027442247 Constructive 0.511 Economic_Argument
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone …
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone dont being it to a new place.
Identity Attack0.014852738
Insult0.00983089
Profanity0.010672474
Threat0.0062267366
Severe Toxicity0.000872612
Low Tox 0.027324399 Moderate Con 0.489 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
These people need to support native American and stop identity politics. Canada is a native American name.
These people need to support native American and stop identity politics. Canada is a native American name.
Identity Attack0.015154205
Insult0.011160898
Profanity0.009468361
Threat0.0063238298
Severe Toxicity0.0008201599
Low Tox 0.027324399 Moderate Con 0.47 Identity_Assertion
Feb 16, 2026 Canada's tighter immigration policy divides …
Don't go to your family doctor you will have a long wait go directly in the hospital and wait and they will do all your tests you need done
Don't go to your family doctor you will have a long wait go directly in the hospital and wait and they will do all your tests you need done
Identity Attack0.0029968263
Insult0.010362893
Profanity0.013302735
Threat0.008077981
Severe Toxicity0.0013160706
Low Tox 0.027206551 Moderate Con 0.427 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
They need ICE PART II ;)
They need ICE PART II ;)
Identity Attack0.0032188136
Insult0.010210892
Profanity0.0157622
Threat0.010058682
Severe Toxicity0.0019836426
Low Tox 0.026970858 Low Con 0.182
Jan 27, 2026 Inside Canada's Indian Invasion...
this is a 180 from the past 5 years, however, it is a false promise. once the immigration cuts are out of recent memory of the voter base, restaurants begin to need customers (11,000 shuttered …
this is a 180 from the past 5 years, however, it is a false promise. once the immigration cuts are out of recent memory of the voter base, restaurants begin to need customers (11,000 shuttered in 2 years), colleges get surplus nostalgia, and landlords demand their inflated rental income (see economic rent), the government will ramp the numbers up again.
Identity Attack0.0062526376
Insult0.01309891
Profanity0.010604155
Threat0.0065827454
Severe Toxicity0.00081062317
Low Tox 0.026970858 Constructive 0.518 Policy_Critique
Jan 19, 2026 1 likes Why Canada’s immigration system has …
Canadians need to know??? Don't go.
Canadians need to know??? Don't go.
Identity Attack0.041309193
Insult0.0030131268
Profanity0.00010365524
Threat0.00042226308
Severe Toxicity0.0000054260313
Low Tox 0.02689705 Call_To_Action
Dec 10, 2025
That number needs to increase 100 fold
That number needs to increase 100 fold
Identity Attack0.004587734
Insult0.010020891
Profanity0.01893901
Threat0.010265815
Severe Toxicity0.0019550323
Low Tox 0.02685301 Low Con 0.121 Call_To_Action
Dec 27, 2025 1 likes Deportations From Canada at Their …
Guess what, people born in Canada are ALSO people and with the job shortages they need the jobs more than people who are able to spend thousands to fly half way around the world. The …
Guess what, people born in Canada are ALSO people and with the job shortages they need the jobs more than people who are able to spend thousands to fly half way around the world. The only "tragedy" will be the people who really NEED the jobs will once again have access to them..
Identity Attack0.008657498
Insult0.013364912
Profanity0.010706633
Threat0.0059095654
Severe Toxicity0.0008249283
Low Tox 0.02685301 Constructive 0.563 Moral_Argument
Nov 21, 2025 9 likes Quebec Ends Economic Immigration Program …
We need the ICE
We need the ICE
Identity Attack0.0050317086
Insult0.009469888
Profanity0.015420608
Threat0.010239923
Severe Toxicity0.0023937225
Low Tox 0.026735162 Low Con 0.225 Call_To_Action
Jan 15, 2026 3 likes 2.9 million Canadian temporary visas …
It's about time. We need to have the immigration system we used to have before J Trudeau.
It's about time. We need to have the immigration system we used to have before J Trudeau.
Identity Attack0.008509507
Insult0.012300906
Profanity0.009630617
Threat0.006641001
Severe Toxicity0.0009393692
Low Tox 0.026735162 Moderate Con 0.451
Dec 28, 2025 Deportations From Canada at Their …

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.