Skip to content
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
Active: "You should work with the …" 1,725 comments · Page 60 of 69
I used to work in the international admission department in colleges. What frustrated me was, there's no system to report applicants when they submitted fradulent documents for admissions. Once they get an admisson letter, they …
I used to work in the international admission department in colleges. What frustrated me was, there's no system to report applicants when they submitted fradulent documents for admissions. Once they get an admisson letter, they can apply for a study permit. I rejected quite a few applicants with fake docs while I was working, but they might have been accepted somewhere else.
Identity Attack0.0034777985
Insult0.018129934
Profanity0.0128245065
Threat0.0066086366
Severe Toxicity0.0008249283
Low Tox 0.03639866 Constructive 0.698 Personal_Narrative
Oct 3, 2025 12 likes IRCC Names India in Study …
Are there no Men working for the government anymore?
Are there no Men working for the government anymore?
Identity Attack0.017364962
Insult0.013744914
Profanity0.011441057
Threat0.0064597605
Severe Toxicity0.001115799
Low Tox 0.03639866 Low Con 0.227
Oct 1, 2025 IRCC Names India in Study …
They are starting to take a lot of union jobs as well as undercutting contractors and working for cash. I’m a contractor and it’s been getting a lot worse. People are quoting under material costs. …
They are starting to take a lot of union jobs as well as undercutting contractors and working for cash. I’m a contractor and it’s been getting a lot worse. People are quoting under material costs. Taking the money and running out of Canada with it.
Identity Attack0.0068446035
Insult0.018581128
Profanity0.010962827
Threat0.0065050707
Severe Toxicity0.0009584427
Low Tox 0.036162965 Constructive 0.539 Economic_Argument
Oct 11, 2025 IRCC Names India in Study …
My s22ultra came from Canada. Im in alabama. Ordered it off amazon sent me the wrong country. Everything has worked by why do yall not have wifi calling or 5g?
My s22ultra came from Canada. Im in alabama. Ordered it off amazon sent me the wrong country. Everything has worked by why do yall not have wifi calling or 5g?
Identity Attack0.01274247
Insult0.013972916
Profanity0.013712646
Threat0.006356194
Severe Toxicity0.0012874603
Low Tox 0.035220183 Constructive 0.581 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Everybody know why , they working for gov. and don't know why and where they are? They are everywhere! From coffee shop to truck drivers…
Everybody know why , they working for gov. and don't know why and where they are? They are everywhere! From coffee shop to truck drivers…
Identity Attack0.0028673338
Insult0.019225692
Profanity0.010706633
Threat0.005854546
Severe Toxicity0.00074386597
Low Tox 0.035220183 Moderate Con 0.308 Unverified_Claim
Sep 30, 2025 1 likes IRCC Names India in Study …
If they come to work why they need socials assistance ? If they really want to live in the west why they need integration programes ?
If they come to work why they need socials assistance ? If they really want to live in the west why they need integration programes ?
Identity Attack0.01766643
Insult0.011844902
Profanity0.013336895
Threat0.006420923
Severe Toxicity0.0011777878
Low Tox 0.035220183 Low Con 0.245
Aug 6, 2019 1 likes How much do refugees and …
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, …
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, no fun activities. I can’t go out, eat out, if you really think about it, it's really depressing that you're working full-time still you're not able to live your life. Canada is going down and will lose good people because of affordability issues.
Identity Attack0.010803374
Insult0.015188923
Profanity0.010945748
Threat0.0064015044
Severe Toxicity0.0010442734
Low Tox 0.035220183 Constructive 0.633
Aug 29, 2025 6 likes Why Canadians Are Turning Against …
Ottawa doesn’t work anymore point final!
Ottawa doesn’t work anymore point final!
Identity Attack0.0069185994
Insult0.019225692
Profanity0.010296722
Threat0.006330303
Severe Toxicity0.0010824203
Low Tox 0.035220183 Low Con 0.223 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Dude saying he’s not a number. He’s a literally a number to the ministry. Everyone is a number. No one owes anyone anything. The majority of Canadians are asking for a cut to immigration. I …
Dude saying he’s not a number. He’s a literally a number to the ministry. Everyone is a number. No one owes anyone anything. The majority of Canadians are asking for a cut to immigration. I for one celebrate that governments are doing what the majority wants instead of catering to the few. If it didn’t work out, that’s too bad.
Identity Attack0.0076585566
Insult0.017872108
Profanity0.011355659
Threat0.0062979385
Severe Toxicity0.0008249283
Low Tox 0.034984488 Constructive 0.661 Policy_Critique
Nov 20, 2025 82 likes Quebec Ends Economic Immigration Program …
Universal health care only works when the system is closed and everyone contributes to fund the health care. Thanks JT (/ends sarcasm)
Universal health care only works when the system is closed and everyone contributes to fund the health care. Thanks JT (/ends sarcasm)
Identity Attack0.00310782
Insult0.017088935
Profanity0.012414595
Threat0.0063108844
Severe Toxicity0.0008535385
Low Tox 0.034984488 Moderate Con 0.358 Policy_Critique
Feb 25, 2026 'We do know that there's …
I just want to send a huge thanks to the person who created this video.Passed my exam an hour ago 19/20 (23rd May 2025)Listening to this while at work while i’m driving to work.
I just want to send a huge thanks to the person who created this video.Passed my exam an hour ago 19/20 (23rd May 2025)Listening to this while at work while i’m driving to work.
Identity Attack0.008065533
Insult0.011274899
Profanity0.02385794
Threat0.011379151
Severe Toxicity0.0030899048
Low Tox 0.034984488 Constructive 0.597
May 23, 2025 105 likes Canadian Citizenship Test 2025 – …
Pay no Taxes, bro I have paid more tax in Indian rupees equivalent to the number of hairs on my scalp that too just working as a student. We were paying NO TAXES on income …
Pay no Taxes, bro I have paid more tax in Indian rupees equivalent to the number of hairs on my scalp that too just working as a student. We were paying NO TAXES on income taxes of basic income categories. Here it is 20--25% even if u are just earning minimum wage.
Identity Attack0.010655383
Insult0.015644927
Profanity0.013166099
Threat0.0059257476
Severe Toxicity0.0010061264
Low Tox 0.034984488 Constructive 0.59 Economic_Argument
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Doing gods work tyler
Doing gods work tyler
Identity Attack0.008139528
Insult0.0140109155
Profanity0.025360947
Threat0.0074306927
Severe Toxicity0.0021076202
Low Tox 0.034513097 Moderate Con 0.401 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Stop saying it’s just kids that can’t get jobs! I am middle aged and work 20+ years in corporate tech and I can’t get a job for over 1.5 yeas
Stop saying it’s just kids that can’t get jobs! I am middle aged and work 20+ years in corporate tech and I can’t get a job for over 1.5 yeas
Identity Attack0.0034223017
Insult0.015416925
Profanity0.013200258
Threat0.0059322207
Severe Toxicity0.00091552734
Low Tox 0.034513097 Constructive 0.542
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
*They are everywhere thanks to the easy access to U.S. and Canada, it will be late when those countries try to fix that!* *They come with all benefits to work the next day they arrive, …
*They are everywhere thanks to the easy access to U.S. and Canada, it will be late when those countries try to fix that!* *They come with all benefits to work the next day they arrive, Kerala, the State where most of them come to American Continent!*
Identity Attack0.017967897
Insult0.011996903
Profanity0.012892825
Threat0.0066798385
Severe Toxicity0.0013923645
Low Tox 0.034513097 Moderate Con 0.367 Fear_Threat
Feb 25, 2026 Inside Canada's Indian Invasion...
The problem is these corporations wants huge profits by hiring cheap labor. Its not that there isn't domestic labour ready to work at a tire shop its what they are offering for it.
The problem is these corporations wants huge profits by hiring cheap labor. Its not that there isn't domestic labour ready to work at a tire shop its what they are offering for it.
Identity Attack0.0043102503
Insult0.01890341
Profanity0.011714331
Threat0.006051969
Severe Toxicity0.00084877014
Low Tox 0.034277402 Moderate Con 0.345 Economic_Argument
Feb 11, 2026 6 likes Canada's tighter immigration policy divides …
massive fan of your work, really happy to see you shining a light on the genuine invasion going on in canada right now, keep it up g
massive fan of your work, really happy to see you shining a light on the genuine invasion going on in canada right now, keep it up g
Identity Attack0.013345404
Insult0.013630914
Profanity0.011184863
Threat0.007637825
Severe Toxicity0.0015735626
Low Tox 0.034277402 Constructive 0.567
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s not just Canada, Australia too and it just isn’t working ☹️☹️
It’s not just Canada, Australia too and it just isn’t working ☹️☹️
Identity Attack0.014149316
Insult0.013668913
Profanity0.011970525
Threat0.0061749537
Severe Toxicity0.0010824203
Low Tox 0.034277402 Moderate Con 0.439 Comparative_Framing
Feb 8, 2026 Inside Canada's Indian Invasion...
Canada will work for china soon
Canada will work for china soon
Identity Attack0.019676208
Insult0.012832909
Profanity0.015044857
Threat0.008155655
Severe Toxicity0.0020694733
Low Tox 0.034277402 Low Con 0.229 Fear_Threat
Feb 11, 2026 Canada's tighter immigration policy divides …
The Gvmt is trying to divide us and it's working..
The Gvmt is trying to divide us and it's working..
Identity Attack0.0066596144
Insult0.014428918
Profanity0.013302735
Threat0.008285114
Severe Toxicity0.0012969971
Low Tox 0.034041706 Low Con 0.291 Policy_Critique
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
I had a work accident and tore my rotator cuff. I had to wait a year and a half. For mri and months after that. The surgeons stated the infraspinitous ligament was still half torn …
I had a work accident and tore my rotator cuff. I had to wait a year and a half. For mri and months after that. The surgeons stated the infraspinitous ligament was still half torn still. All that time later. It required another surgery 8 months later. I now have some relief in that arm. Decade later But I'm in the similar situation right now other shoulder. Those wait times were bad and it's only gotten worse since
Identity Attack0.0026823445
Insult0.012642908
Profanity0.017231047
Threat0.0086087575
Severe Toxicity0.0013542175
Low Tox 0.034041706 Constructive 0.761
Aug 25, 2025 Why Canadians Are Turning Against …
Maybe $50000 is just pocket change for her but how about for the rest of us who has to work for a living ?
Maybe $50000 is just pocket change for her but how about for the rest of us who has to work for a living ?
Identity Attack0.0026823445
Insult0.015416925
Profanity0.014395831
Threat0.0071588317
Severe Toxicity0.0009822845
Low Tox 0.034041706 Moderate Con 0.395
Dec 2, 2018 How much do refugees and …
Bro, the tim hortons worker game works in every tim hortons. Go to bc pick a random tims. Zero. Nova scotia. Zero. It's a strange phenomenon
Bro, the tim hortons worker game works in every tim hortons. Go to bc pick a random tims. Zero. Nova scotia. Zero. It's a strange phenomenon
Identity Attack0.004088263
Insult0.017872108
Profanity0.012312118
Threat0.0064079775
Severe Toxicity0.0009870529
Low Tox 0.033806015 Moderate Con 0.379 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
No benefit for Canadian citizen's just higher cost to working Canadian's / retired Canadian citizens forced to go back to work.
No benefit for Canadian citizen's just higher cost to working Canadian's / retired Canadian citizens forced to go back to work.
Identity Attack0.017766917
Insult0.013668913
Profanity0.009263406
Threat0.006589218
Severe Toxicity0.0011205673
Low Tox 0.033806015 Moderate Con 0.365
Jan 12, 2026 11 likes Canada’s new rules in 2026
Dont forget all the accidents they're causing in the trucking industry and how they're pricing out canadians from competing in the construction industry because they can work for so cheap.
Dont forget all the accidents they're causing in the trucking industry and how they're pricing out canadians from competing in the construction industry because they can work for so cheap.
Identity Attack0.012061302
Insult0.015872927
Profanity0.009596458
Threat0.006861079
Severe Toxicity0.0010919571
Low Tox 0.033806015 Moderate Con 0.465 Economic_Argument
Oct 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)

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.