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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Their only job will be …" 1,176 comments · Page 41 of 48
My son is having a hard time finding a job. He is 22 and looking for anything. I told him to leave the country and come back and claim asylum. I am sure they would …
My son is having a hard time finding a job. He is 22 and looking for anything. I told him to leave the country and come back and claim asylum. I am sure they would not say anything because there are no checks and balances in our immigration system.
Identity Attack0.017766917
Insult0.012870909
Profanity0.012073003
Threat0.006699257
Severe Toxicity0.0010681152
Low Tox 0.03781283 Constructive 0.681 Personal_Narrative
Feb 26, 2026 6 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
We have enough. Sorry i need jobs for my sons
We have enough. Sorry i need jobs for my sons
Identity Attack0.0074365693
Insult0.012794908
Profanity0.015625564
Threat0.0074436385
Severe Toxicity0.0017166138
Low Tox 0.037577134 Moderate Con 0.449 Economic_Argument
Nov 20, 2025 10 likes Quebec Ends Economic Immigration Program …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and enjoy places like Niagara Falls — were unfairly rejected. The full staff in these offices should be reassigned, and the approval systems and procedures should be completely overhauled to ensure transparency, accountability, and proper decision‑making going forward. Immigrants who have legitimately obtained Permanent Residence or Canadian citizenship are also facing unfair barriers, especially in the job market. Despite having full legal status, many are not even given interview opportunities, while corrupted or poorly monitored ATS systems are being exploited by bad actors. Employers — including major banks and other leading organizations — have hired temporary workers without properly verifying their status or detecting fake documentation. Canada needs a clear hiring principle: priority should be given to Canadian citizens and Permanent Residents first, and only when no qualified applicants exist should other categories be considered. LMIA approvals should be paused to prevent misuse and ensure fairness for those who have followed the legal pathway. Strengthening verification processes and enforcing employer accountability would help restore integrity and fairness in both the immigration and employment systems. Many of these immigrants have sacrificed their assets and life savings in their home countries, embraced Canada as their new motherland, and now find themselves suffering with no realistic path to return — making fairness and accountability in the system even more essential.
Identity Attack0.0071405866
Insult0.021803947
Profanity0.011646013
Threat0.006848133
Severe Toxicity0.0010585785
Low Tox 0.037105743 Constructive 0.723
Jan 4, 2026 Deportations From Canada at Their …
Good job Tyler!!! 👏 Keep on working hard, getting the truths exposed for the better, and stay safe!!! Canada is under attack😢
Good job Tyler!!! 👏 Keep on working hard, getting the truths exposed for the better, and stay safe!!! Canada is under attack😢
Identity Attack0.011321344
Insult0.0151129225
Profanity0.010160086
Threat0.009463178
Severe Toxicity0.001335144
Low Tox 0.037105743 Constructive 0.512 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Identity Attack0.011987305
Insult0.017292
Profanity0.018187506
Threat0.007029374
Severe Toxicity0.0017356873
Low Tox 0.037105743 Constructive 0.833 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Congratulations Canada and Great job! 🤣😂🤣😂🤣👍👍👍👍👍
Congratulations Canada and Great job! 🤣😂🤣😂🤣👍👍👍👍👍
Identity Attack0.006770608
Insult0.015036922
Profanity0.01620627
Threat0.006602164
Severe Toxicity0.0019454956
Low Tox 0.036870047 Moderate Con 0.347
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Canada government takes big campaign in India and give admission jobs easily
Canada government takes big campaign in India and give admission jobs easily
Identity Attack0.018972786
Insult0.01648093
Profanity0.012961143
Threat0.0066345283
Severe Toxicity0.001335144
Low Tox 0.036634352 Low Con 0.129 Unverified_Claim
Feb 8, 2026 Inside Canada's Indian Invasion...
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 …
Unlike other countries, Canada is honest about the saturation that is happening over the time. They are objective about it. If citizens feel insecure about their future, it is time for them to halt immigration …
Unlike other countries, Canada is honest about the saturation that is happening over the time. They are objective about it. If citizens feel insecure about their future, it is time for them to halt immigration for some time. AI Coming, people are loosing jobs. Rents are increasing etc.
Identity Attack0.015958117
Insult0.014884921
Profanity0.009716015
Threat0.00704232
Severe Toxicity0.0011777878
Low Tox 0.03592727 Moderate Con 0.432 Policy_Critique
Feb 12, 2026 Canada's tighter immigration policy divides …
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration …
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration of time these individuals are waiting for a job?
Identity Attack0.0054756827
Insult0.012756908
Profanity0.016069634
Threat0.0066280556
Severe Toxicity0.0014972687
Low Tox 0.03592727 Moderate Con 0.396 Economic_Argument
Jan 20, 2026 Why Canada’s immigration system has …
By far the best short Horror film I've ever seen. Good job.
By far the best short Horror film I've ever seen. Good job.
Identity Attack0.004236255
Insult0.01309891
Profanity0.017504321
Threat0.0091524795
Severe Toxicity0.0016975403
Low Tox 0.03592727 Moderate Con 0.468
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
TFWP, LMIA all permits stop immediately four five years, Canadian so many they have no job
TFWP, LMIA all permits stop immediately four five years, Canadian so many they have no job
Identity Attack0.018872296
Insult0.013516913
Profanity0.010160086
Threat0.006317357
Severe Toxicity0.0010538101
Low Tox 0.034513097 Low Con 0.297
Sep 28, 2025 3 likes IRCC Names India in Study …
Au revoir! More jobs for Canaidans
Au revoir! More jobs for Canaidans
Identity Attack0.018369852
Insult0.017088935
Profanity0.00995513
Threat0.0065956907
Severe Toxicity0.0017166138
Low Tox 0.034513097 Moderate Con 0.347
Nov 27, 2025 Quebec Ends Economic Immigration Program …
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 …
I feel bad that many of these people were given false hope, but this reduction was needed. In the early 2020's immigration levels reached levels that were simply too high. We had a population growth …
I feel bad that many of these people were given false hope, but this reduction was needed. In the early 2020's immigration levels reached levels that were simply too high. We had a population growth rate similar to Sudan. It strained our education, health care and prevented young people from getting jobs. We are a nation that welcomes immigration, but it cannot be at a level beyond our capacities.
Identity Attack0.014048826
Insult0.013896915
Profanity0.01261955
Threat0.006977591
Severe Toxicity0.0010251999
Low Tox 0.034277402 Constructive 0.764 Moral_Argument
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
Please...... my born Canadians neeeeed jobs too!!!!!!!!!
Please...... my born Canadians neeeeed jobs too!!!!!!!!!
Identity Attack0.017766917
Insult0.011160898
Profanity0.011116544
Threat0.006246155
Severe Toxicity0.0012493134
Low Tox 0.034277402 Moderate Con 0.395 Economic_Argument
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Means a lot less jobs for people from here
Means a lot less jobs for people from here
Identity Attack0.008953481
Insult0.012338906
Profanity0.012517073
Threat0.007793174
Severe Toxicity0.0011968613
Low Tox 0.034041706 Moderate Con 0.324
Apr 17, 2020 1 likes How much do refugees and …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of living, under paying jobs, and astronomical Post secondary prices to get basic diplomas I know for a fact that 90's babies will be the last generation to have more then one child. Another issue is the recruitment centers in India, funded by Canadian corporations looking for cheap labor, promising the world to struggling Indians only to back out of every promise they made, and put the burden on the government and Canadians. This plus a lack of population control in India, is set that to have Indians to be over 25% of the global population in the next 50 years.
Identity Attack0.012061302
Insult0.016784932
Profanity0.0128245065
Threat0.0067186756
Severe Toxicity0.0013065338
Low Tox 0.03357032 Constructive 0.641 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
I’m English and been offered a job in Calgary construction industry. We need more free movement of WASPs between the Anglosphere, we are what built our civilisation and we’re still the only ones who can …
I’m English and been offered a job in Calgary construction industry. We need more free movement of WASPs between the Anglosphere, we are what built our civilisation and we’re still the only ones who can save it.
Identity Attack0.017967897
Insult0.01309891
Profanity0.012004685
Threat0.007249452
Severe Toxicity0.0014686584
Low Tox 0.03309893 Constructive 0.559
Aug 25, 2025 4 likes Why Canadians Are Turning Against …
the international.students coming to .universities have paid a hige price compared to native people. these students would be attending college and 2orkong tonget q decent job. however those who just want to work and dont …
the international.students coming to .universities have paid a hige price compared to native people. these students would be attending college and 2orkong tonget q decent job. however those who just want to work and dont want to study are the ones to be blames for. because if such students everyother student gets affected.
Identity Attack0.00899048
Insult0.014732921
Profanity0.013166099
Threat0.0066927844
Severe Toxicity0.0009250641
Low Tox 0.032863233 Constructive 0.523 Policy_Critique
Nov 4, 2025 IRCC Names India in Study …
My kids no jobs in Ontario after graduating universities no jobs
My kids no jobs in Ontario after graduating universities no jobs
Identity Attack0.01087737
Insult0.0113509
Profanity0.011492296
Threat0.0066215824
Severe Toxicity0.0010728836
Low Tox 0.032627538 Moderate Con 0.384
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the green show, NFB and Cbc and was always fascinated with Canada. I knew then when I was 20 that I will make Canada home. I wrote my IELTS ENGLISH test, studied here with good grades. And I did. I have an amazing career and young kids. And I have loved everyday of it. I have watched rerun of trailer park boys about 10 or so times already, watched Corner gas, watch hockey, I have embraced the weather, the people and the values this nation stands for. I have travelled coast to coast and to the great north. Heck I have been to more places in Canada with my job than other Canadians who are born and raised here. Now all I see there these ignorant, entitled effs thinking they can come and change the way of life. Like how Don Cherry said, they want the milk and honey but won't respect the values. I am effing done with this immigration and the government. Steven Harper was the prime minister when I got my citizenship and it was the proudest moment of my life. I really hope Canadians wake up. I know exactly why the racism has gone up and I don't blame the Canadians at all. These clowns bought it on to themselves. I just had enough and wish things would back to how it was 20 or so years ago.
Identity Attack0.011321344
Insult0.016556932
Profanity0.019348921
Threat0.007534259
Severe Toxicity0.0019073486
Low Tox 0.032156147 Constructive 0.658
Sep 20, 2025 26 likes Inside Canada's Indian Metropolis (Brampton)
None of these costs would have been incurred if the Trudeau government hadn't completely failed at its job.
None of these costs would have been incurred if the Trudeau government hadn't completely failed at its job.
Identity Attack0.0024418586
Insult0.019161236
Profanity0.00995513
Threat0.0060066585
Severe Toxicity0.0006866455
Low Tox 0.03192045 Low Con 0.166 Policy_Critique
Dec 24, 2025 1 likes Deportations From Canada at Their …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, proof that I had paid the college (at least 1st year), English, a Bachelor degree (education), a clear criminal history, and what attach me to my country. I had to study hard, and only after graduation I could have 3y work permit. By working in Canada I could get more point to become a permanent resident. After 2y having my PR, I could get the citizenship, but I had to prove I pay taxes, clear criminal history, and other things that show I would be a good citizen. So, I worked (and still work) hard, I am currently in two jobs and at school taking my masters, I respect the laws, I respect the culture (I never tried to impose mine), and I pay over CAD$10.000 in taxes per year on my income. That said, I feel as a slap on my face when fraudulent and dishonest people are able to be here cheating the system in any way. Some people may say I am an immigrant against immigration. NO, I am in favor of people taking the right path to immigrate, and make real contributions for this country, not coming to be scammers and criminals.
Identity Attack0.0076955543
Insult0.017227544
Profanity0.015079016
Threat0.006492125
Severe Toxicity0.0011730194
Low Tox 0.03192045 Constructive 0.774
Oct 10, 2025 IRCC Names India in Study …
Vassey has a job to do but asking questions about how many false claims and how much they cost is irrelevant frankly. Whether it’s 10 of millions or 100 millions, it’s wrong and needs to …
Vassey has a job to do but asking questions about how many false claims and how much they cost is irrelevant frankly. Whether it’s 10 of millions or 100 millions, it’s wrong and needs to be fixed.
Identity Attack0.002034882
Insult0.01961243
Profanity0.010552917
Threat0.006589218
Severe Toxicity0.0007009506
Low Tox 0.03192045 Moderate Con 0.46 Policy_Critique
Feb 24, 2026 53 likes 'We do know that there's …

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.