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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: "These applicants were on a …" 83 comments · Page 3 of 4
Before Trudeau's liberal government, Canada's permanent resident program was based on factors such as being fluent in English or French (in Quebec), passing standard exams in one's own country, being educated (Bachelor's or higher), work …
Before Trudeau's liberal government, Canada's permanent resident program was based on factors such as being fluent in English or French (in Quebec), passing standard exams in one's own country, being educated (Bachelor's or higher), work experience, family, age, and knowledge of Canada's general culture. If you had all the points, you would be selected. It took about three years, and while waiting, you could not apply for any visa to enter Canada. The security check was part of the process, and the Canadian government asked applicants to enter the country by bringing money (Like one year's salary). This system was a perfect plan, and many Western countries wanted to copy that (As I heard on many French and American radios before), but the liberals broke the system! And I still don't know why!
Identity Attack0.008250522
Insult0.024897853
Profanity0.012243799
Threat0.0061878995
Severe Toxicity0.0013065338
Low Tox 0.04216247 Constructive 0.576
Nov 23, 2025 49 likes Quebec Ends Economic Immigration Program …
⚔️The immigration agents work 24/7, and get paid no matter what they do. So why are their earnings connected to the costs of deportations or application processes?🛡️
⚔️The immigration agents work 24/7, and get paid no matter what they do. So why are their earnings connected to the costs of deportations or application processes?🛡️
Identity Attack0.02439919
Insult0.01306091
Profanity0.010604155
Threat0.0062137907
Severe Toxicity0.0010299683
Low Tox 0.04166769 Moderate Con 0.314 Policy_Critique
Dec 24, 2025 Deportations From Canada at Their …
Have any of you attempted to work with C&I? I did after adopting a children. 10 years ago, it was a breeze. First (and only) visitor record, valid for 2 years, with citizenship application quickly …
Have any of you attempted to work with C&I? I did after adopting a children. 10 years ago, it was a breeze. First (and only) visitor record, valid for 2 years, with citizenship application quickly processed and granted, and passport also procured in less than 1 year. Fast forward a few years. Now it was 1st visitor record, valid for 1 year. Prior to expiration, days spent trying to navigate a messed up website to submit required information and apply for extension to stay. Then wait for a year or more, to finally receive another visitor record that was valid for 6 months. Rinse and repeat. All for our adopted preschooler to legally remain in Canada. Finally, after 5+ years, citizenship was processed and granted.
Identity Attack0.0026453468
Insult0.023221988
Profanity0.015659723
Threat0.0066086366
Severe Toxicity0.0012207031
Low Tox 0.0414203 Constructive 0.798 Personal_Narrative
Jan 15, 2026 2.9 million Canadian temporary visas …
I knew people working at Immigration back in 2018, and they were raising concerns with their supervisors about significant fraudulent applications, but were told to keep pushing people through because the government wanted numbers.
I knew people working at Immigration back in 2018, and they were raising concerns with their supervisors about significant fraudulent applications, but were told to keep pushing people through because the government wanted numbers.
Identity Attack0.010137413
Insult0.019032324
Profanity0.011509376
Threat0.006492125
Severe Toxicity0.00089645386
Low Tox 0.038519915 Constructive 0.569 Personal_Narrative
Feb 26, 2026 53 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
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 …
Understand the term “asylum” seekers where they are coming from and why!! Demand for better healthcare services when you vote next time rather than gaslighting this issue. There are rules and laws in place, universally …
Understand the term “asylum” seekers where they are coming from and why!! Demand for better healthcare services when you vote next time rather than gaslighting this issue. There are rules and laws in place, universally applicable covenants that protect vulnerable folks. Things shouldn’t have to be that divisive.
Identity Attack0.009064475
Insult0.0154929245
Profanity0.011509376
Threat0.007353018
Severe Toxicity0.0011205673
Low Tox 0.036870047 Constructive 0.682 Moral_Argument
Feb 24, 2026 'We do know that there's …
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 …
I just finished my test January 28 2026 19/20. , I got multiple True/False questions as many people. One was about Olympic gold medal winner in 2010 Vancouver was Men's team. True. I remember a …
I just finished my test January 28 2026 19/20. , I got multiple True/False questions as many people. One was about Olympic gold medal winner in 2010 Vancouver was Men's team. True. I remember a question about start of the modern energy industry, it had given timefram and what was the energy . I chose the Oil Alberta 1947 , which was correct. It has I think hydroelectricity Quebec 1980 as another answer closest for choice. Another question I remember True false , it has 3 names Question was are these one of the great inventors of Canada. So I would suggest you take note of Greatest inventors of Canada. There are multiple. Many answers of questions are too easy to eliminate because they don't make sense at all. You are mostly between 2 answers easily. If you just study this video I think you'll surely pass 😅. Another question was ; Who are appointed by on the advice of Prime minister? Answers; Memebers of parliement Mayors Senators Citizens Obviously Senators was the answer but answers might differ, so just study the other applicable answers for the questions.
Identity Attack0.0055866763
Insult0.016936934
Profanity0.015215653
Threat0.007353018
Severe Toxicity0.0014209747
Low Tox 0.034984488 Constructive 0.721 Meta_Commentary
Jan 28, 2026 8 likes Canadian Citizenship Test 2025 – …
Just cancel all applications in the backlogs, done.
Just cancel all applications in the backlogs, done.
Identity Attack0.0032743104
Insult0.009944891
Profanity0.015420608
Threat0.011042561
Severe Toxicity0.0014781952
Low Tox 0.034277402 Low Con 0.16 Call_To_Action
Jan 19, 2026 273 likes Why Canada’s immigration system has …
Search Assist In Canada, the Official Languages Act ensures that both English and French are recognized as official languages, but it DOES NOT REQUIRE immigrants to speak either language to enter the country. However, for …
Search Assist In Canada, the Official Languages Act ensures that both English and French are recognized as official languages, but it DOES NOT REQUIRE immigrants to speak either language to enter the country. However, for certain processes like applying for citizenship, proof of language proficiency in English or French may be required for applicants aged 18 to 54. Wikipedia Department of Justice Canada
Identity Attack0.017063495
Insult0.011882903
Profanity0.016137952
Threat0.0073789097
Severe Toxicity0.0010871887
Low Tox 0.031331215 Moderate Con 0.377 Meta_Commentary
Sep 5, 2025 Why Canadians Are Turning Against …
Everyone should have access to legal aid. That's a given. There's no way to justify any of the other payments while Canadians are living below the poverty line and can't qualify for welfare. Our Veterans …
Everyone should have access to legal aid. That's a given. There's no way to justify any of the other payments while Canadians are living below the poverty line and can't qualify for welfare. Our Veterans are waiting over a year for every application they make for services. Somebody has their priorities mixed up. And why aren't we prosecuting people who cross the border illegally? If I did it, I would be charged.
Identity Attack0.01139534
Insult0.013592913
Profanity0.010074687
Threat0.0071199946
Severe Toxicity0.0010061264
Low Tox 0.030859824 Constructive 0.668
Oct 12, 2018 15 likes How much do refugees and …
The one thing I can’t understand is how an international student from India can work without a social insurance number in Canada.They don’t have social insurance numbers in India.So places like Tim Hortons,Circle K and …
The one thing I can’t understand is how an international student from India can work without a social insurance number in Canada.They don’t have social insurance numbers in India.So places like Tim Hortons,Circle K and almost every fast food restaurant lets them work there without having Canadian taxes taking off their checks.Plus what happen to that box on most applications where it says are you legally allowed to work in Canada.
Identity Attack0.02238941
Insult0.0116169015
Profanity0.010074687
Threat0.005809236
Severe Toxicity0.0009393692
Low Tox 0.030388435 Constructive 0.616
Dec 14, 2025 How Canada broke its immigration …
cancel every application that's in backlog, accept only students going to post-secondary schools (and even then- that number must be reduced also), and eliminate the TFW program.
cancel every application that's in backlog, accept only students going to post-secondary schools (and even then- that number must be reduced also), and eliminate the TFW program.
Identity Attack0.004236255
Insult0.009982891
Profanity0.01127026
Threat0.00967031
Severe Toxicity0.0011348724
Low Tox 0.028856417 Moderate Con 0.301 Call_To_Action
Jan 19, 2026 27 likes Why Canada’s immigration system has …
Cross check with refugee applicants.
Cross check with refugee applicants.
Identity Attack0.013345404
Insult0.010742896
Profanity0.011423977
Threat0.0070164283
Severe Toxicity0.0010156631
Low Tox 0.028620722 Low Con 0.215 Call_To_Action
Sep 30, 2025 IRCC Names India in Study …
Kids are losing their job opportunities due to the government subsidized programs that businesses benefit from to save money. Remove those programs, then your children will get job application replies
Kids are losing their job opportunities due to the government subsidized programs that businesses benefit from to save money. Remove those programs, then your children will get job application replies
Identity Attack0.0037922803
Insult0.012072904
Profanity0.0113385795
Threat0.0077025536
Severe Toxicity0.0009441376
Low Tox 0.027442247 Moderate Con 0.324 Economic_Argument
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds …
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds of job applications to date and I only got a response. I have no choice but to take that job in fastfood restaurant just to make a living. Don't worry, if I still don't get a job aligned to my profession in few months, I will leave. I'm tired..
Identity Attack0.009027477
Insult0.0113509
Profanity0.01174849
Threat0.006861079
Severe Toxicity0.00094890594
Low Tox 0.026499467 Constructive 0.758 Personal_Narrative
Jul 1, 2025 3 likes How Canada broke its immigration …
It's a correction for allowing too many claimants entering Canada with applications on shaky grounds. Glad it will save us 100s of millions offloading them from the support systems everyday Canadians actually need in these …
It's a correction for allowing too many claimants entering Canada with applications on shaky grounds. Glad it will save us 100s of millions offloading them from the support systems everyday Canadians actually need in these times.
Identity Attack0.008509507
Insult0.01306091
Profanity0.00993805
Threat0.0073918556
Severe Toxicity0.00096321106
Low Tox 0.025792383 Constructive 0.601
Dec 24, 2025 Deportations From Canada at Their …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is expected (not guaranteed in any way) is a post-graduation work permit to give them a chance to acquire Canadian work experience and have enough points to apply for permanent residency if they choose to. The government should only be responsible for those who were already selected and approved for residency before changes to the regulations. All future applicants should be evaluated based on the latest changes. That is not new, and all current immigrant citizens had to adapt to the changes to requirements back in their time as well.
Identity Attack0.008250522
Insult0.013820915
Profanity0.011184863
Threat0.0063626673
Severe Toxicity0.0008869171
Low Tox 0.025085296 Constructive 0.622 Policy_Critique
Jan 22, 2026 Why Canada’s immigration system has …
I'm currently applying for citizenship, and I guess this video should still be applicable to the citizenship application test in 2026?! What do you think? Thank you!
I'm currently applying for citizenship, and I guess this video should still be applicable to the citizenship application test in 2026?! What do you think? Thank you!
Identity Attack0.0051427023
Insult0.00979289
Profanity0.014395831
Threat0.007365964
Severe Toxicity0.001335144
Low Tox 0.022728346 Constructive 0.542 Question
Jan 19, 2026 Canadian Citizenship Test 2025 – …
Portugal made it much more difficult to apply bcos of uncontrolled numbers ..... now new applications might get delayed ...?.
Portugal made it much more difficult to apply bcos of uncontrolled numbers ..... now new applications might get delayed ...?.
Identity Attack0.00673361
Insult0.010856897
Profanity0.0113215
Threat0.0065568537
Severe Toxicity0.0008535385
Low Tox 0.021667719 Moderate Con 0.364 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for both part & full time. I apply for at least 10-20 a day. I’m not getting calls for interviews. I’ve even applied twice to one job because I was not chosen but 2 weeks later the same position was back. I’m fortunate enough to not have to work. I have a husband that makes a very good salary that pays for all of the bills , groceries & vacations. Up until Covid collapsed my 2 franchises & I was sinking more money in than making it I had to sell one for 1/3 of what I paid for it & give the other away. I started a small business at home doing lash extensions. I have my regular clients. But if I want to save my own money it’s not sustainable or steady. I want to work because I enjoy leaving my home not to just go grocery shopping or visit family. That’s even if they are home from work. I like having a purpose. I’m skilled in accounting, cleaning, sales, marketing, customer service you name it. Many might say that I’m very lucky. I am very blessed but it’s also very lonely. Plus I have always worked & had independence. I hate asking my husband to send me money so I can pay my cell, credit card bills. I don’t even go shopping without him for new clothes because I rely on him to pay for those too. Hypothetically we broke up tomorrow I’d be screwed. I worry about if he dies. There’s life insurance but we still have a mortgage to pay & monthly bills. Plus of course I’d make sure his kids got some too. Not to mention I’ve had mental health struggles with social anxiety & agoraphobia years ago. The more I stay home the more I get anxious about going out. Days can get boring & then I find myself napping all afternoon. I need a job. I just want my own money. I don’t want to go to my husband every 3 months & ask him to send me 2000.00 to clear up my overdraft for one business day. I don’t even want to have to use it. Sorry for the rant but I feel that even when filing out applications many times I’m asked if I’m racialized. In other words is my skin brown.
Identity Attack0.005771666
Insult0.012946909
Profanity0.013576009
Threat0.006382086
Severe Toxicity0.0010490417
Low Tox 0.021549871 Constructive 0.835 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
Breaking point and check the system there must be 100 thousand applications tomorrow
Breaking point and check the system there must be 100 thousand applications tomorrow
Identity Attack0.0035332954
Insult0.009336887
Profanity0.013576009
Threat0.0077802283
Severe Toxicity0.0011730194
Low Tox 0.02048268 Low Con 0.196
Jan 20, 2026 Why Canada’s immigration system has …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at the Regina Research Station in 1963. Over his remarkable 40-year career, he contributed significantly to the evolution of herbicide research during a transformative era for Canadian agriculture. In the 1960s, as herbicide use surged across the prairies—building on early selective compounds like 2,4-D introduced post-World War II—his work focused on environmental residues and applicator safety, helping refine application methods amid a boom that saw the number of available herbicides in Canada and the U.S. rise from about 25 in 1950 to over 100 by the end of the decade. This period marked the widespread adoption of chemicals for weed control, enabling reduced tillage and boosting crop yields in grain production. By the 1970s, Agriculture Canada's efforts intensified with the introduction of groundbreaking non-selective herbicides like glyphosate, which revolutionized prairie farming by facilitating no-till practices and minimizing soil erosion while controlling persistent weeds. My father's studies on herbicide drift, persistence in air and soil, and human exposure played a key role in ensuring safer, more effective use, aligning with broader innovations that transformed western Canada's grain sector into a global powerhouse. Into the 1980s, as resistance issues emerged and manufacturing processes improved to reduce contaminants like dioxins in phenoxy herbicides, his research supported sustainable advancements, including better monitoring and guidelines that influenced international standards. Through these decades, his pioneering contributions helped develop and optimize herbicides now employed worldwide, fundamentally changing farming practices and enhancing productivity across the vast Canadian prairies.
Identity Attack0.0053276913
Insult0.011920903
Profanity0.011936366
Threat0.006809296
Severe Toxicity0.0009441376
Low Tox 0.019226074 Constructive 0.633 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
AI can clear the backlog. But all new applications should be stopped for 3 years.
AI can clear the backlog. But all new applications should be stopped for 3 years.
Identity Attack0.0030523231
Insult0.007949878
Profanity0.01086035
Threat0.008414571
Severe Toxicity0.0008058548
Low Tox 0.018095128 Low Con 0.213 Policy_Critique
Jan 20, 2026 4 likes Why Canada’s immigration system has …
The match only starts when someone has submitted his residency application. Permanent residency is not a right, it's a privilege. These people are too entitled.
The match only starts when someone has submitted his residency application. Permanent residency is not a right, it's a privilege. These people are too entitled.
Identity Attack0.0024233595
Insult0.008614883
Profanity0.010091767
Threat0.0061037517
Severe Toxicity0.0004911423
Low Tox 0.013885498 Moderate Con 0.341
Nov 21, 2025 4 likes Quebec Ends Economic Immigration Program …

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.