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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: "I am an immigrant too. …" 3,653 comments · Page 138 of 147
Great to hear from Jason Kenney. Your immigration program was admirable. I do remember the fuss made when health care, etc. was greatly reduced for immigrants. I totally approved that action at the time.
Great to hear from Jason Kenney. Your immigration program was admirable. I do remember the fuss made when health care, etc. was greatly reduced for immigrants. I totally approved that action at the time.
Identity Attack0.021083053
Insult0.014238917
Profanity0.010604155
Threat0.0062526283
Severe Toxicity0.0010585785
Low Tox 0.038519915 Constructive 0.825 Personal_Narrative
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
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 …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m sure the immigration levels will help with housing, healthcare and the high unemployment rate
I’m sure the immigration levels will help with housing, healthcare and the high unemployment rate
Identity Attack0.02238941
Insult0.010362893
Profanity0.011663092
Threat0.006653947
Severe Toxicity0.0013637543
Low Tox 0.03828422 Moderate Con 0.469
Jan 5, 2026 New rules, regulations take effect …
The only people that do not want to tighten immigration are the big corporations that want more labourers to further drive down wages.
The only people that do not want to tighten immigration are the big corporations that want more labourers to further drive down wages.
Identity Attack0.020078164
Insult0.012642908
Profanity0.010484599
Threat0.0064079775
Severe Toxicity0.00093460083
Low Tox 0.038048524 Low Con 0.292 Economic_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …
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 …
I do love canada and its culture. Even as a immigrant I had a blessing to be in a country that welcomed people. Now its getting to worst part of being that welcoming. In recent …
I do love canada and its culture. Even as a immigrant I had a blessing to be in a country that welcomed people. Now its getting to worst part of being that welcoming. In recent years I have seen and felt the humiliation I even faced even after becoming PR of this country. That jobless problem is real, very real. PM carney has to do something really serious real fast or I don’t wanna say it, you got it by now. Tc fellas.
Identity Attack0.010655383
Insult0.018581128
Profanity0.01084327
Threat0.006550381
Severe Toxicity0.001077652
Low Tox 0.03781283 Constructive 0.739 Personal_Narrative
Aug 24, 2025 12 likes Why Canadians Are Turning Against …
Now i understand why the canadian immigration has the requirements they do in place. It is to protect their Canadian people
Now i understand why the canadian immigration has the requirements they do in place. It is to protect their Canadian people
Identity Attack0.026609946
Insult0.012490907
Profanity0.011201942
Threat0.0064468146
Severe Toxicity0.0012397766
Low Tox 0.03781283 Moderate Con 0.421 Moral_Argument
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Maxime Bernier warned against the dangers of mass immigration. That was years ago. Look where we are at now.
Maxime Bernier warned against the dangers of mass immigration. That was years ago. Look where we are at now.
Identity Attack0.017465452
Insult0.012528907
Profanity0.010160086
Threat0.007197669
Severe Toxicity0.0011396408
Low Tox 0.037577134 Moderate Con 0.437 Policy_Critique
Feb 26, 2026 3 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
A single rule can solve the problem, every International student should go back after completion of Post Graduate work permit, then they can apply through Express Entry, Immigration should check their credentials before letting them …
A single rule can solve the problem, every International student should go back after completion of Post Graduate work permit, then they can apply through Express Entry, Immigration should check their credentials before letting them in again
Identity Attack0.022992345
Insult0.011882903
Profanity0.0108774295
Threat0.0068999166
Severe Toxicity0.0010824203
Low Tox 0.037577134 Moderate Con 0.358 Policy_Critique
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
My brother works for immigration Canada, he said that although Carney said immigrants are deported, but in reality his government is bringing in more Asylum refugees into Canada, which means Canadians will have to take …
My brother works for immigration Canada, he said that although Carney said immigrants are deported, but in reality his government is bringing in more Asylum refugees into Canada, which means Canadians will have to take care of them with their tax dollars. Carney told the immigration workers not to tell anyone about this.
Identity Attack0.022791367
Insult0.013782915
Profanity0.010450439
Threat0.006763986
Severe Toxicity0.0010871887
Low Tox 0.03734144 Constructive 0.693
Dec 24, 2025 8 likes Deportations From Canada at Their …
This woman should be the minister of Immigration. We need real Canadians in power positions.
This woman should be the minister of Immigration. We need real Canadians in power positions.
Identity Attack0.018269362
Insult0.015036922
Profanity0.010740792
Threat0.0067769317
Severe Toxicity0.0011777878
Low Tox 0.03734144 Moderate Con 0.336 Identity_Assertion
Feb 25, 2026 'We do know that there's …
Dude, go look at Canada's immigration website. Canada is actively recruiting immigrants.
Dude, go look at Canada's immigration website. Canada is actively recruiting immigrants.
Identity Attack0.02037963
Insult0.013516913
Profanity0.010740792
Threat0.006356194
Severe Toxicity0.0011110306
Low Tox 0.037105743 Low Con 0.203 Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
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 …
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 …
i’m a farm worker in rural bc who works with indian ladies, i ❤️ them so much. just lovely. my mechanic is a sihk, one of my favorite people ever. indian people helped build bc …
i’m a farm worker in rural bc who works with indian ladies, i ❤️ them so much. just lovely. my mechanic is a sihk, one of my favorite people ever. indian people helped build bc in the last century and continue to do so, their culture is equal to western culture, i don’t worry that they are here one bit, but immigration from anywhere has to be balanced and fair.
Identity Attack0.029917859
Insult0.012148905
Profanity0.019348921
Threat0.007922632
Severe Toxicity0.0019741058
Low Tox 0.036634352 Constructive 0.722
Sep 29, 2025 43 likes Inside Canada's Indian Metropolis (Brampton)
Go Immigration Officers! ❤
Go Immigration Officers! ❤
Identity Attack0.02238941
Insult0.012528907
Profanity0.013029462
Threat0.0069516995
Severe Toxicity0.001821518
Low Tox 0.036634352 Moderate Con 0.409 Solidarity
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Mass immigration is also about having loyal voters to retain power.
Mass immigration is also about having loyal voters to retain power.
Identity Attack0.017967897
Insult0.011160898
Profanity0.010774951
Threat0.0068869707
Severe Toxicity0.001115799
Low Tox 0.03639866 Low Con 0.255 Policy_Critique
Feb 24, 2026 41 likes 'We do know that there's …
There is nothing tight about Canada’s immigration policy
There is nothing tight about Canada’s immigration policy
Identity Attack0.017163984
Insult0.012832909
Profanity0.010894509
Threat0.006084333
Severe Toxicity0.0008869171
Low Tox 0.03639866 Low Con 0.15 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live …
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live in Canada to a particular group of people who weren’t the First people of Canada especially if the Government allows the information out !! Also 340 million is cheaper than keeping them here
Identity Attack0.01666154
Insult0.014276917
Profanity0.00997221
Threat0.0063432488
Severe Toxicity0.0011396408
Low Tox 0.036162965 Constructive 0.609
Dec 31, 2025 1 likes Deportations From Canada at Their …
ho hum - why does private commercial media get an immigration lawyer to explain the outcome of government policy?
ho hum - why does private commercial media get an immigration lawyer to explain the outcome of government policy?
Identity Attack0.013948337
Insult0.013630914
Profanity0.012141321
Threat0.00636914
Severe Toxicity0.0011110306
Low Tox 0.036162965 Low Con 0.184
Dec 24, 2025 1 likes Deportations From Canada at Their …
Canadians need to understand we have a huge immigration problem. We need to close temporatly our borders. stable our immigration, Health and assitenace programs. We need to fix our problems before we coulld help someone …
Canadians need to understand we have a huge immigration problem. We need to close temporatly our borders. stable our immigration, Health and assitenace programs. We need to fix our problems before we coulld help someone else. We are a sinking ship at the momment. lets not bring everyone down with it.
Identity Attack0.017264472
Insult0.013478912
Profanity0.010313802
Threat0.007870848
Severe Toxicity0.0011587143
Low Tox 0.036162965 Constructive 0.604 Fear_Threat
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
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 …
These rules help improve immigrants lives how about all Canadians get tax cuts.
These rules help improve immigrants lives how about all Canadians get tax cuts.
Identity Attack0.022590388
Insult0.012680908
Profanity0.00998929
Threat0.006576272
Severe Toxicity0.0010585785
Low Tox 0.03592727 Constructive 0.539 Policy_Critique
Jan 11, 2026 6 likes Canada’s new rules in 2026

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.