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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: "What about the NEW CANADIAN …" 232 comments · Page 9 of 10
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
So there is already 1 million Canadians without work and it's hurting our young Canadians where is the 1 million in waiting getting a job. We need new immigration laws its way out of hand.
So there is already 1 million Canadians without work and it's hurting our young Canadians where is the 1 million in waiting getting a job. We need new immigration laws its way out of hand.
Identity Attack0.018771807
Insult0.014390918
Profanity0.009733095
Threat0.0070552654
Severe Toxicity0.0011301041
Low Tox 0.039935954 Constructive 0.597 Economic_Argument
Jan 20, 2026 5 likes Why Canada’s immigration system has …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a low birth rate, so without immigrants, the population would shrink. Immigration helps keep the workforce young and growing. Economic Growth Newcomers fill jobs, start businesses, and pay taxes. Skilled immigrants help in industries facing shortages (healthcare, tech, trucking, etc.). Diversity & Innovation Different backgrounds bring new ideas, cultural exchange, and global connections. Many successful Canadian companies were started by immigrants. Support for Aging Population Canada has many retirees. Immigrants contribute to pension plans and healthcare systems, supporting older generations. Global Reputation Canada is seen as a welcoming, multicultural country, which boosts tourism, trade, and international partnerships. ⚠️ Challenges (but still manageable) Housing demand increases
Identity Attack0.019877186
Insult0.017012933
Profanity0.012277958
Threat0.0068999166
Severe Toxicity0.0015926361
Low Tox 0.03875561 Constructive 0.672
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
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)
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)
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 …
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their …
The great tragedy is that small town Canadian students who wish to seek opportunities in large cities, will never be able to afford to rent let alone buy… They are doomed to live in their small towns and hold on to small dreams… Here in Vancouver, the new immigrants wish to stay in and invest in large urban areas. They have extended family support to buy the real estate. Small-town Canadians don’t have a chance in this competition.
Identity Attack0.017465452
Insult0.01632893
Profanity0.009365883
Threat0.0058804373
Severe Toxicity0.00086307526
Low Tox 0.035220183 Constructive 0.605 Economic_Argument
Jun 20, 2025 24 likes How Canada broke its immigration …
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is …
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is driven largely by political motives, as new migrants often support the Liberal Party due to the benefits they receive upon arrival. Both the Liberal government in Canada and the Democrats in the United States appear to be aware of this trend. Regardless of political affiliation—whether Liberal, Conservative, Green, or any other party—if my party were to adopt such a policy, I would oppose it. Canadians really need to wake up. We need responsible citizenship that upholds and strengthens our Canadian culture and values.
Identity Attack0.013948337
Insult0.016784932
Profanity0.011201942
Threat0.00636914
Severe Toxicity0.0010156631
Low Tox 0.034041706 Constructive 0.856 Identity_Assertion
Feb 17, 2026 21 likes LILLEY UNLEASHED: The fall of …
No healthcare for non Canadians, new citizens should pay minimum 5 years in taxes before benefiting from Universal healthcare and subsidized university.
No healthcare for non Canadians, new citizens should pay minimum 5 years in taxes before benefiting from Universal healthcare and subsidized university.
Identity Attack0.017967897
Insult0.014162917
Profanity0.009596458
Threat0.006220264
Severe Toxicity0.0011539459
Low Tox 0.03357032 Low Con 0.23 Policy_Critique
Feb 24, 2026 6 likes 'We do know that there's …
Issue is. We are not hearing enough feedback from the average Canadian. The Canadians who dont face hardship and issues welcome all the new into Canada. I will bet that the average Canadian ( lower …
Issue is. We are not hearing enough feedback from the average Canadian. The Canadians who dont face hardship and issues welcome all the new into Canada. I will bet that the average Canadian ( lower to middle class ) would say things are fine and if we took a moment to get opinions in a couple cities or even towns in Canada ( Ontario specifically) and ask the lower to middle class we will see just how negative the impact is on us.
Identity Attack0.017967897
Insult0.0142009165
Profanity0.009920971
Threat0.006162008
Severe Toxicity0.00084400177
Low Tox 0.032863233 Constructive 0.75
Aug 31, 2025 8 likes Why Canadians Are Turning Against …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 IRCC Names India in Study …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
I came here from a refugee camp in Germany when I was six. I integrated into Canadian life and I think that the new immigrants will as well eventually.
I came here from a refugee camp in Germany when I was six. I integrated into Canadian life and I think that the new immigrants will as well eventually.
Identity Attack0.017465452
Insult0.010552894
Profanity0.011970525
Threat0.0064468146
Severe Toxicity0.0011348724
Low Tox 0.027442247 Constructive 0.59
Sep 18, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
These new laws dont help 99% of canadians.
These new laws dont help 99% of canadians.
Identity Attack0.011247349
Insult0.012566907
Profanity0.01084327
Threat0.0062914654
Severe Toxicity0.0008201599
Low Tox 0.026970858 Low Con 0.289 Policy_Critique
Jan 11, 2026 98 likes Canada’s new rules in 2026
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 …
American, Canadian, Australian, New Zealander, Irish, and British patriots all need to unite more than ever right now.
American, Canadian, Australian, New Zealander, Irish, and British patriots all need to unite more than ever right now.
Identity Attack0.013546381
Insult0.009241886
Profanity0.014088398
Threat0.008531082
Severe Toxicity0.0015068054
Low Tox 0.024260364 Moderate Con 0.453 Identity_Assertion
Feb 3, 2026 14 likes Inside Canada's Indian Invasion...
I know where they all are!!!! In my small Canadian town. Just don't understand how its super easy for them to buy homes and drive NEW tesla's on a Tim Hortons wage????
I know where they all are!!!! In my small Canadian town. Just don't understand how its super easy for them to buy homes and drive NEW tesla's on a Tim Hortons wage????
Identity Attack0.006696612
Insult0.012794908
Profanity0.010638315
Threat0.0061037517
Severe Toxicity0.0009536743
Low Tox 0.023199737 Moderate Con 0.495
Oct 1, 2025 IRCC Names India in Study …
Do you think the new housing is for Canadian military?
Do you think the new housing is for Canadian military?
Identity Attack0.0042732526
Insult0.0074368757
Profanity0.009297565
Threat0.006602164
Severe Toxicity0.0006341934
Low Tox 0.011372286 Low Con 0.219 Question
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Pipeline for new markets should now be a priority due to Mr. Trumps latest move. If USA cuts off Canadian oil Canada can not finance Quebec, Ontario and other Canadian provinces that benefit from equalization …
Pipeline for new markets should now be a priority due to Mr. Trumps latest move. If USA cuts off Canadian oil Canada can not finance Quebec, Ontario and other Canadian provinces that benefit from equalization payments.
Identity Attack0.0021273769
Insult0.007911879
Profanity0.008785176
Threat0.0059678215
Severe Toxicity0.00044822693
Low Tox 0.009110395 Moderate Con 0.409
Jan 4, 2026 1 likes New rules, regulations take effect …
Don’t blame USA for the lack of Canadian government responsibilities…last 10 years look at how Canada has had increased crime, drugs, look what’s going on in Surrey BC…..huge drug busts in Okanagan with street guns….so …
Don’t blame USA for the lack of Canadian government responsibilities…last 10 years look at how Canada has had increased crime, drugs, look what’s going on in Surrey BC…..huge drug busts in Okanagan with street guns….so being proactive on safety in the so called “new world” now….is positive…
Identity Attack0.00049278134
Insult0.0012809078
Profanity0.00009218832
Threat0.00015802599
Severe Toxicity0.000003631664
Low Tox 0.005380478 Policy_Critique
Dec 9, 2025
canadians are just straight confused if they are choosing to go down there voluntarily 🤦‍♂️ probably the albertan separatists looking for a new home 😂
canadians are just straight confused if they are choosing to go down there voluntarily 🤦‍♂️ probably the albertan separatists looking for a new home 😂
Identity Attack0.0021610456
Insult0.0005809147
Profanity0.000030460635
Threat0.000070051035
Severe Toxicity0.0000026030807
Low Tox 0.0029380107 Humor_Satire
Dec 10, 2025 1 likes
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be …
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be so bad if immigrants (not all - I know) didn't bring all their frustrations and anger from their home with them into our society. Currently immigration causes way too much friction and divisivness in Canada. They bring their problems with them They need to solve those issues in their home countries. We don't need those problems to be faught here in our peaceful country.
Identity Attack0.00075307256
Insult0.0003533653
Profanity0.000024432342
Threat0.000047496353
Severe Toxicity0.0000027140154
Low Tox 0.0014553746 Policy_Critique
Apr 14, 2025
This seems to nave become a problem because of the number of “new Canadians”. That’s the part your not suppose to say out loud but is the real problem in the American eye.
This seems to nave become a problem because of the number of “new Canadians”. That’s the part your not suppose to say out loud but is the real problem in the American eye.
Identity Attack0.00019084592
Insult0.00051859475
Profanity0.000032082033
Threat0.000029981105
Severe Toxicity0.0000019248057
Low Tox 0.0012512739
Dec 8, 2025
Mexican and Canadian visitors entering on a B2 visitor visa and staying longer than 30 days or traveling beyond 25 miles must apply for an I-94. Biometrics and photo is taken. It's been this way …
Mexican and Canadian visitors entering on a B2 visitor visa and staying longer than 30 days or traveling beyond 25 miles must apply for an I-94. Biometrics and photo is taken. It's been this way for many years. Really nothing really new here. Just enforcing the law that has been in place since 1996. Known as the 96 Act of the INA. I am a retired INS Inspector and spent 17 years on the San Diego/Tijuana land border crossing. I put my entry stamp on thousands of I-94's.
Identity Attack0.00074456655
Insult0.00022661212
Profanity0.00003744463
Threat0.00004035115
Severe Toxicity0.0000029890857
Low Tox 0.00093714095 Personal_Narrative
Dec 10, 2025 4 likes
These immigrants were scheduled to leave anyway. They were well aware of it. So, it is not based on new immigration rules. The government tried to force too many people into the country, causing a …
These immigrants were scheduled to leave anyway. They were well aware of it. So, it is not based on new immigration rules. The government tried to force too many people into the country, causing a spike in housing prices and many other problems. This then affected every Canadian. A lot are becoming even poorer. It is one of the reasons they had more tent cities and 2 million people going to food banks along with 2/3 of Canadians with only 500.00 a month after all monthly bills were paid. That's 2/3 of Canadians. The Convoy had released these figures over a year ago at CPAC. Proving that Canada is in a huge mess economically because of these Liberal policies. @minimaxmiaandme.4971 - I don't hide behind a fake name. The Supreme Court ruled in favor of the convoy or did you forget? The Liberals violated Canadians' Constitutional Rights to Protest. Which proves they are more credible than the Liberals. Now be man enough to show your real identity.
Identity Attack0.00017204595
Insult0.00035070546
Profanity0.000051291976
Threat0.00004996549
Severe Toxicity0.000008668661
Low Tox 0.00093127653 Economic_Argument
Apr 15, 2025 18 likes

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.