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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: "Most Canadians are not against …" 3,707 comments · Page 131 of 149
As a Canadian, I like that you came and it seemed like you were actually investigating Canada and the thing you said in the title, but half way in it turns into ‘BUT WHAT ABOUT …
As a Canadian, I like that you came and it seemed like you were actually investigating Canada and the thing you said in the title, but half way in it turns into ‘BUT WHAT ABOUT U.S.A?! HOW DOES IT AFFECT US!?’ Because everything is about you guys. Bro gave us 12 minutes before it turned into ‘BUT AMERICA!’
Identity Attack0.010803374
Insult0.016556932
Profanity0.014874061
Threat0.0065115434
Severe Toxicity0.001411438
Low Tox 0.038519915 Moderate Con 0.461 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm a retired Canadian Military veteran and I don't live in Canada because the Canada I served is not the Canada that exists today.
I'm a retired Canadian Military veteran and I don't live in Canada because the Canada I served is not the Canada that exists today.
Identity Attack0.021987455
Insult0.013896915
Profanity0.010245483
Threat0.0066215824
Severe Toxicity0.0013637543
Low Tox 0.038519915 Constructive 0.571 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
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)
What will Canadians worship cows quickly?
What will Canadians worship cows quickly?
Identity Attack0.016058605
Insult0.015264924
Profanity0.01265371
Threat0.007197669
Severe Toxicity0.0015068054
Low Tox 0.03828422 Low Con 0.191 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Which Canadians? I haven't seen a single person in public complain yet. Boomers love this 10x return on real estate same with their kids.
Which Canadians? I haven't seen a single person in public complain yet. Boomers love this 10x return on real estate same with their kids.
Identity Attack0.01374736
Insult0.019161236
Profanity0.010604155
Threat0.006058442
Severe Toxicity0.0010633469
Low Tox 0.038048524 Moderate Con 0.483
Aug 29, 2025 Why Canadians Are Turning Against …
No refuge should get better Healthcare than the Canadian taxpayer.
No refuge should get better Healthcare than the Canadian taxpayer.
Identity Attack0.019776696
Insult0.014276917
Profanity0.009903891
Threat0.0060325502
Severe Toxicity0.0011253357
Low Tox 0.038048524 Low Con 0.232 Moral_Argument
Feb 24, 2026 41 likes 'We do know that there's …
Watching this as a Canadian is so heartbreaking...
Watching this as a Canadian is so heartbreaking...
Identity Attack0.023595277
Insult0.013478912
Profanity0.010587076
Threat0.0074048014
Severe Toxicity0.0015163422
Low Tox 0.03781283 Moderate Con 0.441 Moral_Argument
Jan 29, 2026 80 likes Inside Canada's Indian Invasion...
🇨🇦 Canada and Canadians firts 🇨🇦 This country is beautiful, please don't spoil it! 🙏🏻
🇨🇦 Canada and Canadians firts 🇨🇦 This country is beautiful, please don't spoil it! 🙏🏻
Identity Attack0.009619443
Insult0.016936934
Profanity0.013883443
Threat0.0065956907
Severe Toxicity0.001039505
Low Tox 0.03781283 Constructive 0.527 Identity_Assertion
Sep 12, 2025 1 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 …
The problem is that we don't have enough homes and jobs. If anything, as a Canadian, my dad coming from Ireland as an imagrant; everyone deserves an opportunity. Working in insurance, just wanna mention so …
The problem is that we don't have enough homes and jobs. If anything, as a Canadian, my dad coming from Ireland as an imagrant; everyone deserves an opportunity. Working in insurance, just wanna mention so some of these judgemental people who have spoken understand that Canadian hospitals bill patients who are not citizens.
Identity Attack0.018369852
Insult0.015948927
Profanity0.009852652
Threat0.006168481
Severe Toxicity0.0008916855
Low Tox 0.03781283 Constructive 0.825 Personal_Narrative
Dec 18, 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)
Why though? Why change a system that was working? Post-nationalism? Century Initiative? Erase Canadian identity?
Why though? Why change a system that was working? Post-nationalism? Century Initiative? Erase Canadian identity?
Identity Attack0.020982565
Insult0.012832909
Profanity0.010330882
Threat0.008712323
Severe Toxicity0.0016784668
Low Tox 0.037577134 Low Con 0.222 Question
Jun 17, 2025 57 likes How Canada broke its immigration …
Mainstream media is too scared to touch this topic. Thank you for showing the reality that actual Canadians are living through📉
Mainstream media is too scared to touch this topic. Thank you for showing the reality that actual Canadians are living through📉
Identity Attack0.014048826
Insult0.017807651
Profanity0.010040528
Threat0.0062849927
Severe Toxicity0.0009393692
Low Tox 0.037577134 Moderate Con 0.463 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 …
As you can see in the comments, Canadians are not crying.
As you can see in the comments, Canadians are not crying.
Identity Attack0.019475231
Insult0.015948927
Profanity0.011526455
Threat0.0063432488
Severe Toxicity0.0010681152
Low Tox 0.03734144 Moderate Con 0.303 Meta_Commentary
Jan 1, 2026 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 …
*_Now hold up, wait a minute… I saw this video 2 weeks ago, it was taken down after, but now it’s back up._* I’m happy it’s back up… Also as a Canadian: *_”Hello Eh!”_* (lol)
*_Now hold up, wait a minute… I saw this video 2 weeks ago, it was taken down after, but now it’s back up._* I’m happy it’s back up… Also as a Canadian: *_”Hello Eh!”_* (lol)
Identity Attack0.017163984
Insult0.013820915
Profanity0.019690514
Threat0.007301235
Severe Toxicity0.0018119812
Low Tox 0.037105743 Moderate Con 0.483 Meta_Commentary
Feb 15, 2026 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 …
Most of Canadians support Healthcare benefits for everybody. Otherwise they wouldn't vote Liberals.
Most of Canadians support Healthcare benefits for everybody. Otherwise they wouldn't vote Liberals.
Identity Attack0.019173764
Insult0.016860934
Profanity0.010467518
Threat0.006479179
Severe Toxicity0.0011825562
Low Tox 0.037105743 Moderate Con 0.414 Comparative_Framing
Feb 24, 2026 2 likes 'We do know that there's …
This means rents and property affordability will go up. This lawyer doesn’t care about Canadians paying close to 70% of their income twists housing as he likely clears three figures. Would he do this pro-bono? …
This means rents and property affordability will go up. This lawyer doesn’t care about Canadians paying close to 70% of their income twists housing as he likely clears three figures. Would he do this pro-bono? Probably not’
Identity Attack0.0060676485
Insult0.02012808
Profanity0.011201942
Threat0.006058442
Severe Toxicity0.0008201599
Low Tox 0.037105743 Moderate Con 0.416
Nov 24, 2025 Quebec Ends Economic Immigration Program …
I am Indian and Canadian people what ever you say thing and say 1.4 billion are waiting to hear
I am Indian and Canadian people what ever you say thing and say 1.4 billion are waiting to hear
Identity Attack0.013948337
Insult0.012946909
Profanity0.012073003
Threat0.0076119336
Severe Toxicity0.0016593933
Low Tox 0.036870047 Constructive 0.514 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I'm surprised how nice and clean that city looks. I have been to many Canadian city's that are not this clean.
I'm surprised how nice and clean that city looks. I have been to many Canadian city's that are not this clean.
Identity Attack0.017264472
Insult0.016784932
Profanity0.010740792
Threat0.006272047
Severe Toxicity0.0009012222
Low Tox 0.036870047 Constructive 0.636 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Inside India's Canadian metropolis* ftfy
Inside India's Canadian metropolis* ftfy
Identity Attack0.017063495
Insult0.014086916
Profanity0.023721304
Threat0.007573096
Severe Toxicity0.0022888184
Low Tox 0.036634352 Low Con 0.293
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
They're taking advantage of Canadian kindness
They're taking advantage of Canadian kindness
Identity Attack0.02048012
Insult0.014314918
Profanity0.0128245065
Threat0.0067057298
Severe Toxicity0.0012397766
Low Tox 0.036634352 Moderate Con 0.303 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
You’re not talking about Canadians, you’re talking about Conservatives. Big difference.
You’re not talking about Canadians, you’re talking about Conservatives. Big difference.
Identity Attack0.019575719
Insult0.0151129225
Profanity0.009903891
Threat0.0059095654
Severe Toxicity0.0008916855
Low Tox 0.036634352 Low Con 0.241 Identity_Assertion
Aug 30, 2025 1 likes Why Canadians Are Turning Against …

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.