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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 #}

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Active: "And why those with visas …" 441 comments · Page 15 of 18
IMMIGRATION OPTIONS / TRUTH ABOUT IMMIGRATION & IMMIGRANTS 1. Express Entry (skilled workers) • No settlement cash on arrival • Eligible for provincial health insurance (after waiting period) • Eligible for employment insurance (EI) after …
IMMIGRATION OPTIONS / TRUTH ABOUT IMMIGRATION & IMMIGRANTS 1. Express Entry (skilled workers) • No settlement cash on arrival • Eligible for provincial health insurance (after waiting period) • Eligible for employment insurance (EI) after working • Access to free settlement services (language training, job help) • Eligible for social assistance (welfare) only if unemployed and meeting provincial rules 2. Provincial Nominee Programs (PNP) • Same benefits as Express Entry once PR is granted • Free settlement and employment services • Provincial welfare only if financially eligible • No free housing or tickets 3. Quebec immigration programs • Quebec health insurance (RAMQ) • Free French language courses (often with small allowances) • Settlement services • Social assistance if eligible • No free tickets or housing by default 4. Family sponsorship • Sponsored person gets PR benefits (health care, settlement services) • Sponsor is financially responsible (government usually does NOT pay welfare) • No free housing or travel • Parents/grandparents have limited access to benefits initially 5. Work permit → PR • No welfare while on work permit • Employer-paid salary only • Health insurance varies by province • After PR: same benefits as other permanent residents • No accommodation or tickets 6. Study → work → PR • No welfare for students • Students pay tuition and living costs • Limited work income allowed • After PR: eligible for health care, settlement services, welfare if needed 7. Business / Start-Up Visa / entrepreneur programs • No welfare or housing support • Must prove sufficient funds • Access to public health care after PR • No tickets, no accommodation 8. Caregiver and sector-specific programs • Paid employment (salary) • Health insurance coverage • Settlement services • Welfare only after PR and if eligible • No free housing unless employer provides it 9. Refugee and humanitarian programs • Government-assisted refugees may receive: • Temporary income support • Temporary housing or housing assistance • Basic living allowance • Health coverage (IFHP) • Settlement services • Sometimes travel loans (not free tickets; must be repaid) • Privately sponsored refugees supported by sponsors, not government
Identity Attack0.025002124
Insult0.018001022
Profanity0.013678487
Threat0.0069516995
Severe Toxicity0.0025177002
Low Tox 0.04785245 Constructive 0.605 Question
Dec 25, 2025 Deportations From Canada at Their …
No wonder Cannadia has stopped visas now😂
No wonder Cannadia has stopped visas now😂
Identity Attack0.023193322
Insult0.016784932
Profanity0.012141321
Threat0.006602164
Severe Toxicity0.0014305115
Low Tox 0.04785245 Low Con 0.235 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they …
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they were bummed that they personally couldn't stay, but they also openly complained that the levels of immigration was unsustainable, competition for rent/jobs/healthcare too high and felt that some people would have to go back home and it happened to be them.
Identity Attack0.020580608
Insult0.017807651
Profanity0.020988565
Threat0.0066215824
Severe Toxicity0.0015068054
Low Tox 0.045873325 Constructive 0.787 Personal_Narrative
Feb 16, 2026 1 likes Canada's tighter immigration policy divides …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, full-time enrollment, and residency on a quarterly basis. It would drastically limit people becoming ghosts in the system. Refugees and asylum seekers should be allowed 1 appeal only and removed immediately if their claim has been denied. A 90-day grace period should be enacted to get their paperwork and affairs in order. If you're here for a better life, steps should be taken to ensure you're actively trying to accomplish that goal until citizenship is granted. Jmho.
Identity Attack0.024198212
Insult0.018323302
Profanity0.012107162
Threat0.008712323
Severe Toxicity0.0018596649
Low Tox 0.045625936 Constructive 0.697 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
Where were these concerns Liberals were taking these people on all sorts of visas from different countries and refugees? This was already indicated by Stephen Harper that we can’t support that massive intake, and now …
Where were these concerns Liberals were taking these people on all sorts of visas from different countries and refugees? This was already indicated by Stephen Harper that we can’t support that massive intake, and now the entire country is suffering
Identity Attack0.017063495
Insult0.01632893
Profanity0.01084327
Threat0.0069516995
Severe Toxicity0.0011539459
Low Tox 0.044141594 Moderate Con 0.465
Oct 1, 2025 IRCC Names India in Study …
3 million Visas expired and the liberal government don't know where they are or don't care.
3 million Visas expired and the liberal government don't know where they are or don't care.
Identity Attack0.008435511
Insult0.020643732
Profanity0.0127903465
Threat0.006537435
Severe Toxicity0.001077652
Low Tox 0.044141594 Low Con 0.298 Policy_Critique
Feb 24, 2026 12 likes 'We do know that there's …
Quebec doesn't have any jobs . What do you mean Job visa ?😂😂😂😂
Quebec doesn't have any jobs . What do you mean Job visa ?😂😂😂😂
Identity Attack0.015455672
Insult0.017807651
Profanity0.011014067
Threat0.0057509798
Severe Toxicity0.0011444092
Low Tox 0.043399423 Low Con 0.218
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
Identity Attack0.015757138
Insult0.01838776
Profanity0.010706633
Threat0.0064468146
Severe Toxicity0.0012207031
Low Tox 0.043399423 Constructive 0.568 Unverified_Claim
Sep 28, 2025 1 likes IRCC Names India in Study …
Cut their motivation to stay in Canada and start charging them daily for overstating their VISA. Government created the problem and they are likely profiting in some way from it.
Cut their motivation to stay in Canada and start charging them daily for overstating their VISA. Government created the problem and they are likely profiting in some way from it.
Identity Attack0.012061302
Insult0.019419061
Profanity0.010023449
Threat0.0073789097
Severe Toxicity0.0011634827
Low Tox 0.04315203 Low Con 0.221 Policy_Critique
Jan 15, 2026 3 likes 2.9 million Canadian temporary visas …
The issue is not an influx of any particular culture, nationality, or race. The issue is a lack of prosecution for immigration infractions. If you are in Canada legally, you have every right to be …
The issue is not an influx of any particular culture, nationality, or race. The issue is a lack of prosecution for immigration infractions. If you are in Canada legally, you have every right to be made to feel as welcome as any other Canadian. If you have overstayed a visa, or do not have legal cause to be here, deportation on your own dollar.
Identity Attack0.025404079
Insult0.013174911
Profanity0.010108846
Threat0.0074954215
Severe Toxicity0.0012016296
Low Tox 0.042657252 Constructive 0.535 Policy_Critique
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
4.9 million visas expired in Canada over the year. Imagine that? Meanwhile, our healthcare system and infrastructure bares the worst of it. Merit based immigration must be prioritized, not the other.
4.9 million visas expired in Canada over the year. Imagine that? Meanwhile, our healthcare system and infrastructure bares the worst of it. Merit based immigration must be prioritized, not the other.
Identity Attack0.013646871
Insult0.017292
Profanity0.010518758
Threat0.006265574
Severe Toxicity0.0010061264
Low Tox 0.04216247 Constructive 0.557 Policy_Critique
Jan 6, 2026 7 likes Migrants cross into Canada near …
It’s sad that they give visas to these people instead of people who deserve them. I think visa regulations and conditions should be much stricter, so only deserving people get them.😢
It’s sad that they give visas to these people instead of people who deserve them. I think visa regulations and conditions should be much stricter, so only deserving people get them.😢
Identity Attack0.011691323
Insult0.01648093
Profanity0.010604155
Threat0.0069905366
Severe Toxicity0.0009965897
Low Tox 0.040430736 Moderate Con 0.446 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
we issued 1 million temp visa to ukranians starting right around when things fell apart ...
we issued 1 million temp visa to ukranians starting right around when things fell apart ...
Identity Attack0.018168874
Insult0.0140109155
Profanity0.01265371
Threat0.008531082
Severe Toxicity0.0013065338
Low Tox 0.040183347 Moderate Con 0.421 Unverified_Claim
Jun 20, 2025 How Canada broke its immigration …
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher …
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher standards and expectations foreign students might find more textually challenging and tuition-costly. Immigration or Immigrant Policy is an entirely separate entry into a foreign country vs. based on student's visa, which is timed. I would go back home and finish up school there and earn back home -- visiting other land temporarily is fine, but not live with them full-time. FYI - Canada & USA are brothers biologically -- they are Anglo-Saxon and owned both countries and everything in it. be blessed. nov2025
Identity Attack0.014450782
Insult0.018258847
Profanity0.01220964
Threat0.006738094
Severe Toxicity0.0013160706
Low Tox 0.03969839 Constructive 0.759
Nov 25, 2025 Quebec Ends Economic Immigration Program …
Temporary means temporary. Send people home. Visa's are expired and expiring. 👋
Temporary means temporary. Send people home. Visa's are expired and expiring. 👋
Identity Attack0.0045137387
Insult0.015340924
Profanity0.0117997285
Threat0.009126588
Severe Toxicity0.001373291
Low Tox 0.03828422 Moderate Con 0.376 Call_To_Action
Jun 16, 2025 255 likes How Canada broke its immigration …
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)
It’s so easy, so don’t give student visas to that country citizens if they prove that they’ll break the laws here in Canada anymore
It’s so easy, so don’t give student visas to that country citizens if they prove that they’ll break the laws here in Canada anymore
Identity Attack0.014752249
Insult0.015416925
Profanity0.010518758
Threat0.0071717775
Severe Toxicity0.0010633469
Low Tox 0.03734144 Low Con 0.3 Policy_Critique
Oct 2, 2025 IRCC Names India in Study …
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 …
Remember there are 70,000 expired student visas that the government has lost track off. Let that sink in. Diversity is our strength.
Remember there are 70,000 expired student visas that the government has lost track off. Let that sink in. Diversity is our strength.
Identity Attack0.0061416444
Insult0.013972916
Profanity0.011611853
Threat0.009074804
Severe Toxicity0.0011587143
Low Tox 0.036634352 Constructive 0.554 Unverified_Claim
Feb 21, 2026 Canadian immigration officers investigating hundreds …
Every country has visa's for students-workers-tourists..Many from India going to China-Russia..No debt traps, education subsidized..CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World..Alex Reporterfy Media
Every country has visa's for students-workers-tourists..Many from India going to China-Russia..No debt traps, education subsidized..CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World..Alex Reporterfy Media
Identity Attack0.018872296
Insult0.014960921
Profanity0.012585391
Threat0.0067963502
Severe Toxicity0.001411438
Low Tox 0.036634352 Moderate Con 0.44
Sep 29, 2025 IRCC Names India in Study …
“I can’t break my visa rules?” “No.” 😮😢
“I can’t break my visa rules?” “No.” 😮😢
Identity Attack0.0048837173
Insult0.011920903
Profanity0.01620627
Threat0.007094103
Severe Toxicity0.0012874603
Low Tox 0.03592727 Moderate Con 0.38 Humor_Satire
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
What kind of visa are these guys on????
What kind of visa are these guys on????
Identity Attack0.010951365
Insult0.013478912
Profanity0.015728042
Threat0.0071847234
Severe Toxicity0.0013923645
Low Tox 0.03545588 Low Con 0.205 Question
Feb 8, 2026 Inside Canada's Indian Invasion...

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.