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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: "What are the rules for …" 288 comments · Page 10 of 12
For those people who followed the rules and left when their stay legally ended. How does that look - they leave and others stay illegally. What message is Canadian Immigration sending?
For those people who followed the rules and left when their stay legally ended. How does that look - they leave and others stay illegally. What message is Canadian Immigration sending?
Identity Attack0.029144434
Insult0.01632893
Profanity0.009647697
Threat0.006382086
Severe Toxicity0.0011730194
Low Tox 0.049089402 Moderate Con 0.415 Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
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 …
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 …
The new rules are someone born in India can be considered a citizen for healthcare and education
The new rules are someone born in India can be considered a citizen for healthcare and education
Identity Attack0.027815815
Insult0.012186904
Profanity0.016342908
Threat0.0074306927
Severe Toxicity0.0017261505
Low Tox 0.041172907 Low Con 0.144 Unverified_Claim
Jan 15, 2026 Canada’s new rules in 2026
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)
2:03 everything would be fine if everyone followed these rules
2:03 everything would be fine if everyone followed these rules
Identity Attack0.010581387
Insult0.011692902
Profanity0.021056883
Threat0.009955117
Severe Toxicity0.002632141
Low Tox 0.038048524 Low Con 0.241 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
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 …
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
“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 …
I was born in Canada, But Our Family migrated to the USA when I was 2 years old in 1976 we adapted to the USA culture. I grew up on US values. US laws, US …
I was born in Canada, But Our Family migrated to the USA when I was 2 years old in 1976 we adapted to the USA culture. I grew up on US values. US laws, US living. Our Family moved back in Canada in 1997 to Nova Scotia. We then adapted back to the Canadian culture. Mother and Father taught us to always support the country you live in. Adapt to it's culture and rules. I live in Quebec now in Montreal been here since 2018. I'm always learning french here and there but speak mostly english. But I support the french language. Some days on the weekend though downtown when I see all the immigrants praying in the streets I am starting to miss the USA though. But I do not process an Green Card anymore.
Identity Attack0.016460562
Insult0.018001022
Profanity0.015386449
Threat0.006641001
Severe Toxicity0.0015830994
Low Tox 0.034984488 Constructive 0.778
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
there is one way to solve this problem and that is financial punishment for rule breaking. it's the only thing these people understand. and i think whoever opened the flood gates understands this very well …
there is one way to solve this problem and that is financial punishment for rule breaking. it's the only thing these people understand. and i think whoever opened the flood gates understands this very well also
Identity Attack0.0026453468
Insult0.011730902
Profanity0.011628932
Threat0.011715741
Severe Toxicity0.0013923645
Low Tox 0.034748793 Moderate Con 0.302 Policy_Critique
Feb 7, 2026 Inside Canada's Indian Invasion...
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses …
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses cars don't have to worry about nothing it's all provided for them through the taxpayers money well the real Canadians are living out on the streets and eating out of garbage bins I don't have a bed or a roof over their heads due to the immigrants coming into our country then they come into our country in protest terrorist actions destroy our buildings are statues our churches block our streets hospitals shopping malls an etcetera they disrespect our rules and regulations and think they can voice their opinion on everything and get away with it they come here most of them with a green card as a visitor from another land overseas and yes they think they're a real Canadian but never contribute never done nothing for the country but just take from the real Canadians that made the country to what it is today and it's all government doing before they give a house or car or anything that they get the immigrants get if you're standing alongside of one peppermint will give it to the immigrant faster than what they'll give to a real Canadian they're more or less told to sleep on the streets and eat out of garbage bins because he's immigrants deserve nothing but the best in our country we have to show them that they are welcomed no they're not welcome anymore Canadian should come first not somebody that came in on a boat or an airplane from another country and overseas it's a government can't look after their own then they shouldn't be in the government because our prime minister is supposed to be protecting the real Canadians not the ones that are coming in over our borders I wonder if that's ever going to change probably not because they still need these foreigners votes just stay in the position where they're at Canada has become a very undeveloped country now in Canada has been put into a lot of danger due to the terrorism that's in our country from the people that they bought in our country from overseas I mean just look at all the protesting from the palestines and Hamas people what they've done so far to Canada we see it on the news just about every day ask for their rights anyways I can keep going on but it's not worth my time tomorrow is never promised it's just that I know Canada is sinking and sinking fast due to our government and their policies but when it sinks do you think the government's going to stand on board and go down with the ship nope I'll be in another country safe and sound
Identity Attack0.014712535
Insult0.008164782
Profanity0.00007872977
Threat0.0002559232
Severe Toxicity0.0000045725806
Low Tox 0.034101393 Fear_Threat
May 6, 2025 1 likes
If you have a problem with immigration then you need to talk to your government and city council about it. These people are coming legally per your country’s rule, so no point blaming them to …
If you have a problem with immigration then you need to talk to your government and city council about it. These people are coming legally per your country’s rule, so no point blaming them to be there. You should have a problem with your government to stop this not the people.
Identity Attack0.017063495
Insult0.012414906
Profanity0.0103821205
Threat0.0066345283
Severe Toxicity0.00086307526
Low Tox 0.033334624 Constructive 0.59 Moral_Argument
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not …
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not ignore students' bad behaviors and false credentials in order to obtain a student permit in Canada. Also, Canada Immigration also needs to scrutinize both students and colleagues
Identity Attack0.012061302
Insult0.01648093
Profanity0.009681856
Threat0.006246155
Severe Toxicity0.0008249283
Low Tox 0.032156147 Constructive 0.53
Sep 29, 2025 IRCC Names India in Study …
No rule no laws
No rule no laws
Identity Attack0.0051797
Insult0.011768902
Profanity0.014361672
Threat0.007068211
Severe Toxicity0.0011777878
Low Tox 0.031684756 Moderate Con 0.328 Fear_Threat
Jan 3, 2026 3 likes New rules, regulations take effect …
When the requirements were higher the people who came actually wanted to be here. The recent surge does not care one bit about the values or people they just want to take as much as …
When the requirements were higher the people who came actually wanted to be here. The recent surge does not care one bit about the values or people they just want to take as much as possible for themselves and will bend every rule imaginable to do so.
Identity Attack0.004680229
Insult0.015340924
Profanity0.012926984
Threat0.0068287146
Severe Toxicity0.0009250641
Low Tox 0.031213367 Moderate Con 0.439
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
At leash there follow the rules, the culture and dont make any trouble than im ok with it
At leash there follow the rules, the culture and dont make any trouble than im ok with it
Identity Attack0.010581387
Insult0.010362893
Profanity0.018324144
Threat0.008168601
Severe Toxicity0.0015354156
Low Tox 0.030506283 Moderate Con 0.44 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
yes you go to other countries support and follow there rules
yes you go to other countries support and follow there rules
Identity Attack0.0075105648
Insult0.012566907
Profanity0.013166099
Threat0.006479179
Severe Toxicity0.0010156631
Low Tox 0.030388435 Moderate Con 0.337
Nov 17, 2025 1 likes Why Canadians Are Turning Against …
The guy on the bike rules
The guy on the bike rules
Identity Attack0.004384246
Insult0.013706914
Profanity0.01490822
Threat0.0079873605
Severe Toxicity0.001411438
Low Tox 0.030270588 Moderate Con 0.311 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Is this in Canada???i thought canada follow driving rules.
Is this in Canada???i thought canada follow driving rules.
Identity Attack0.015455672
Insult0.0113509
Profanity0.01041628
Threat0.0063108844
Severe Toxicity0.0009393692
Low Tox 0.027560094 Low Con 0.287 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy RULES!
Bike guy RULES!
Identity Attack0.0039402717
Insult0.01465692
Profanity0.013234417
Threat0.006738094
Severe Toxicity0.0012588501
Low Tox 0.026263772 Moderate Con 0.337 Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
we could have linked immigration to the data points and mandatory rules to ensure temporary workers are paid 50% more than the prevailing market wage to ensure its legitimacy. Unfortunately its runited and far behind …
we could have linked immigration to the data points and mandatory rules to ensure temporary workers are paid 50% more than the prevailing market wage to ensure its legitimacy. Unfortunately its runited and far behind the repair and its still going on without any brakes :'(
Identity Attack0.007473567
Insult0.012072904
Profanity0.010296722
Threat0.00636914
Severe Toxicity0.00084400177
Low Tox 0.026145924 Moderate Con 0.434 Policy_Critique
Jun 29, 2025 1 likes How Canada broke its immigration …
The way to fix this is to have stricter rules stopping these people coming in the first place.
The way to fix this is to have stricter rules stopping these people coming in the first place.
Identity Attack0.0058086636
Insult0.009526889
Profanity0.011526455
Threat0.009359611
Severe Toxicity0.0010347366
Low Tox 0.025674535 Low Con 0.257 Policy_Critique
Dec 24, 2025 31 likes Deportations From Canada at Their …
Our system depends on people having some sense of honesty and abiding by the rules. It is clear that some countries do not respect that.
Our system depends on people having some sense of honesty and abiding by the rules. It is clear that some countries do not respect that.
Identity Attack0.008398513
Insult0.011046898
Profanity0.011509376
Threat0.006207318
Severe Toxicity0.000603199
Low Tox 0.023671126 Moderate Con 0.345
Oct 8, 2025 1 likes IRCC Names India in Study …

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.