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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: "I am being singled out …" 203 comments · Page 8 of 9
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not “abusing the system.” this was the program for people that came here legally and are working. To qualify for the PEQ, they had to be working full time, they pay taxes, they speak the language. They’re fixing our roads, keeping hospitals running, welding, machining, doing the jobs most of us take for granted every single day. The hard truth is that Canadians have stopped having enough children, and we simply don’t have enough young people with the skills to fill these roles. Yes, we absolutely should invest more in education and trade programs for our youth — my employer clients are begging young people to become mechanics, welders, skilled workers, often in the regions. Most don’t take those jobs, and even when they do, training takes two to three years. Our industries need people now, or parts of the economy will stall, and that affects all of us as Quebecers and Canadians. These workers are not asking for charity. They are already on the front lines keeping key sectors alive. Ending programs like the PEQ doesn’t punish “illegals” or “free riders”; it punishes people who are already integrated, working, and contributing to the society we all share. Also, all they are asking is for the new rules to not be applied to them retroactively, only for those coming new into the country, otherwise it is rug pulling those already here that played by the rules, and when the government does it to us we don't like, on principle of fairness, whatever you think of the numbers, too high too low, doesn't matters, it is the least we can all get behind as humans.
Identity Attack0.008583503
Insult0.028281843
Profanity0.01893901
Threat0.007197669
Severe Toxicity0.0017166138
Low Tox 0.058737632 Constructive 0.841 Personal_Narrative
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Omg you came here! Thanks so much for covering this. I was shoveling snow all day and didn’t see a single punjab with a shovel in their hand
Omg you came here! Thanks so much for covering this. I was shoveling snow all day and didn’t see a single punjab with a shovel in their hand
Identity Attack0.023796257
Insult0.019934712
Profanity0.028913507
Threat0.009696201
Severe Toxicity0.0031471252
Low Tox 0.055521555 Constructive 0.532 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigration not problem , i am immigrant and now Canadian citizen i used to save money, now i have no money whatever i earn go into bills. Soo much of tax. I can’t even rent …
Immigration not problem , i am immigrant and now Canadian citizen i used to save money, now i have no money whatever i earn go into bills. Soo much of tax. I can’t even rent a basement maybe just a room. I told everyone not to come to canada. My brother payed 40,000$ in education with single day job. So he thinking going back nothing here. And its everywhere not just in canada
Identity Attack0.027815815
Insult0.017227544
Profanity0.011970525
Threat0.0062267366
Severe Toxicity0.0014305115
Low Tox 0.05255287 Constructive 0.656
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
funny thery can keep track of every single Canadian that owes taxes ...but they dont bother keeping an eye on people that are guests in ou=r country. This is all on prupose!!!
funny thery can keep track of every single Canadian that owes taxes ...but they dont bother keeping an eye on people that are guests in ou=r country. This is all on prupose!!!
Identity Attack0.018671319
Insult0.022319598
Profanity0.012858666
Threat0.006375613
Severe Toxicity0.0015258789
Low Tox 0.051068526 Moderate Con 0.37 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
As a Canadian I actually haven't met a single Canadian that is fine with this. The issue is that Canadians don't want to be like the U.S so they vote for the opposite. The problem …
As a Canadian I actually haven't met a single Canadian that is fine with this. The issue is that Canadians don't want to be like the U.S so they vote for the opposite. The problem is that the opposite of the U.S is means exactly this.
Identity Attack0.03894114
Insult0.017088935
Profanity0.011167783
Threat0.006155535
Severe Toxicity0.0013256073
Low Tox 0.04760506 Constructive 0.596 Policy_Critique
Feb 4, 2026 Inside Canada's Indian Invasion...
Single family dwellings have now become low income rooming dwellings, 4-5 adults paying $500+ each to share a 1 bedroom condo in a so-called luxury condo, and of course buckets with cat litter is used …
Single family dwellings have now become low income rooming dwellings, 4-5 adults paying $500+ each to share a 1 bedroom condo in a so-called luxury condo, and of course buckets with cat litter is used for washrooms 😂
Identity Attack0.0034777985
Insult0.020063626
Profanity0.013029462
Threat0.006045496
Severe Toxicity0.001206398
Low Tox 0.045131154 Moderate Con 0.385 Economic_Argument
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
funny to mention the costs for the deportations, not a single word on the costs saved...
funny to mention the costs for the deportations, not a single word on the costs saved...
Identity Attack0.014048826
Insult0.013516913
Profanity0.009869732
Threat0.006977591
Severe Toxicity0.0011014938
Low Tox 0.04290464 Low Con 0.273
Dec 31, 2025 Deportations From Canada at Their …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown on social media. Content like this can make others form generalized opinions, which can feel unfair and frustrating for individuals who don’t relate to those portrayals. The internet gives everyone a platform, but with that comes responsibility. Before creating content about communities, it’s important to remember that cultures are diverse and complex, and no single video can define them. At the end of the day, being respectful and human should come first. Which ethnicity you belong to , I can find 1000 flaws in your ethnicity. Just be humans . YouTube gives you leverage to talk shit. @TylerOliveira
Identity Attack0.008509507
Insult0.018710041
Profanity0.023106437
Threat0.0076507707
Severe Toxicity0.0015544891
Low Tox 0.04166769 Constructive 0.815 Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
I live near the border people do it every single day so it must not be that hard...
I live near the border people do it every single day so it must not be that hard...
Identity Attack0.011987305
Insult0.012224905
Profanity0.018255826
Threat0.008815889
Severe Toxicity0.0018596649
Low Tox 0.04067813 Moderate Con 0.489 Personal_Narrative
Jan 27, 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)
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 …
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 …
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, …
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, no fun activities. I can’t go out, eat out, if you really think about it, it's really depressing that you're working full-time still you're not able to live your life. Canada is going down and will lose good people because of affordability issues.
Identity Attack0.010803374
Insult0.015188923
Profanity0.010945748
Threat0.0064015044
Severe Toxicity0.0010442734
Low Tox 0.035220183 Constructive 0.633
Aug 29, 2025 6 likes Why Canadians Are Turning Against …
I see this is more of a Canadian government immigrations policies are responsible for the situation Brampton is in. I lived there for 10 yrs but moved on for past 5 yrs now. Unchecked rampant …
I see this is more of a Canadian government immigrations policies are responsible for the situation Brampton is in. I lived there for 10 yrs but moved on for past 5 yrs now. Unchecked rampant liberal immigration has led to this. We should not single out one particular community though, it will not help the current situation anyway.
Identity Attack0.017967897
Insult0.013934915
Profanity0.009536679
Threat0.0062008454
Severe Toxicity0.0009727478
Low Tox 0.032391842 Constructive 0.793
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
they've yet to find a single bar of deodorant in the city, true story
they've yet to find a single bar of deodorant in the city, true story
Identity Attack0.002830336
Insult0.014352918
Profanity0.013883443
Threat0.006530962
Severe Toxicity0.0010204315
Low Tox 0.03192045 Moderate Con 0.312
Jan 17, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
I’m in college and I can’t understand a single thing they say. I’m moving to the states
I’m in college and I can’t understand a single thing they say. I’m moving to the states
Identity Attack0.0074365693
Insult0.012452906
Profanity0.01535229
Threat0.0067769317
Severe Toxicity0.0011491776
Low Tox 0.02968135 Moderate Con 0.422
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I didn’t get a single question please read the book thoroughly
I didn’t get a single question please read the book thoroughly
Identity Attack0.0024788564
Insult0.012414906
Profanity0.013610168
Threat0.007081157
Severe Toxicity0.0010156631
Low Tox 0.02968135 Moderate Con 0.405 Question
Jun 3, 2025 Canadian Citizenship Test 2025 – …
I don't know a single person whose kids are fed through that program and my son's in grade 2
I don't know a single person whose kids are fed through that program and my son's in grade 2
Identity Attack0.006474625
Insult0.010020891
Profanity0.017026093
Threat0.007301235
Severe Toxicity0.0013160706
Low Tox 0.029092113 Constructive 0.592 Personal_Narrative
Jan 12, 2026 38 likes Canada’s new rules in 2026
Now, that's what I call one-sided reporting. Not a single voice supporting a tighter immigration policy
Now, that's what I call one-sided reporting. Not a single voice supporting a tighter immigration policy
Identity Attack0.012541492
Insult0.010742896
Profanity0.010365041
Threat0.0063497215
Severe Toxicity0.0008773804
Low Tox 0.028620722 Moderate Con 0.469 Meta_Commentary
Feb 11, 2026 Canada's tighter immigration policy divides …
Unbelievable! Not a single question on the exam came from the 411 questions—I wasted two full days watching the videos three times! Luckily, I studied the Discover Canada book and managed to get 17 questions …
Unbelievable! Not a single question on the exam came from the 411 questions—I wasted two full days watching the videos three times! Luckily, I studied the Discover Canada book and managed to get 17 questions right, just barely passing. Don’t fall for it like I did!
Identity Attack0.0016279058
Insult0.013174911
Profanity0.011423977
Threat0.006136116
Severe Toxicity0.00074863434
Low Tox 0.024849601 Constructive 0.593
Sep 20, 2025 2 likes Canadian Citizenship Test 2025 – …
This happens in every single country they go to
This happens in every single country they go to
Identity Attack0.0076585566
Insult0.008519882
Profanity0.014634945
Threat0.008052089
Severe Toxicity0.0013446808
Low Tox 0.024260364 Low Con 0.205
Oct 12, 2025 11 likes Inside Canada's Indian Metropolis (Brampton)
1st person spoke Absolutely the Truth ! Canada was built by immigrants and they loved Canadian Values and that’s why it was here all the way to 2018 With the Liberals Federal and PROVINCIAL Governments …
1st person spoke Absolutely the Truth ! Canada was built by immigrants and they loved Canadian Values and that’s why it was here all the way to 2018 With the Liberals Federal and PROVINCIAL Governments with what they did to every single Canadian Citizen ! All an Agenda and there’s going to be a major snap back ! I hope We as Humanity wake up and join together to bring peace and prosperity back not by government but by each and every single Culture has an.
Identity Attack0.010803374
Insult0.011578901
Profanity0.00998929
Threat0.0060778605
Severe Toxicity0.0010681152
Low Tox 0.023671126 Constructive 0.691
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Here , I pay taxes ,hige taxes ,and it's ok if it goes to the right person or branch of the government. Please investigate those who claim single mother status and those who are on …
Here , I pay taxes ,hige taxes ,and it's ok if it goes to the right person or branch of the government. Please investigate those who claim single mother status and those who are on welfare , having nice cars on welfare? 🤔
Identity Attack0.0060676485
Insult0.010932897
Profanity0.010194245
Threat0.005964585
Severe Toxicity0.0007247925
Low Tox 0.022374803 Constructive 0.589
Nov 23, 2025 Quebec Ends Economic Immigration Program …
I haven't met a single Canadian that says immigration is not a problem..I'm an immigrant myself, but came here by applying and going through countless interviews etc..like most in the 90s. Guess what , we …
I haven't met a single Canadian that says immigration is not a problem..I'm an immigrant myself, but came here by applying and going through countless interviews etc..like most in the 90s. Guess what , we all integrated and learned the language and customs ...as everyone should
Identity Attack0.011247349
Insult0.009982891
Profanity0.0113215
Threat0.005922511
Severe Toxicity0.0007581711
Low Tox 0.021667719 Constructive 0.785 Personal_Narrative
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
There should be a country cap in Canada on every single pathway to move to Canada.
There should be a country cap in Canada on every single pathway to move to Canada.
Identity Attack0.010655383
Insult0.009279887
Profanity0.010091767
Threat0.007094103
Severe Toxicity0.0010633469
Low Tox 0.020960633 Low Con 0.159 Policy_Critique
Sep 19, 2025 645 likes Inside Canada's Indian Metropolis (Brampton)

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.