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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: "I certainly don’t have any …" 121 comments · Page 5 of 5
Bike guy is saying it so plainly it comes out TERRIBLE but I understand where he's coming from, in the sense that we lump a group of people when we tend to associate them with …
Bike guy is saying it so plainly it comes out TERRIBLE but I understand where he's coming from, in the sense that we lump a group of people when we tend to associate them with certain things/activity. I say this as someone who was born and raised in a Canadian city that has also seen a drastic shift in its local population.
Identity Attack0.0074365693
Insult0.02373764
Profanity0.013166099
Threat0.006647474
Severe Toxicity0.0012874603
Low Tox 0.050078966 Constructive 0.816
Jan 27, 2026 Inside Canada's Indian Invasion...
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 months there were 21 family members - parents, aunts, uncles, cousins, etc - packed in there and the government cheques were pouring in; surprise, surprise; suddenly they were able to start buying businesses and investment properties. Don’t get me wrong, they were nice and only took advantage of everything the government was offering but they certainly flaunted rules and what I’d call Canadian conventions. Their house and property was turning into a complete shithole and we did the “white flight” shortly afterwards. Make no mistake, whether it’s India or Pakistan, we are slowly, or maybe not so slowly, be colonized by those countries…and those are not nice countries.
Identity Attack0.018972786
Insult0.023221988
Profanity0.01982715
Threat0.0071717775
Severe Toxicity0.0020885468
Low Tox 0.049831573 Constructive 0.676 Personal_Narrative
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of …
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of his life said that, you go on to show us a video of a not so good looking area of Puniab, is it? What exactly is that about?
Identity Attack0.01565665
Insult0.019225692
Profanity0.017777596
Threat0.0076119336
Severe Toxicity0.0015544891
Low Tox 0.04785245 Constructive 0.598 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …
I agree that immigrants should adapt local culture and assimilate but I do not think immigrants have to be exatcly the same. bruce Lee adapted local culture while adding something new and beneficial for the …
I agree that immigrants should adapt local culture and assimilate but I do not think immigrants have to be exatcly the same. bruce Lee adapted local culture while adding something new and beneficial for the locals. If the things you bring is beneficial to the locals, then I do not think it is problematic if you bring them in while keeping ur original identity. I’m an exporter, if your exports align with destination country’s customs and at least certain aspects of it. It increases your export success rate. On contrary, if there is nothing that connects the locals, it will doom to failure.
Identity Attack0.023997234
Insult0.017088935
Profanity0.014190876
Threat0.006912862
Severe Toxicity0.0014877319
Low Tox 0.04216247 Constructive 0.737 Moral_Argument
Nov 24, 2025 1 likes Why Canadians Are Turning Against …
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...
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of …
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of a hospital. Imagine paying into the system for 30 plus years and you can’t get an mir or a cat scan for months and when u do it’s too late
Identity Attack0.00048157218
Insult0.0010963258
Profanity0.0001818672
Threat0.05604665
Severe Toxicity0.000029223143
Low Tox 0.041158807 Policy_Critique
Apr 15, 2025 1 likes
I totally agree with descendants of Canada. Immigration should be limited to a certain percentage and shouldn't be encouraged more than the set percentage. Because the developed countries citizens won't get the opportunity in developing …
I totally agree with descendants of Canada. Immigration should be limited to a certain percentage and shouldn't be encouraged more than the set percentage. Because the developed countries citizens won't get the opportunity in developing countries as they would be limited to their own country or limited to other developed countries. Developed countries numbers are in fewer. Contrary to this Us and western countries should stop conflicts in other countries which would allow other countries to develop.
Identity Attack0.02138452
Insult0.016936934
Profanity0.0113727385
Threat0.007327127
Severe Toxicity0.0014591217
Low Tox 0.03875561 Constructive 0.715
Sep 25, 2025 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 …
Heard certain members of this community once say they don’t come here to become Canadians, they come to get the book with the blue cover (passport). They won’t mention Canada by name.
Heard certain members of this community once say they don’t come here to become Canadians, they come to get the book with the blue cover (passport). They won’t mention Canada by name.
Identity Attack0.02138452
Insult0.013326911
Profanity0.009698936
Threat0.00636914
Severe Toxicity0.0010538101
Low Tox 0.034041706 Moderate Con 0.358 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Search Assist In Canada, the Official Languages Act ensures that both English and French are recognized as official languages, but it DOES NOT REQUIRE immigrants to speak either language to enter the country. However, for …
Search Assist In Canada, the Official Languages Act ensures that both English and French are recognized as official languages, but it DOES NOT REQUIRE immigrants to speak either language to enter the country. However, for certain processes like applying for citizenship, proof of language proficiency in English or French may be required for applicants aged 18 to 54. Wikipedia Department of Justice Canada
Identity Attack0.017063495
Insult0.011882903
Profanity0.016137952
Threat0.0073789097
Severe Toxicity0.0010871887
Low Tox 0.031331215 Moderate Con 0.377 Meta_Commentary
Sep 5, 2025 Why Canadians Are Turning Against …
I certainly don’t have any problems with most of these people on an individual level. However when the demographic radically change and there is not enough infrastructure to support people and assimilation is not happening …
I certainly don’t have any problems with most of these people on an individual level. However when the demographic radically change and there is not enough infrastructure to support people and assimilation is not happening it becomes a severe impediment to a flourishing nation.
Identity Attack0.011987305
Insult0.011084898
Profanity0.012585391
Threat0.0069387536
Severe Toxicity0.0012207031
Low Tox 0.029092113 Moderate Con 0.474 Policy_Critique
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Ain't it something how not even 100 years ago when people had problems with certain people they knew how to make them leave.
Ain't it something how not even 100 years ago when people had problems with certain people they knew how to make them leave.
Identity Attack0.0035702933
Insult0.01306091
Profanity0.012073003
Threat0.0082074385
Severe Toxicity0.00096797943
Low Tox 0.028149333 Moderate Con 0.373
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
My sister was going to immigrate to Australia from South Africa with her family. They expected her to be able to take care of them for 5yrs, have a certain amount of money to do …
My sister was going to immigrate to Australia from South Africa with her family. They expected her to be able to take care of them for 5yrs, have a certain amount of money to do so. That wasn't a problem as she owned a medical supply company and was a registered nurse,trained in Canada, worked in Florida for 5yrs. The only metric she didn't meet was age, she was over 45, rejected 😢
Identity Attack0.010729378
Insult0.010286893
Profanity0.010604155
Threat0.006168481
Severe Toxicity0.0007867813
Low Tox 0.025085296 Constructive 0.766 Personal_Narrative
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
When my parents immigrated to Canada from the Caribbean in the mid-70's they held onto certain cultural customs, while assimilating to Canada. My father was very thankful to be here and was proud to be …
When my parents immigrated to Canada from the Caribbean in the mid-70's they held onto certain cultural customs, while assimilating to Canada. My father was very thankful to be here and was proud to be Canadian. Immigration today is not the same.
Identity Attack0.011765319
Insult0.00983089
Profanity0.009442741
Threat0.00579629
Severe Toxicity0.00061511993
Low Tox 0.02107848 Constructive 0.741 Personal_Narrative
Sep 20, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
News reports in Europe indicate that Switzerland may be holding a referendum in July 2026 to cap the population of that country at 10 million. If the population at any point reaches 9.5 million, then …
News reports in Europe indicate that Switzerland may be holding a referendum in July 2026 to cap the population of that country at 10 million. If the population at any point reaches 9.5 million, then Switzerland would be obligated to withdraw from certain treaties involving free movement of European citizens. Perhaps It's something to consider here in Canada, capping the population at no more than 40 million. Oops. We're already past that.
Identity Attack0.006770608
Insult0.009070885
Profanity0.0108774295
Threat0.0063950317
Severe Toxicity0.0008201599
Low Tox 0.017592486 Moderate Con 0.477 Comparative_Framing
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
Immigration has certainly helped Canadian economy in a BIG way.
Immigration has certainly helped Canadian economy in a BIG way.
Identity Attack0.008361516
Insult0.0076268767
Profanity0.010347961
Threat0.0060908063
Severe Toxicity0.0008392334
Low Tox 0.015707577 Moderate Con 0.475 Economic_Argument
Dec 1, 2025 Inside Canada's Indian Metropolis (Brampton)
It certainly feels this way at times...
It certainly feels this way at times...
Identity Attack0.0024418586
Insult0.0077598775
Profanity0.0127561875
Threat0.006977591
Severe Toxicity0.00084877014
Low Tox 0.013508516 Moderate Con 0.378
Jun 19, 2025 1 likes How Canada broke its immigration …
Eminently reasonable conversation. That is certainly refreshing.
Eminently reasonable conversation. That is certainly refreshing.
Identity Attack0.0019608864
Insult0.00813988
Profanity0.011611853
Threat0.006433869
Severe Toxicity0.000603199
Low Tox 0.012063419 Moderate Con 0.386 Meta_Commentary
Feb 26, 2026 'We do know that there's …
In regards to the job issue, I wonder if allowing only a certain number of a certain demographic to be hired as opposes to giving majority of the jobs to that one demographic? Or maybe …
In regards to the job issue, I wonder if allowing only a certain number of a certain demographic to be hired as opposes to giving majority of the jobs to that one demographic? Or maybe removing the wage subsidies? Is canada even in a financial position to be subsidizing wages? I don’t know if that would help….. just a thought.
Identity Attack0.003644289
Insult0.0075698765
Profanity0.009109689
Threat0.006149062
Severe Toxicity0.000538826
Low Tox 0.010555492 Moderate Con 0.427 Question
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
We had absolutely no problem crossing the border earlier this fall, very professional but polite, I think some Canadians have felt entitled in a very uncertain world. No problem, stay home but we have have …
We had absolutely no problem crossing the border earlier this fall, very professional but polite, I think some Canadians have felt entitled in a very uncertain world. No problem, stay home but we have have certainly been enjoying the warmth and sunshine in Arizona this winter
Identity Attack0.00007182752
Insult0.00012571958
Profanity0.00001991213
Threat0.000021373244
Severe Toxicity0.0000028812753
Low Tox 0.0003070725
Dec 10, 2025

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.