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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: "Even in Quebec, where there's …" 14 comments
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent …
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent billions and aren't getting guns but this time they will and Chinese mercenaries have no ties so they will have no problem turning their guns on us. I believe he is planning a genocide of older people to save money on Healthcare after all death cures everything. His orange man bad narrative is going to come true if he thinks trump will put up with massive immigration and ccp soldiers in our military. Carney has so many conflicts of interest he is tanking canada on purpose so he can sell his green scam tech which surprise is owned by Brookfield a Canadian company which he moved to New York to avoid paying our high taxes. He is the biggest security threat to canada ever he is a madman ,arrogant prick that needs to go to jail along with his gangster liberal buddies. I cant believe how lefties believe his b.s every word out of his mouth is a lie. He attacks Pierre and he is not the government and says its a global problem. No its liberal mismanagement and corruption. The election is over after ontario and quebec votes because its gerrymandered with not enough seats out west because they think we are children and we pay the bills and no immigrants are working i get taxed 1500 on my 1450 pension to pay for these parasites. Carney talks out of the side of his mouth id love to play poker with him he cant lie worth shit. There is no way these policies are put in for any reason other than to impoverish us they are ridiculous. How about the teacher in hope b.c who got a 750,000 fine for a perfectly reasonable post about trans insanity. They say they are going to give it to lgbq+ offended teachers. You disagree with the government narrative they freeze your bank account, cancel you and bankrupt you all in violation of the charter of rights and freedoms. There not even trying to hide their dictatorship with their new kings clause where a company thats in with pm can basically break Canadian laws if pm says so. I hope ee get invaded i will never go to a hospital to die . In ontario 65 people got maid in 24 hours without talking to family and without life threatening conditions. This guy is a co trol freak has to be stopped now
Identity Attack0.43896464
Insult0.38852
Profanity0.1184936
Threat0.27243137
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535 Unverified_Claim
Feb 25, 2026 LILLEY UNLEASHED: The fall of …
Even in Quebec, where there's a language barrier they're starting to come in, in mass numbers. But we kind of deserve this, we Canadians had the decency to vote Trudeau for ten years, and right …
Even in Quebec, where there's a language barrier they're starting to come in, in mass numbers. But we kind of deserve this, we Canadians had the decency to vote Trudeau for ten years, and right after Carney, so yea I'm totally leaving this s-hole.
Identity Attack0.053399716
Insult0.32211447
Profanity0.45706853
Threat0.009307829
Severe Toxicity0.02258113
Moderate 0.41168427 Constructive 0.506 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Its cuz Canada is a joke and Quebec is even worse, begging money from other provinces even tho they could make their own money.
Its cuz Canada is a joke and Quebec is even worse, begging money from other provinces even tho they could make their own money.
Identity Attack0.23163283
Insult0.3388922
Profanity0.027000591
Threat0.0069516995
Severe Toxicity0.0073623657
Moderate 0.3281604 Low Con 0.116 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
About time. Overdose of immigrants. Montreal doesn't even feel like Quebec anymore.
About time. Overdose of immigrants. Montreal doesn't even feel like Quebec anymore.
Identity Attack0.2831485
Insult0.100019015
Profanity0.017026093
Threat0.007624879
Severe Toxicity0.0064468384
Low Tox 0.27750343 Low Con 0.29 Identity_Assertion
Nov 20, 2025 124 likes Quebec Ends Economic Immigration Program …
Immigrants are unaware that the great opportunity they have in Quebec is worth its weight in gold. During their stay, they spend two, three, or five years here and neither speak, read, nor write French. …
Immigrants are unaware that the great opportunity they have in Quebec is worth its weight in gold. During their stay, they spend two, three, or five years here and neither speak, read, nor write French. They go about their daily lives like any other Quebecer who is settled here. And when the time comes to leave, they have to sell off what little they own and return with nothing. They shout and argue as if Canada owes them something, even though they haven't received any financial assistance from their own governments in their home countries, yet here they come demanding it. I hope that what they experienced here will motivate them to prosper when they return.
Identity Attack0.25309357
Insult0.15769513
Profanity0.026590679
Threat0.00823333
Severe Toxicity0.0074005127
Low Tox 0.25462922 Constructive 0.727 Policy_Critique
Nov 20, 2025 8 likes Quebec Ends Economic Immigration Program …
Quebec can't even get 20 an hour such bs
Quebec can't even get 20 an hour such bs
Identity Attack0.028886627
Insult0.12521741
Profanity0.16636424
Threat0.008077981
Severe Toxicity0.00667572
Low Tox 0.23812068 Moderate Con 0.324
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Not against newcomers! I ve been in Quebec since 22 years now myself ; I am a Canadian citizen since 15 years now of course ; But it’s confusing… Why was Quebec still receiving more …
Not against newcomers! I ve been in Quebec since 22 years now myself ; I am a Canadian citizen since 15 years now of course ; But it’s confusing… Why was Quebec still receiving more immigrants in such program when even thousands of locals were and are struggling to find jobs? For the last 6 years I made a career in Private security ; I became an officer Liutenant at least I tried ; but now a days I don’t even have a job in security anymore ; too many immigrants applying for the same job / and frankly they do not care if the remuneration is only 21$ an hour / so officers can’t afford to work for less than 27$ ; because they have 6 years experience and more : it’s logical / however , comes an Arabic guy ; who quit the job he came here to do under the program , now he is looking for his first job out here in the real market ( does 80 hours training to get a BSP ) the guy had a college degree or university on something else ; and magically he becomes an officer with no experience for $24 dollars an hour And any security company accepts him 🤷‍♂️ Conclusion : true experienced security professionals officers who built their careers from the bottom all the way up Don’t have a job anymore Remember , officers aren’t unionized 🤷‍♂️
Identity Attack0.0775651
Insult0.04032305
Profanity0.016172111
Threat0.006861079
Severe Toxicity0.0030136108
Low Tox 0.112850055 Constructive 0.794
Dec 10, 2025 Quebec Ends Economic Immigration Program …
The Liberal Laurentian Elite wants a cast system in Canada and would even prefer to be oligarchs. I think it is time to force Quebec out of Canada.
The Liberal Laurentian Elite wants a cast system in Canada and would even prefer to be oligarchs. I think it is time to force Quebec out of Canada.
Identity Attack0.036620867
Insult0.034672357
Profanity0.012585391
Threat0.01086132
Severe Toxicity0.0024032593
Low Tox 0.10783285 Low Con 0.21 Identity_Assertion
Sep 8, 2025 2 likes Why Canadians Are Turning Against …
Quebec you don't even make 20 $ an hour
Quebec you don't even make 20 $ an hour
Identity Attack0.023997234
Insult0.039444692
Profanity0.014942379
Threat0.0060713873
Severe Toxicity0.0021839142
Low Tox 0.10783285 Low Con 0.247 Economic_Argument
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Some Indian students go missing to other states and their family make a drama that their students are missing, actually they fleed to other states such as Quebec, and others. Some even fled to USA.
Some Indian students go missing to other states and their family make a drama that their students are missing, actually they fleed to other states such as Quebec, and others. Some even fled to USA.
Identity Attack0.06431354
Insult0.023608726
Profanity0.012141321
Threat0.0065697995
Severe Toxicity0.0015163422
Low Tox 0.091913216 Moderate Con 0.403
Sep 27, 2025 19 likes IRCC Names India in Study …
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 …
I've seen many videos like this on Youtube . After Indian Canadian , The most common ethnic groups I saw in Canada were Arabs and Africans . There are especially many Arabs in the French-speaking …
I've seen many videos like this on Youtube . After Indian Canadian , The most common ethnic groups I saw in Canada were Arabs and Africans . There are especially many Arabs in the French-speaking provinces of Canada , such as Montreal , Quebec , Ontario and New Brunswick. And some of the Arabs there even speak Amazigh , a North African language , among themselves.
Identity Attack0.060220852
Insult0.014162917
Profanity0.016752819
Threat0.0073918556
Severe Toxicity0.0020503998
Low Tox 0.050821137 Constructive 0.609 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Even Quebec is closing it. lol.
Even Quebec is closing it. lol.
Identity Attack0.0074365693
Insult0.020708188
Profanity0.016137952
Threat0.00780612
Severe Toxicity0.00166893
Low Tox 0.050821137 Low Con 0.222
Jan 9, 2026 Quebec Ends Economic Immigration Program …
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 …

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.