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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: "Just as we french province …" 14 comments
So it's okay for the French to do it but if any other province or territory in Canada did it we'd be called racist
So it's okay for the French to do it but if any other province or territory in Canada did it we'd be called racist
Identity Attack0.27875587
Insult0.10587067
Profanity0.027820412
Threat0.007870848
Severe Toxicity0.006942749
Low Tox 0.2786282 Moderate Con 0.387
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
You talk about the French Language??? Ottawa is a ENGLISH province. The French language was implemented by Trudeaus dad when it was English only and Quebec wanted to separate. The French people take up our …
You talk about the French Language??? Ottawa is a ENGLISH province. The French language was implemented by Trudeaus dad when it was English only and Quebec wanted to separate. The French people take up our government jobs in Ottawa and leave the lower paying jobs to other non speaking French. Go to Quebec they have NO ENGLISH SIGNS, but come to Ottawa making sure they are entitled!. Im sick of the language barrier its discrimination and take the free riders from other countries with you.
Identity Attack0.15945168
Insult0.16766082
Profanity0.016479544
Threat0.0065050707
Severe Toxicity0.005760193
Low Tox 0.25462922 Constructive 0.516 Policy_Critique
Aug 27, 2025 Why Canadians Are Turning Against …
Québec is the only province that still feels like its former self since Indians don’t speak French, unlike other provinces, which lack a backbone and only care about money
Québec is the only province that still feels like its former self since Indians don’t speak French, unlike other provinces, which lack a backbone and only care about money
Identity Attack0.18313584
Insult0.08582769
Profanity0.018392462
Threat0.0062396824
Severe Toxicity0.0036621094
Low Tox 0.21508642 Moderate Con 0.345
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank God. As an American in Québec who is fluent in French, these kind of policies were turning this unique province into another boring and culture-less Ontario. Adios and au revoir. Québec needs to entirely …
Thank God. As an American in Québec who is fluent in French, these kind of policies were turning this unique province into another boring and culture-less Ontario. Adios and au revoir. Québec needs to entirely focus on francophone immigration. MOST of these « English speakers » in the « important » industries he is talking about are NOT native English speakers. Go somewhere else where French has not existed for the past 400 years if you do not speak French. Not just immigration fatigue but globalization fatigue.
Identity Attack0.10221587
Insult0.09270445
Profanity0.020646973
Threat0.006815769
Severe Toxicity0.0044059753
Low Tox 0.1883923 Constructive 0.616
Nov 23, 2025 29 likes Quebec Ends Economic Immigration Program …
I agree with you to the extent of your understanding of Canadian culture. However, immigrants to Canada should be aware that the First Nations and indigenous people of Canada often have to seek a better …
I agree with you to the extent of your understanding of Canadian culture. However, immigrants to Canada should be aware that the First Nations and indigenous people of Canada often have to seek a better life in other countries because colonizers and their descendants show no regard for treaty rights and have disenfranchised First Nations. The government hides the facts about the plight of indigenous Canadians and lie to Canadian immigrants and citizens, always to divide and conquer. Immigrants often don't realize that most indigenous Canadians are living in worse conditions than what the immigrants themselves came from, and few live as comfortably as white Canadians. When white people talk about how hard they have it because of immigrants, they should think about what First Nations have to deal with everyday because of them. Why is there a French-speaking province and not a Cree or Anishnabe speaking province?
Identity Attack0.083355546
Insult0.05964688
Profanity0.014122557
Threat0.007521313
Severe Toxicity0.0029754639
Low Tox 0.11336674 Constructive 0.77
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for a while. Not that I don’t want to help these people but we just dont have the resources for now to accommodate them. ‘m shocked to hear that 817,000 people landed in Canada. Add three zeros to it because these people pay at least a $1000 as administrative fee to government IRCC. So that is $817,000,000 Canadian Dollars. Close to a Billion. What is government doing with this money? No Government, we Canadians dont want that money in our GDP. He has enough natural resources that can sustain ourself. Stop selling cheap oil to US. And back to people who come here as immigrants. You are in a different country to have a new life. There is no point in protecting here in Canada about the things happening in your home country. Have some common sense. It’s just an other news for media. When you do such things, Canadian resource are wasted like cops have to make sure the protest goes peacefully and many more. People who are not part of it are getting affected. And to all immigrants please please please, speak in english. I know that you all are comfortable speaking in your native language. Speak that at your private place. Not in public place or work place. That is basic manners. Dont speak out loud in phone in public places. It’s not manners. Funny that people are asking to change the classes taught in French😂 This proves that they are not students but in disguise, as students. Here in Canada, to loot Canada and weaken the country. If you want class in english in a french speaking province better move out of Quebec.
Identity Attack0.06795148
Insult0.03768798
Profanity0.014634945
Threat0.007534259
Severe Toxicity0.00289917
Low Tox 0.11181668 Constructive 0.632 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Quebec sees the long term problem for preserving French language and heritage as threatened by the huge numbers of immigrants. If left unchecked, the province will struggle in the future to keep their cultural distinction …
Quebec sees the long term problem for preserving French language and heritage as threatened by the huge numbers of immigrants. If left unchecked, the province will struggle in the future to keep their cultural distinction as these residents enter politics and leadership roles.
Identity Attack0.05612817
Insult0.02193286
Profanity0.009869732
Threat0.008764107
Severe Toxicity0.0018978119
Low Tox 0.08241652 Moderate Con 0.468 Identity_Assertion
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...
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 …
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 …
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to …
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to protest the host country of their migration
Identity Attack0.025404079
Insult0.013212911
Profanity0.010160086
Threat0.006207318
Severe Toxicity0.00096797943
Low Tox 0.038048524 Constructive 0.791 Policy_Critique
Nov 21, 2025 20 likes Quebec Ends Economic Immigration Program …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond Library, studied the map and etc. Some I remember are: 1. What is the common term for someone elected in Federal elections? A. Riding Winner B. Member of Parliament C. Senate D. Federal Executive. 2. Which of the following represents being Canadian and expresses national identity? A. Symbols like Maple leaf B. Equality C. Unity D. Human Right Commission 3. Jury duty consists of partial jurors and past jurors (in similar meaning) True or False. 4. French and English are: A. Fighting rebellion in 1800s B. French joined hands with Americans to fight against English C. Lived together for 300 years D. All of the above 5. Got a basic question about suffrage movement 6. What are prairie provinces? Saskatchewan, Alberta, Manitoba (SAM) 7. I got a question about provinces from west to east on Canada map. Please look and memorize the provinces locations. 8. Got a question about Peace Arch in Blaine 9. Question about Peace Tower like what was built after first world War. 10. Question about Aboriginals. Ans: First Nations, Metis and Inuits 11. Branches of Parliament Ans: Sovereign, House of commons and Senate 12. Courts do: Ans: Settle disputes These all what I remember. I am not sure which ones I got wrong. Might be in the first 5 I posted here. Test is not difficult but it is better to go through this video multiple times and do some other mock tests as well, in my opinion. Thank you and All the Best 😊
Identity Attack0.010729378
Insult0.017227544
Profanity0.015010698
Threat0.006647474
Severe Toxicity0.0014209747
Low Tox 0.032863233 Constructive 0.818 Personal_Narrative
Feb 10, 2026 21 likes Canadian Citizenship Test 2025 – …
Just as we french province and china towns 😊
Just as we french province and china towns 😊
Identity Attack0.009989422
Insult0.009393888
Profanity0.013029462
Threat0.0071070488
Severe Toxicity0.0013160706
Low Tox 0.02048268 Moderate Con 0.429 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Quebec actually has had its own immigration policy and section at Canadian embassies throughout the world. Those who wanted to immigrate to Canada found it easier and faster to immigrate through Quebec than through Canada …
Quebec actually has had its own immigration policy and section at Canadian embassies throughout the world. Those who wanted to immigrate to Canada found it easier and faster to immigrate through Quebec than through Canada in general. This was due to the French language requirements in order to increase the number of French speakers. However, many would abuse the system by immigrating to Quebec, then move to more anglophone provinces and cities like Toronto or Vancouver...
Identity Attack0.009360458
Insult0.010096892
Profanity0.009562299
Threat0.0061878995
Severe Toxicity0.0006723404
Low Tox 0.020231359 Moderate Con 0.473
Nov 21, 2025 50 likes Quebec Ends Economic Immigration Program …

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.