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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: "He have not education and …" 296 comments · Page 11 of 12
Dave Chappelle’s mother, Dr. Yvonne Seon (née Reed), was not a spy, but she did have a very unusual background that sometimes sparks those rumors. Here’s what’s known: Academic & Diplomatic Work: Dr. Seon was …
Dave Chappelle’s mother, Dr. Yvonne Seon (née Reed), was not a spy, but she did have a very unusual background that sometimes sparks those rumors. Here’s what’s known: Academic & Diplomatic Work: Dr. Seon was an academic and later became one of the first African American women to be ordained in the Unitarian Universalist Church. She earned her PhD and worked in higher education. Congo Connection: In the early 1960s, after Congo’s independence, she worked with the Congolese government under Patrice Lumumba. She served in the Ministry of Foreign Affairs and helped establish Congo’s diplomatic mission in Washington, D.C. Spy Rumors: Because this was during the Cold War — when the U.S. and CIA were deeply involved in Congo (including in Lumumba’s downfall) — people sometimes speculate about Americans who were there. That’s likely why the “spy” rumor exists. But there’s no credible evidence that Dave Chappelle’s mother was a spy. The record shows she was a diplomat, scholar, and educator, not an intelligence agent.
Identity Attack0.022992345
Insult0.024768941
Profanity0.018734055
Threat0.00789674
Severe Toxicity0.0016403198
Low Tox 0.055274166 Constructive 0.618
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
Canadians students cannot afford to go to school. How many do you know in education debt, working a job not in their field?
Canadians students cannot afford to go to school. How many do you know in education debt, working a job not in their field?
Identity Attack0.029144434
Insult0.018516673
Profanity0.009664777
Threat0.005818945
Severe Toxicity0.0011205673
Low Tox 0.050573748 Moderate Con 0.353 Economic_Argument
Jan 19, 2026 28 likes Why Canada’s immigration system has …
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these …
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these educators don't understand the policies and how to best support the children so its effecting quality and safety. There was supposed to be a limit on international students. That's not happening. Most of Conestoga colleges student ECE's are international
Identity Attack0.039972372
Insult0.017743196
Profanity0.010689554
Threat0.0059904763
Severe Toxicity0.0013065338
Low Tox 0.048594624 Constructive 0.798 Unverified_Claim
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for minimum wage jobs in Canada or jobs with no trade skills., and even if skilled workers were invited, their jobs are not in high demand or about to be replaced by AI in a couple of years. Every year over 100,000 jobs will be replaced by AI starting from the late 2026, starting from the transportation industry, customer services, office jobs, IT jobs, and education; soon healthcare and engineering as well. No developed country needs workers anymore except very few experts and there will be massive layoff, not because of the economic crisis, but because of AI. In Japan, China, and South Korea, AI are widely used and now young people with a master or PhD degree can't even get a job.
Identity Attack0.00621564
Insult0.026702631
Profanity0.013371054
Threat0.00713294
Severe Toxicity0.0015544891
Low Tox 0.048594624 Moderate Con 0.496
Jan 16, 2026 2.9 million Canadian temporary visas …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial policies aimed at cultural assimilation and the suppression of Indigenous identities.  Key Impacts of Colonization Forced Assimilation via Residential Schools: The most significant factor in language loss was the government-funded, church-run residential school system, which operated from the 19th century to the late 20th century. Indigenous children were forcibly removed from their families and communities and sent to these schools. Punishment for Speaking Native Tongues: In the schools, children were forbidden to speak their Indigenous languages and were often subjected to severe physical, emotional, and sexual abuse if they did. Intergenerational Trauma and Knowledge Loss: The experience in residential schools caused profound trauma. Survivors often did not teach their children their traditional languages, partly out of fear of punishment and partly because their own fluency had been impacted, which inhibited the languages from being passed to the next generation. Discriminatory Legislation: The Indian Act: This legislation, along with other colonial policies, was used to suppress Indigenous cultural expression, including language. Official Languages Act: Canada's official language policies recognize only English and French as dominant languages, effectively marginalizing the over 60 distinct Indigenous languages that existed on the land long before European settlement. Dispossession of Land: Forcible removal of Indigenous communities from their traditional lands and onto reserves disrupted the deep connection between language, culture, and the natural environment. Indigenous languages often encode unique knowledge about local ecosystems, which was lost when communities were displaced. Social Stigmatization: Colonial ideologies viewed Indigenous cultures and languages as "inferior" or "savage," promoting English and French as the languages of "modernity" and "progress". This created a social hierarchy where speaking an Indigenous language could be a barrier to education and employment opportunities in the dominant society.  Current Situation and Revitalization Efforts The legacy of these policies has resulted in low numbers of fluent Indigenous language speakers today, with many languages considered endangered or critically endangered. However, there are significant ongoing efforts toward language revitalization.  The Canadian federal government passed the Indigenous Languages Act in 2019, which aims to support the efforts of Indigenous peoples to reclaim, revitalize, maintain, and strengthen their languages. Indigenous communities, educational institutions, and organizations are actively working to preserve languages through immersion programs, community initiatives, and documentation. UNESCO has declared 2022 to 2032 the International Decade of Indigenous Languages to draw global attention to the urgent need for preservation and promotion.
Identity Attack0.026408968
Insult0.019934712
Profanity0.014122557
Threat0.008738215
Severe Toxicity0.0016593933
Low Tox 0.04735767 Constructive 0.612 Moral_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
The whole problem is because you give voting rights and citizenship. Follow the system of GCC countries. No citizenship, no voting rights, no property rights, no free education, no free health care, come work and …
The whole problem is because you give voting rights and citizenship. Follow the system of GCC countries. No citizenship, no voting rights, no property rights, no free education, no free health care, come work and go back.
Identity Attack0.0074365693
Insult0.018710041
Profanity0.011150704
Threat0.0070164283
Severe Toxicity0.0014972687
Low Tox 0.046368107 Low Con 0.216 Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
🇨🇦IF you’re Canadian and struggling to find employment, post a video of yourself, your education level, your last job and THEN list companies you have applied to and have not heard back from.
🇨🇦IF you’re Canadian and struggling to find employment, post a video of yourself, your education level, your last job and THEN list companies you have applied to and have not heard back from.
Identity Attack0.025002124
Insult0.015796926
Profanity0.011031146
Threat0.006738094
Severe Toxicity0.0013828278
Low Tox 0.046120718 Constructive 0.576 Call_To_Action
Jan 6, 2026 13 likes Canada’s new rules in 2026
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 …
As a Canadian whose family were educated Indian migrating in 1970s thank you for posting
As a Canadian whose family were educated Indian migrating in 1970s thank you for posting
Identity Attack0.031722516
Insult0.016708933
Profanity0.012004685
Threat0.0061425893
Severe Toxicity0.0013637543
Low Tox 0.04315203 Constructive 0.591 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I think the problem is the government need to educate people coming to American learn the culture and respect the people and culture. I learn a lot from the culture and good pole.
I think the problem is the government need to educate people coming to American learn the culture and respect the people and culture. I learn a lot from the culture and good pole.
Identity Attack0.022992345
Insult0.015264924
Profanity0.014532468
Threat0.0063950317
Severe Toxicity0.0012397766
Low Tox 0.04290464 Constructive 0.729 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadian higher education serves a double purpose now. 1. It attracts foreign students and large amounts of money and 2. It is used by most of those students as a backdoor door through the Canadian …
Canadian higher education serves a double purpose now. 1. It attracts foreign students and large amounts of money and 2. It is used by most of those students as a backdoor door through the Canadian immigration system.
Identity Attack0.023997234
Insult0.015644927
Profanity0.010518758
Threat0.006168481
Severe Toxicity0.0012302399
Low Tox 0.04240986 Low Con 0.261 Policy_Critique
Oct 11, 2025 IRCC Names India in Study …
Before Trudeau's liberal government, Canada's permanent resident program was based on factors such as being fluent in English or French (in Quebec), passing standard exams in one's own country, being educated (Bachelor's or higher), work …
Before Trudeau's liberal government, Canada's permanent resident program was based on factors such as being fluent in English or French (in Quebec), passing standard exams in one's own country, being educated (Bachelor's or higher), work experience, family, age, and knowledge of Canada's general culture. If you had all the points, you would be selected. It took about three years, and while waiting, you could not apply for any visa to enter Canada. The security check was part of the process, and the Canadian government asked applicants to enter the country by bringing money (Like one year's salary). This system was a perfect plan, and many Western countries wanted to copy that (As I heard on many French and American radios before), but the liberals broke the system! And I still don't know why!
Identity Attack0.008250522
Insult0.024897853
Profanity0.012243799
Threat0.0061878995
Severe Toxicity0.0013065338
Low Tox 0.04216247 Constructive 0.576
Nov 23, 2025 49 likes Quebec Ends Economic Immigration Program …
It's actually good for their native countries to have qualified and educated citizens to uplift type 3 countries to 2nd and 1st types. It is unfortunate for immigrant lawyers, but they can always change their …
It's actually good for their native countries to have qualified and educated citizens to uplift type 3 countries to 2nd and 1st types. It is unfortunate for immigrant lawyers, but they can always change their emphasis of law.
Identity Attack0.029917859
Insult0.015796926
Profanity0.011253181
Threat0.006136116
Severe Toxicity0.0011062622
Low Tox 0.04166769 Constructive 0.64
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
It's all about money and career advancement. Not one of them cares about education or Canada
It's all about money and career advancement. Not one of them cares about education or Canada
Identity Attack0.010803374
Insult0.017872108
Profanity0.011936366
Threat0.0062526283
Severe Toxicity0.0009727478
Low Tox 0.0414203 Low Con 0.283 Unverified_Claim
Sep 28, 2025 8 likes IRCC Names India in Study …
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Identity Attack0.004846719
Insult0.018774498
Profanity0.01309778
Threat0.006738094
Severe Toxicity0.0010108948
Low Tox 0.0414203 Constructive 0.7 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Charging 4x the tuition fees for international students should be labelled as a crime to beginwith. It's high time to make Canadians pay that kind of money for their degrees and not live in the …
Charging 4x the tuition fees for international students should be labelled as a crime to beginwith. It's high time to make Canadians pay that kind of money for their degrees and not live in the merry world of subsidised education for domestic students.
Identity Attack0.013948337
Insult0.018838953
Profanity0.011441057
Threat0.0065827454
Severe Toxicity0.0010061264
Low Tox 0.0414203 Moderate Con 0.41 Economic_Argument
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
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
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and …
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and had experience that was substantially less rigorous than the domestic students. I'm glad the government is starting to address this but their scope is too narrow - it is not just "diploma mills", institutions we once thought were reputable are also being diluted and the quality of education is decreasing precipitously across the board as a result.
Identity Attack0.015857628
Insult0.019870255
Profanity0.013029462
Threat0.00666042
Severe Toxicity0.0012397766
Low Tox 0.040430736 Constructive 0.76 Personal_Narrative
Oct 1, 2025 69 likes IRCC Names India in Study …
We need to have what they need ? How about what we need? I don't care what immigration lawyer says. It's his business. Who said that studying abroad gives you a right to stay there? …
We need to have what they need ? How about what we need? I don't care what immigration lawyer says. It's his business. Who said that studying abroad gives you a right to stay there? Same with temporary workers. It is TEMPORARY. It shouldn't be automatic for students, they get an education and we choose who we want to stay.
Identity Attack0.01555616
Insult0.014808921
Profanity0.012517073
Threat0.0061231707
Severe Toxicity0.00096797943
Low Tox 0.039462693 Constructive 0.646 Policy_Critique
Jan 20, 2026 6 likes Why Canada’s immigration system has …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
“What we are saying to students abroad is come, and you might be able to stay - but that’s not a guarantee” Am I smoking something or are international students by definition no supposed to …
“What we are saying to students abroad is come, and you might be able to stay - but that’s not a guarantee” Am I smoking something or are international students by definition no supposed to be temporary residents here for an education? What entitles them to stay?
Identity Attack0.0091384705
Insult0.01625293
Profanity0.012346277
Threat0.0062332097
Severe Toxicity0.00096797943
Low Tox 0.037577134 Moderate Con 0.371 Question
Feb 3, 2026 Why Canada’s immigration system has …
Every country has visa's for students-workers-tourists..Many from India going to China-Russia..No debt traps, education subsidized..CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World..Alex Reporterfy Media
Every country has visa's for students-workers-tourists..Many from India going to China-Russia..No debt traps, education subsidized..CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World..Alex Reporterfy Media
Identity Attack0.018872296
Insult0.014960921
Profanity0.012585391
Threat0.0067963502
Severe Toxicity0.001411438
Low Tox 0.036634352 Moderate Con 0.44
Sep 29, 2025 IRCC Names India in Study …
They came with education before these countries gave them visa. They are peaceful in a time of so much war.
They came with education before these countries gave them visa. They are peaceful in a time of so much war.
Identity Attack0.009027477
Insult0.013326911
Profanity0.011936366
Threat0.008246276
Severe Toxicity0.0010490417
Low Tox 0.034984488 Moderate Con 0.399 Solidarity
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I feel bad that many of these people were given false hope, but this reduction was needed. In the early 2020's immigration levels reached levels that were simply too high. We had a population growth …
I feel bad that many of these people were given false hope, but this reduction was needed. In the early 2020's immigration levels reached levels that were simply too high. We had a population growth rate similar to Sudan. It strained our education, health care and prevented young people from getting jobs. We are a nation that welcomes immigration, but it cannot be at a level beyond our capacities.
Identity Attack0.014048826
Insult0.013896915
Profanity0.01261955
Threat0.006977591
Severe Toxicity0.0010251999
Low Tox 0.034277402 Constructive 0.764 Moral_Argument
Feb 12, 2026 2 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.