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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: "So the citizenship will be …" 179 comments · Page 5 of 8
Immigration so unfair.. what they did. Look now, Canada is not the sane it was used to be. So how they will fix this issue. They should stop giving them PR n work permit so …
Immigration so unfair.. what they did. Look now, Canada is not the sane it was used to be. So how they will fix this issue. They should stop giving them PR n work permit so the citizenship holders will find job. All those who have not given work permit n PR have to leave the country. They have already enough was given PR.
Identity Attack0.031464707
Insult0.024382202
Profanity0.010809111
Threat0.006537435
Severe Toxicity0.0016117096
Low Tox 0.079250954 Moderate Con 0.496
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
Congratulations 🎉! Finally and hopefully the rest of Canada will do the same, and also to end the citizenship granted easy pizzy process to anyone born on Canadian soil if parents are NOT Canadians or …
Congratulations 🎉! Finally and hopefully the rest of Canada will do the same, and also to end the citizenship granted easy pizzy process to anyone born on Canadian soil if parents are NOT Canadians or PR.
Identity Attack0.054763943
Insult0.019161236
Profanity0.010023449
Threat0.008582866
Severe Toxicity0.0022602081
Low Tox 0.07845957 Constructive 0.507
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
Canada needs to deport permanent residents for 10years or more. They have their time to apply for citizenship but chose not to.
Canada needs to deport permanent residents for 10years or more. They have their time to apply for citizenship but chose not to.
Identity Attack0.03249594
Insult0.018710041
Profanity0.0108774295
Threat0.011146127
Severe Toxicity0.0022125244
Low Tox 0.07450261 Moderate Con 0.327 Policy_Critique
Feb 14, 2026 Canada's tighter immigration policy divides …
Liberal solution would be to give them citizenship instead of dealing with the problems they cause.
Liberal solution would be to give them citizenship instead of dealing with the problems they cause.
Identity Attack0.017967897
Insult0.02373764
Profanity0.010723713
Threat0.0084793
Severe Toxicity0.0016212463
Low Tox 0.071337044 Low Con 0.244
Oct 6, 2025 IRCC Names India in Study …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
What Canada 🇨🇦 should do is offer Work visa for 5 years and if after 5 years of working,,,,,then offer citizenship ❤working visas help identify which immigrants really want to work 😮😮😮😮
What Canada 🇨🇦 should do is offer Work visa for 5 years and if after 5 years of working,,,,,then offer citizenship ❤working visas help identify which immigrants really want to work 😮😮😮😮
Identity Attack0.04435511
Insult0.018516673
Profanity0.011543535
Threat0.006537435
Severe Toxicity0.0018119812
Low Tox 0.06579731 Moderate Con 0.449
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, reaching approximately 300,000 active cases as of late 2025. Rising Claim Volumes: Annual claims reached a record 190,000 in 2024, though they decreased by about a third in early 2025 following new policy measures. Removal Gap: Criticisms have been raised regarding the low rate of deportations; reports indicate that 86% of rejected claimants remain in Canada. SOURCES OF "BOGUS" CLAIMS International Student Surge: There has been an "alarming trend" of international students claiming asylum to remain in the country after their study permits expire or in response to new caps on student visas. Fraud Networks: Investigations have highlighted vulnerabilities where unauthorized agents and transnational fraud networks counsel migrants to submit fabricated narratives or forged documents. "Rubber-Stamping" Allegations: A recent report by the C.D. Howe Institute warned that a paper-based "fast-track" system for certain high-risk countries may be bypassing essential security screenings and in-person questioning. ECONOMIC AND SOCIAL IMPACT Healthcare Costs: The Interim Federal Health Program (IFHP), which provides medical benefits to claimants, saw its budget jump from roughly $66 million to over $1 billion annually. Policy Shift: To reduce incentives for non-genuine claims, the government is introducing a co-pay system for supplementary health services (like dental and vision) starting May 1, 2026. CONSEQUENCES OF FRAUD For individuals, filing a "bogus" or misrepresented claim carries severe penalties: A five-year ban from entering or remaining in Canada. Permanent record of fraud with Immigration, Refugees and Citizenship Canada (IRCC). Loss of current temporary or permanent resident status
Identity Attack0.011099357
Insult0.02425329
Profanity0.015181494
Threat0.008181547
Severe Toxicity0.0019359589
Low Tox 0.059974585 Constructive 0.668 Policy_Critique
Feb 25, 2026 'We do know that there's …
When did people visiting a country working on a temporary Visa develop the idea that they were automatically entitled to citizenship? To be clear the only reason we have immigration is because we don't make …
When did people visiting a country working on a temporary Visa develop the idea that they were automatically entitled to citizenship? To be clear the only reason we have immigration is because we don't make enough of our own babies. there are a number of other considerations that would restrict immigration. a sovereign country has a right to determine when, how many, from where and why they accept people from other parts of the world to become citizens of their country. And they get to set the terms . PERIOD
Identity Attack0.023193322
Insult0.022706337
Profanity0.015898837
Threat0.007145886
Severe Toxicity0.0017166138
Low Tox 0.057005897 Constructive 0.585
Nov 24, 2025 Quebec Ends Economic Immigration Program …
This is just peace me off I came to Canada as an immigrant I earned my citizenship with time and i never get a penny from the government...
This is just peace me off I came to Canada as an immigrant I earned my citizenship with time and i never get a penny from the government...
Identity Attack0.02821777
Insult0.017227544
Profanity0.012346277
Threat0.0061814263
Severe Toxicity0.0011348724
Low Tox 0.054531995 Moderate Con 0.493
Sep 3, 2019 3 likes How much do refugees and …
Tomorrow I have citizenship test.I studied in this video. Do think I can pass
Tomorrow I have citizenship test.I studied in this video. Do think I can pass
Identity Attack0.012061302
Insult0.012756908
Profanity0.02474608
Threat0.01086132
Severe Toxicity0.0031089783
Low Tox 0.05354243 Moderate Con 0.429 Question
Jun 4, 2025 4 likes Canadian Citizenship Test 2025 – …
Canada 🇨🇦 has undergone RADICAL demographic shifts & that reality is wholly diruptive if I’m putting it lightly. The USA 🇺🇸 has seen quite a bit of this as well. Our only hope is to …
Canada 🇨🇦 has undergone RADICAL demographic shifts & that reality is wholly diruptive if I’m putting it lightly. The USA 🇺🇸 has seen quite a bit of this as well. Our only hope is to dissolve the H-1B & related programs, then begin mass deporting those on Visas, plus eliminate the birthright citizenship loophole.
Identity Attack0.016963007
Insult0.018065477
Profanity0.01086035
Threat0.010447056
Severe Toxicity0.0016212463
Low Tox 0.05230548 Moderate Con 0.468 Fear_Threat
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Thanks to this video I got 20/20 on my Citizenship Test.
Thanks to this video I got 20/20 on my Citizenship Test.
Identity Attack0.011321344
Insult0.013288911
Profanity0.023311393
Threat0.009592636
Severe Toxicity0.0030136108
Low Tox 0.051068526 Moderate Con 0.442
Aug 21, 2025 15 likes Canadian Citizenship Test 2025 – …
This isn't the way. We don't want Canadia ICE. Just give citizenship.
This isn't the way. We don't want Canadia ICE. Just give citizenship.
Identity Attack0.031980325
Insult0.016708933
Profanity0.00993805
Threat0.0072365063
Severe Toxicity0.0017547607
Low Tox 0.050821137 Moderate Con 0.33 Moral_Argument
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Thank to this video I pass my citizenship test.
Thank to this video I pass my citizenship test.
Identity Attack0.010655383
Insult0.01302291
Profanity0.02167175
Threat0.009644418
Severe Toxicity0.002937317
Low Tox 0.049584184 Moderate Con 0.457 Personal_Narrative
Jan 6, 2026 1 likes Canadian Citizenship Test 2025 – …
So by 2027 throughout Canada there is a potential for 50,000 immmigrants seeing their citizenship potential removed and deportation proceedings starting. All this just to reduce the flood of immigrants which has increased crime rate, …
So by 2027 throughout Canada there is a potential for 50,000 immmigrants seeing their citizenship potential removed and deportation proceedings starting. All this just to reduce the flood of immigrants which has increased crime rate, homelessness, and health care crises across the nation.
Identity Attack0.033269364
Insult0.01465692
Profanity0.009519599
Threat0.007857903
Severe Toxicity0.0014781952
Low Tox 0.049089402 Constructive 0.52 Fear_Threat
Jan 20, 2026 Why Canada’s immigration system has …
Why would.. anyone want to go to the US if they've got citizenship or any kind of life in Canada?
Why would.. anyone want to go to the US if they've got citizenship or any kind of life in Canada?
Identity Attack0.03249594
Insult0.014884921
Profanity0.012243799
Threat0.006272047
Severe Toxicity0.0016784668
Low Tox 0.048842013 Low Con 0.23 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The "lost Canadian " citizenship program "replaces" the reductions to immigration.It's just a bait and switch , We will still see inceases .
The "lost Canadian " citizenship program "replaces" the reductions to immigration.It's just a bait and switch , We will still see inceases .
Identity Attack0.022590388
Insult0.019032324
Profanity0.010296722
Threat0.006543908
Severe Toxicity0.0013065338
Low Tox 0.048842013 Moderate Con 0.32 Unverified_Claim
Jan 14, 2026 Canada’s new rules in 2026
Canadian parents who were born outside of Canada can now pass on their citizenship to their children who were born abroad? That is weird af. How does this make sense?
Canadian parents who were born outside of Canada can now pass on their citizenship to their children who were born abroad? That is weird af. How does this make sense?
Identity Attack0.022791367
Insult0.01767874
Profanity0.014634945
Threat0.006084333
Severe Toxicity0.0012493134
Low Tox 0.04760506 Low Con 0.254
Jan 17, 2026 Canada’s new rules in 2026
The liberals will give them citizenship, the courts will do nothing and if ordered home they will appeal.
The liberals will give them citizenship, the courts will do nothing and if ordered home they will appeal.
Identity Attack0.011987305
Insult0.01767874
Profanity0.01174849
Threat0.009204263
Severe Toxicity0.0012874603
Low Tox 0.04760506 Low Con 0.109 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
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 …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, full-time enrollment, and residency on a quarterly basis. It would drastically limit people becoming ghosts in the system. Refugees and asylum seekers should be allowed 1 appeal only and removed immediately if their claim has been denied. A 90-day grace period should be enacted to get their paperwork and affairs in order. If you're here for a better life, steps should be taken to ensure you're actively trying to accomplish that goal until citizenship is granted. Jmho.
Identity Attack0.024198212
Insult0.018323302
Profanity0.012107162
Threat0.008712323
Severe Toxicity0.0018596649
Low Tox 0.045625936 Constructive 0.697 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
this vedio is so much helpful to prepare the citizenship test I clear my test today
this vedio is so much helpful to prepare the citizenship test I clear my test today
Identity Attack0.011025362
Insult0.012224905
Profanity0.021056883
Threat0.0100069
Severe Toxicity0.0027656555
Low Tox 0.044636376 Constructive 0.527
Sep 19, 2025 4 likes Canadian Citizenship Test 2025 – …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
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.