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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 #}

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Active: "And why those with visas …" 441 comments · Page 16 of 18
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)
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been …
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been focused industries only such as agriculture. Instead our business model is basically : Cheap Labour via Worker Visas, Housing Market due to quick and massive population boost and Student Visas making them pay 3.5x more than regular students that encourages post-secondary schools to choose international over domestic which may also have long-term consequences as we see many immigrants go back to their home or take their degree to a higher paying nation.
Identity Attack0.003884775
Insult0.019419061
Profanity0.013576009
Threat0.00636914
Severe Toxicity0.0010824203
Low Tox 0.034748793 Constructive 0.527 Policy_Critique
Jan 19, 2026 9 likes Why Canada’s immigration system has …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like they are mainly going after refugee claimants, but there are similarly large, if not larger, numbers of TFWs and international "students" (who are not really students) with expired visas.
Identity Attack0.014450782
Insult0.012756908
Profanity0.010296722
Threat0.006382086
Severe Toxicity0.0008869171
Low Tox 0.032863233 Constructive 0.683
Dec 30, 2025 Deportations From Canada at Their …
The fact we allowed over 3 million temporary work visa all from India should be looked into! What there are no other countries?
The fact we allowed over 3 million temporary work visa all from India should be looked into! What there are no other countries?
Identity Attack0.019776696
Insult0.011312899
Profanity0.011594773
Threat0.0063950317
Severe Toxicity0.0010108948
Low Tox 0.032156147 Moderate Con 0.338 Policy_Critique
Sep 29, 2025 449 likes IRCC Names India in Study …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, proof that I had paid the college (at least 1st year), English, a Bachelor degree (education), a clear criminal history, and what attach me to my country. I had to study hard, and only after graduation I could have 3y work permit. By working in Canada I could get more point to become a permanent resident. After 2y having my PR, I could get the citizenship, but I had to prove I pay taxes, clear criminal history, and other things that show I would be a good citizen. So, I worked (and still work) hard, I am currently in two jobs and at school taking my masters, I respect the laws, I respect the culture (I never tried to impose mine), and I pay over CAD$10.000 in taxes per year on my income. That said, I feel as a slap on my face when fraudulent and dishonest people are able to be here cheating the system in any way. Some people may say I am an immigrant against immigration. NO, I am in favor of people taking the right path to immigrate, and make real contributions for this country, not coming to be scammers and criminals.
Identity Attack0.0076955543
Insult0.017227544
Profanity0.015079016
Threat0.006492125
Severe Toxicity0.0011730194
Low Tox 0.03192045 Constructive 0.774
Oct 10, 2025 IRCC Names India in Study …
When she says ‘they’ promised a better life, she’s talking about her immigration agent. Canada only ever issued her and millions like her a ‘temporary’ visa. I’m empathetic, I came with a temporary visa originally …
When she says ‘they’ promised a better life, she’s talking about her immigration agent. Canada only ever issued her and millions like her a ‘temporary’ visa. I’m empathetic, I came with a temporary visa originally but I did not ‘invest’ anything into my life but the bare minimum until my status was permanent.
Identity Attack0.0071775843
Insult0.016632931
Profanity0.010826191
Threat0.006051969
Severe Toxicity0.0008535385
Low Tox 0.03192045 Constructive 0.668 Personal_Narrative
Feb 11, 2026 Canada's tighter immigration policy divides …
In the UK if you don't show up, you breach the terms of your student visa and they will revoke the vis after a prior warning.
In the UK if you don't show up, you breach the terms of your student visa and they will revoke the vis after a prior warning.
Identity Attack0.010729378
Insult0.011882903
Profanity0.012380436
Threat0.009281937
Severe Toxicity0.0010919571
Low Tox 0.031684756 Moderate Con 0.398 Comparative_Framing
Sep 29, 2025 IRCC Names India in Study …
Apparently after immigration reforms canadas population us set to shrink know as immigration has been slashed. Student visas alone are down like 80
Apparently after immigration reforms canadas population us set to shrink know as immigration has been slashed. Student visas alone are down like 80
Identity Attack0.014551271
Insult0.012072904
Profanity0.009639157
Threat0.0065956907
Severe Toxicity0.00093460083
Low Tox 0.031449065 Moderate Con 0.423 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Why sneak into the US when you can just get a F1 Visa here? That’s how universities make their money here.
Why sneak into the US when you can just get a F1 Visa here? That’s how universities make their money here.
Identity Attack0.009027477
Insult0.012490907
Profanity0.012346277
Threat0.0064597605
Severe Toxicity0.00092983246
Low Tox 0.03109552 Low Con 0.166 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only …
even in the little town where i live in western canada there is a community collage and a lot of punjabi's that have straight up told me that they are here for school but only go to 1 class once maybe 2 times a week for just over an hour and the rest of the time they are here working on student visa's where the government is paying half the wage prompting bigger business to highering these exchange student instead of local people
Identity Attack0.019173764
Insult0.014124917
Profanity0.011816809
Threat0.0060713873
Severe Toxicity0.0012111664
Low Tox 0.030270588 Constructive 0.63 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
A very good move. I hope genuine people will be looked after and criminals, bad elements & weirdos will be checked thoroughly. However I hope the honest and sincere people will be recognised. The IRCC …
A very good move. I hope genuine people will be looked after and criminals, bad elements & weirdos will be checked thoroughly. However I hope the honest and sincere people will be recognised. The IRCC policy of refusing Visas to one and all with the same statement of overstaying and presumption that the visitors will not return is a standard excuse of visa refusal. This should be more foolproof and effective.
Identity Attack0.0008459363
Insult0.0140146725
Profanity0.0004678239
Threat0.0000924824
Severe Toxicity0.000004883466
Low Tox 0.030141091
Apr 14, 2025 2 likes
i have a strong suspicion the deportees surrendered willingly. it's the ones who don't show up that are of very high concern. there are 4.7 million expired visas where ppl have never kept their promise.
i have a strong suspicion the deportees surrendered willingly. it's the ones who don't show up that are of very high concern. there are 4.7 million expired visas where ppl have never kept their promise.
Identity Attack0.011691323
Insult0.012148905
Profanity0.010023449
Threat0.006427396
Severe Toxicity0.00081539154
Low Tox 0.02968135 Constructive 0.568
Dec 24, 2025 74 likes Deportations From Canada at Their …
How about cuts in temporary foreign workers? How about making sure the 3.5 million on temporary visas are getting out?
How about cuts in temporary foreign workers? How about making sure the 3.5 million on temporary visas are getting out?
Identity Attack0.016762028
Insult0.010400894
Profanity0.010518758
Threat0.0076119336
Severe Toxicity0.0010871887
Low Tox 0.029563503 Moderate Con 0.331 Policy_Critique
Jan 15, 2026 Canada’s new rules in 2026
So, I am applying to TEMPORARY working visa, and when that term is finished, and the government decides not to extend my TEMPORARY visa, I say, oh, wait, I invested so much money in this …
So, I am applying to TEMPORARY working visa, and when that term is finished, and the government decides not to extend my TEMPORARY visa, I say, oh, wait, I invested so much money in this to be PERMANENT, nobody does such an investment to COME BACK to my country... Interesting.
Identity Attack0.0073255757
Insult0.012414906
Profanity0.011663092
Threat0.0059548756
Severe Toxicity0.00092983246
Low Tox 0.029445656 Moderate Con 0.434 Personal_Narrative
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years apply for Citizenship, which makes it easier to bring their parents into Canada. Those parents apply for PR, then wait 3 years, after which they can also apply for Citizenship. If they are 55+ years old, they don't need to take the test or prove they can speak the English. They just apply and get become Citizens. All of this while enjoying the benefits of a Socialized Healthcare, Old Age Pension after 65+, Canada Child Benefit paid to parents with kids under 18, and more. This is not a sustainable economic model, we WILL run out of money. Technically we already have 😂
Identity Attack0.00984143
Insult0.014124917
Profanity0.01265371
Threat0.0065115434
Severe Toxicity0.0011348724
Low Tox 0.028149333 Constructive 0.612 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
what international talent canada wants ? its just want international money. I am skilled multi device technician (NOC 22311) and have 3 years on canadian experience. repaired over 3000 devices for air canada, canada post, …
what international talent canada wants ? its just want international money. I am skilled multi device technician (NOC 22311) and have 3 years on canadian experience. repaired over 3000 devices for air canada, canada post, bank of montreal, various schools, hospital and colleges. I see no chance to get PR and extend my expiring visa. Government just keep inviting the French speakers.
Identity Attack0.013244915
Insult0.01306091
Profanity0.009869732
Threat0.006149062
Severe Toxicity0.000872612
Low Tox 0.027560094 Constructive 0.583 Personal_Narrative
Jan 20, 2026 1 likes Why Canada’s immigration system has …
student VISA is BROKEN
student VISA is BROKEN
Identity Attack0.0034038029
Insult0.013440913
Profanity0.016889455
Threat0.0058998563
Severe Toxicity0.0027275085
Low Tox 0.027560094 Low Con 0.267 Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
“ i will go next year” visa expired
“ i will go next year” visa expired
Identity Attack0.004162259
Insult0.0103248935
Profanity0.013473531
Threat0.007624879
Severe Toxicity0.001206398
Low Tox 0.026617315 Moderate Con 0.371
Jan 27, 2026 2,203 likes Inside Canada's Indian Invasion...
Earlier visa was based on interview, then only those who were eligible would get the visa, now anyone can get an online visa, it is only on the basis of documents and you already know …
Earlier visa was based on interview, then only those who were eligible would get the visa, now anyone can get an online visa, it is only on the basis of documents and you already know that here documents are made by paying money. Rest is in the hands of God
Identity Attack0.0076955543
Insult0.010856897
Profanity0.01220964
Threat0.0062332097
Severe Toxicity0.00096321106
Low Tox 0.025320992 Moderate Con 0.301 Policy_Critique
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is expected (not guaranteed in any way) is a post-graduation work permit to give them a chance to acquire Canadian work experience and have enough points to apply for permanent residency if they choose to. The government should only be responsible for those who were already selected and approved for residency before changes to the regulations. All future applicants should be evaluated based on the latest changes. That is not new, and all current immigrant citizens had to adapt to the changes to requirements back in their time as well.
Identity Attack0.008250522
Insult0.013820915
Profanity0.011184863
Threat0.0063626673
Severe Toxicity0.0008869171
Low Tox 0.025085296 Constructive 0.622 Policy_Critique
Jan 22, 2026 Why Canada’s immigration system has …
Well Visa expires but those people have update their status and already has new one some of them got PR. But still their visa expired that means that’s also come into this number 2.9M visas. …
Well Visa expires but those people have update their status and already has new one some of them got PR. But still their visa expired that means that’s also come into this number 2.9M visas. Yes there are some people overstaying and need to be removed otherwise there will be problems. But let’s just keep our facts right
Identity Attack0.004088263
Insult0.009678889
Profanity0.012107162
Threat0.009929225
Severe Toxicity0.0012588501
Low Tox 0.025085296 Constructive 0.603 Policy_Critique
Jan 19, 2026 2.9 million Canadian temporary visas …
The government any government did open the student visa because it's business for the country benefit as to job too??? And selection who to stay The big problem is it's over done
The government any government did open the student visa because it's business for the country benefit as to job too??? And selection who to stay The big problem is it's over done
Identity Attack0.004384246
Insult0.012300906
Profanity0.011765569
Threat0.006162008
Severe Toxicity0.0007343292
Low Tox 0.024378212 Moderate Con 0.375
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Every student visa holder got a work visa. they took jobs from Canadian youths. All work visa holders which are students will be PR or refugees. Canadian government will continue to increase income tax. look …
Every student visa holder got a work visa. they took jobs from Canadian youths. All work visa holders which are students will be PR or refugees. Canadian government will continue to increase income tax. look at meat prices in canada, look at egg or milk price.
Identity Attack0.00984143
Insult0.011122898
Profanity0.00995513
Threat0.006149062
Severe Toxicity0.0009012222
Low Tox 0.023906821 Moderate Con 0.436
Jan 5, 2026 New rules, regulations take effect …
It is too little. There are almost 5 million more with expired visas to go
It is too little. There are almost 5 million more with expired visas to go
Identity Attack0.00673361
Insult0.010590895
Profanity0.011816809
Threat0.00675104
Severe Toxicity0.0008583069
Low Tox 0.023788974 Moderate Con 0.327
Dec 23, 2025 87 likes Deportations From Canada at Their …
Even their parents got visa very easily , who is issuing visa for them?
Even their parents got visa very easily , who is issuing visa for them?
Identity Attack0.0071405866
Insult0.0103248935
Profanity0.010347961
Threat0.006304411
Severe Toxicity0.00078201294
Low Tox 0.023199737 Low Con 0.239 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …

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.