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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 9 of 18
Too late that you guys realized that. 😢😢😢 Canada got mess up totally. Most of them came with fake student visa.
Too late that you guys realized that. 😢😢😢 Canada got mess up totally. Most of them came with fake student visa.
Identity Attack0.07177465
Insult0.110259406
Profanity0.021808386
Threat0.006848133
Severe Toxicity0.003414154
Low Tox 0.20102765 Low Con 0.299
Sep 30, 2025 2 likes IRCC Names India in Study …
Canada get ready there is swamp of them coming from USA, we stoped H1B , F1 visa fraud, Canada is first choice.
Canada get ready there is swamp of them coming from USA, we stoped H1B , F1 visa fraud, Canada is first choice.
Identity Attack0.10221587
Insult0.100019015
Profanity0.016035475
Threat0.009851551
Severe Toxicity0.004863739
Low Tox 0.200795 Low Con 0.298 Fear_Threat
Oct 1, 2025 1 likes IRCC Names India in Study …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
WOW, I WHOLEHEARTEDLY AGREED WITH MOST OF THE COMMENTS HERE. My parents immigrated here nearly 40 years ago and married to a Canadian. HONESTLY, this IS NOT THE CANADIAN LIFE that I ONCE knew. To …
WOW, I WHOLEHEARTEDLY AGREED WITH MOST OF THE COMMENTS HERE. My parents immigrated here nearly 40 years ago and married to a Canadian. HONESTLY, this IS NOT THE CANADIAN LIFE that I ONCE knew. To those whose visas are expiring, PLEASE either go home to your home country; or, if you CHOOSE to REMAIN here in Canada, PLEASE RESPECT CANADIAN CULTURE!!! I am an immigrant myself, I have integrated myself to the Canadian culture whilst at the same time, I still practice my own culture at home and at my home country!!!
Identity Attack0.13591312
Insult0.06634661
Profanity0.021535112
Threat0.007909686
Severe Toxicity0.0077438354
Low Tox 0.19939905 Constructive 0.769 Personal_Narrative
Aug 30, 2025 3 likes Why Canadians Are Turning Against …
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s …
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s that expire to see if anyone is actually leaving. They don’t even try to adapt or conform to laws, society nor culture. Immigration without assimilation is an invasion. We are tired of this, send them back.
Identity Attack0.14019285
Insult0.071116626
Profanity0.013849284
Threat0.009644418
Severe Toxicity0.0052261353
Low Tox 0.1991664 Moderate Con 0.442 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between …
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between the Indians that want to be here and want to make a life here and the ones that are running time on their tourist visas. But do not blame the entire Indian population, its inaccurate.
Identity Attack0.27340925
Insult0.056719027
Profanity0.018255826
Threat0.0072106146
Severe Toxicity0.0037193298
Low Tox 0.19893374 Constructive 0.759 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro i almost thought this was australia or New zealand with the amount of indians i saw lol. They also use us (new zealand) to gain entry into australia since all you need is to …
Bro i almost thought this was australia or New zealand with the amount of indians i saw lol. They also use us (new zealand) to gain entry into australia since all you need is to be a NZ citizen and no visa required.
Identity Attack0.2308735
Insult0.053791173
Profanity0.066963166
Threat0.0077802283
Severe Toxicity0.006980896
Low Tox 0.19870108 Moderate Con 0.468
Jan 27, 2026 Inside Canada's Indian Invasion...
All Indian use student & work visas as a easy way to get foot in door
All Indian use student & work visas as a easy way to get foot in door
Identity Attack0.22707681
Insult0.06023245
Profanity0.049177196
Threat0.010395273
Severe Toxicity0.007209778
Low Tox 0.19870108 Low Con 0.258
Sep 29, 2025 IRCC Names India in Study …
Here is reality check why Canada grants visa to these people which you are claiming threat to locals and dirty etc. becoz Canada has channel to seek asylum seeking visa for these people ask policy …
Here is reality check why Canada grants visa to these people which you are claiming threat to locals and dirty etc. becoz Canada has channel to seek asylum seeking visa for these people ask policy makers not on roads who used the policy to go there
Identity Attack0.029402243
Insult0.11616662
Profanity0.029460056
Threat0.009100696
Severe Toxicity0.0038146973
Low Tox 0.19409354 Constructive 0.541 Policy_Critique
Feb 17, 2026 Inside Canada's Indian Invasion...
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire …
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire and they can’t get PR any more which their “consultants” promised them.
Identity Attack0.10221587
Insult0.083359696
Profanity0.023243073
Threat0.0074306927
Severe Toxicity0.003452301
Low Tox 0.19409354 Constructive 0.572 Policy_Critique
Feb 25, 2026 'We do know that there's …
I am indian but why are people allowed to work on study visa. India does not allow that. You are here to study so do that. Moreover which study gives you time to work. They …
I am indian but why are people allowed to work on study visa. India does not allow that. You are here to study so do that. Moreover which study gives you time to work. They made the whole system look like circus.
Identity Attack0.14233272
Insult0.06858205
Profanity0.04667213
Threat0.0077284453
Severe Toxicity0.003967285
Low Tox 0.19219314 Constructive 0.552 Policy_Critique
Oct 1, 2025 1 likes IRCC Names India in Study …
I’m Australia on a work visa in Canada and I’m shocked by how many Indians are here. I’m assimilating to the Canada culture and ways but a lot of them here I’ve noticed don’t and …
I’m Australia on a work visa in Canada and I’m shocked by how many Indians are here. I’m assimilating to the Canada culture and ways but a lot of them here I’ve noticed don’t and won’t.
Identity Attack0.27510223
Insult0.047935467
Profanity0.019348921
Threat0.006912862
Severe Toxicity0.004558563
Low Tox 0.1893425 Constructive 0.613 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Do your job while issuing visas. Don't give visas to just anyone. It makes genuine students and good immigrants look bad.
Do your job while issuing visas. Don't give visas to just anyone. It makes genuine students and good immigrants look bad.
Identity Attack0.11047905
Insult0.06634661
Profanity0.01579636
Threat0.0070164283
Severe Toxicity0.002632141
Low Tox 0.18649188 Moderate Con 0.424 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Sovereignty is the concept and practice that got us to where we are as a species belonging to countries. Somehow our political leadership decided that sovereignty was no longer a thing and Trudeau simply said …
Sovereignty is the concept and practice that got us to where we are as a species belonging to countries. Somehow our political leadership decided that sovereignty was no longer a thing and Trudeau simply said "C'mon over..." Our path forward is to purge our nation of illegal immigrants, PRs that aren't hitting the metrics, students with expired visas and of course criminals who are not Canadians. Once we've cleaned house we need to treat our country like the prize that it can be and only invite in those who fit in with our psyche and economic needs. Just because someone shows up at our border doesn't mean that they belong in Canada.
Identity Attack0.11163961
Insult0.0838533
Profanity0.02167175
Threat0.011146127
Severe Toxicity0.0062561035
Low Tox 0.18459146 Constructive 0.59 Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Canada should only offer student visa for university programs. Find them and deport them . Which will take another 5 yrs i guess. 😂😂
Canada should only offer student visa for university programs. Find them and deport them . Which will take another 5 yrs i guess. 😂😂
Identity Attack0.084182754
Insult0.04207976
Profanity0.016479544
Threat0.05203775
Severe Toxicity0.0050354004
Low Tox 0.18364124 Low Con 0.241 Policy_Critique
Oct 21, 2025 IRCC Names India in Study …
These applicants were on a TEMPORARY student visa and a TEMPORARY work visa. Do not muddy the issue by terms like Racism, Genocide, Fairness, Persecution etc. All TEMPORARY holders must be traced and made to …
These applicants were on a TEMPORARY student visa and a TEMPORARY work visa. Do not muddy the issue by terms like Racism, Genocide, Fairness, Persecution etc. All TEMPORARY holders must be traced and made to leave the country. In this digital age, comments by the various government agencies (IRCC, CBSA etc.) not being able to track the illegals is a lame excuse.
Identity Attack0.08087392
Insult0.0811385
Profanity0.016616182
Threat0.010369381
Severe Toxicity0.0038337708
Low Tox 0.18079062 Constructive 0.501 Policy_Critique
Feb 27, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
10 deported! Pfffffff 10! There is like 3 million illegals in Canada by mid 2026 with “student” visas expired. @CitImmCanada get to work immediately, this is getting out of hand
10 deported! Pfffffff 10! There is like 3 million illegals in Canada by mid 2026 with “student” visas expired. @CitImmCanada get to work immediately, this is getting out of hand
Identity Attack0.10221587
Insult0.061276767
Profanity0.014976538
Threat0.009256045
Severe Toxicity0.0037002563
Low Tox 0.17891699 Low Con 0.265 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
You're all spot on! How is it even possible coming from US and declaring asylum in Canada? And then we have fake refugees, students overstaying visa and applying for refugee status and playing our system, …
You're all spot on! How is it even possible coming from US and declaring asylum in Canada? And then we have fake refugees, students overstaying visa and applying for refugee status and playing our system, rejected applicants enjoying our health care system etc. What a mess and insult to genuine applicants who lined up and went legally through the immigration system.
Identity Attack0.10221587
Insult0.075868964
Profanity0.014054239
Threat0.007094103
Severe Toxicity0.003566742
Low Tox 0.17805049 Constructive 0.702 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Hello from Canada. There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed. There is no divide at all. Canadians overwhelming support much tighter immigration …
Hello from Canada. There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed. There is no divide at all. Canadians overwhelming support much tighter immigration and for people overstaying visa holders to leave when they expire. Getting a student visa obviously doed not mean you get to stay. The previous immjgration system was a disaster and we are suffering for the damage done and will be for a long time.
Identity Attack0.052035484
Insult0.083359696
Profanity0.016342908
Threat0.007754337
Severe Toxicity0.0034713745
Low Tox 0.17718399 Constructive 0.75 Policy_Critique
Feb 14, 2026 Canada's tighter immigration policy divides …
In India, education and civic sense are still a threshold to be met at par standards- then there's oecd lvl which is above the avg standard😅. - Early immigrants were merely functionally literate...though managed being …
In India, education and civic sense are still a threshold to be met at par standards- then there's oecd lvl which is above the avg standard😅. - Early immigrants were merely functionally literate...though managed being less in numbers. But today Why don't these 1st world countries set criteria for visa just like a strict driving licence which includes more than basic English, how to stand in a line, how to throw garbage in the bin, where to park your vehicle, no loud music, and no public processions if they don't relate to host country. It would have worked fine. Then there's fugitives being granted refuge in UK and Canada. How can they expect social order with ageing demographics?!
Identity Attack0.1064171
Insult0.0806213
Profanity0.035148825
Threat0.0068999166
Severe Toxicity0.004634857
Low Tox 0.17545098 Constructive 0.541 Policy_Critique
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians here on student visas held a hunger strike complaining about human rights and demanding permanent residency…..imagine Canadians did that in India, or anywhere else for that matter
Indians here on student visas held a hunger strike complaining about human rights and demanding permanent residency…..imagine Canadians did that in India, or anywhere else for that matter
Identity Attack0.22458547
Insult0.03665562
Profanity0.014464149
Threat0.007832011
Severe Toxicity0.003929138
Low Tox 0.17371799 Moderate Con 0.354 Comparative_Framing
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
to the people angry at immegration i have a few questions . the immegrants bharampton whos country are they working for india or canada ? where would the money that they produce go to india …
to the people angry at immegration i have a few questions . the immegrants bharampton whos country are they working for india or canada ? where would the money that they produce go to india or canada ? where would they live and help make better . so let me ask u what is ur problem with immegration when ur the country that benefiting from it ? when u are having new jobs , a better demographics etc etc from this deal why hate them ? also no u cant just issue political assylum in canada . u need a student visa u have to work for it as well
Identity Attack0.10757765
Insult0.0670459
Profanity0.024951037
Threat0.0077025536
Severe Toxicity0.0043296814
Low Tox 0.1693855 Constructive 0.685 Economic_Argument
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
How they entered Canada? That time you didn’t check? And also you Canada deliberately accepted all type of students, allowed so called colleges to start just to accomodate these students and took huge money from …
How they entered Canada? That time you didn’t check? And also you Canada deliberately accepted all type of students, allowed so called colleges to start just to accomodate these students and took huge money from them as visa , tuition fees and tsx and now you want them to be out bcos you got what you want. I am talking about students who are there legally. Why blaming Indians as a whole? If some are staying there illegaly take action.Legal students or workers are there bcos your country allowed and remember Canda is not giving them anything for free instead Canada got an economic boost .
Identity Attack0.11396073
Insult0.06407392
Profanity0.023243073
Threat0.0078449575
Severe Toxicity0.0044059753
Low Tox 0.16851899 Constructive 0.675 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
like the person who comes under a student visa, is here for months or years, and then when it comes time for them to go home, they make an asylum claim? If a claim is …
like the person who comes under a student visa, is here for months or years, and then when it comes time for them to go home, they make an asylum claim? If a claim is not made the minute they cross the border, they are totally bogus.
Identity Attack0.027614836
Insult0.083112895
Profanity0.020783609
Threat0.0074954215
Severe Toxicity0.0024795532
Low Tox 0.16851899 Moderate Con 0.316 Policy_Critique
Feb 24, 2026 6 likes 'We do know that there's …
As an Indian.. it's totally unfair if someone goes on their country illegally with fake visa stuffs...
As an Indian.. it's totally unfair if someone goes on their country illegally with fake visa stuffs...
Identity Attack0.13805299
Insult0.04207976
Profanity0.026044132
Threat0.0068869707
Severe Toxicity0.0031089783
Low Tox 0.16765249 Constructive 0.521 Moral_Argument
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)

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.