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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: "And why those with visas …" 441 comments · Page 13 of 18
First, they should fire right now those goverment officials who don't know data about students. Actually they should take responsability about their jobs. It's simple: send an ultimatum to students and colleges and after start …
First, they should fire right now those goverment officials who don't know data about students. Actually they should take responsability about their jobs. It's simple: send an ultimatum to students and colleges and after start revoking visas and licenses.
Identity Attack0.0076955543
Insult0.028502205
Profanity0.013576009
Threat0.028379176
Severe Toxicity0.0022506714
Low Tox 0.09611836 Moderate Con 0.318
Oct 6, 2025 IRCC Names India in Study …
I read a story about a guy a few years ago who came from India on a student Visa and planned on staying and therefore wanted to change the Canadian flag. He said he was …
I read a story about a guy a few years ago who came from India on a student Visa and planned on staying and therefore wanted to change the Canadian flag. He said he was appalled and felt as a migrant it was offensive because Canada and by extension its flag was part of the Commonwealth and Britain's imperialist history with India made the Canadian flag offensive. 😳 I probably don't have to tell you what kind of comments he got.
Identity Attack0.060675595
Insult0.027347196
Profanity0.013576009
Threat0.007081157
Severe Toxicity0.0020313263
Low Tox 0.09525062 Constructive 0.74
Aug 25, 2025 22 likes Why Canadians Are Turning Against …
Most head hunters are also Indian based. 71% of H1-B visa holders are from India, only 1% Canadian and even these ones have many from Indian background.
Most head hunters are also Indian based. 71% of H1-B visa holders are from India, only 1% Canadian and even these ones have many from Indian background.
Identity Attack0.10221587
Insult0.021159383
Profanity0.01261955
Threat0.0064144502
Severe Toxicity0.0018405914
Low Tox 0.09525062 Moderate Con 0.317 Unverified_Claim
Oct 4, 2025 IRCC Names India in Study …
many government offcials are Indian descents like Pemi Gill. for some reasons they would like to help indians get all kinds visa and eventually PR or even citizenship
many government offcials are Indian descents like Pemi Gill. for some reasons they would like to help indians get all kinds visa and eventually PR or even citizenship
Identity Attack0.094936445
Insult0.023093075
Profanity0.02344803
Threat0.008323951
Severe Toxicity0.0029945374
Low Tox 0.09481675 Moderate Con 0.425
Sep 28, 2025 26 likes IRCC Names India in Study …
4.9 million Visa holders, mostly from India! Visa holders are not immigrants.
4.9 million Visa holders, mostly from India! Visa holders are not immigrants.
Identity Attack0.08831879
Insult0.019419061
Profanity0.013849284
Threat0.0063238298
Severe Toxicity0.0018405914
Low Tox 0.09438288 Moderate Con 0.319 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Well Canada needs something ICE. I made sure to arrive here with PR, I had the requirement etc. I didnt use fake student visa and then expect to stay. These people do not add anything …
Well Canada needs something ICE. I made sure to arrive here with PR, I had the requirement etc. I didnt use fake student visa and then expect to stay. These people do not add anything to society if they are not honest members of it.
Identity Attack0.016259583
Insult0.038566336
Profanity0.012961143
Threat0.0065115434
Severe Toxicity0.0015258789
Low Tox 0.09394901 Constructive 0.536 Personal_Narrative
Jan 15, 2026 4 likes 2.9 million Canadian temporary visas …
there is a simple solution. create a federal or provincial standardize test equivalent to what they should have. if they didn't pass, don't issue the visa. i have studied indian students. almost 99% them would …
there is a simple solution. create a federal or provincial standardize test equivalent to what they should have. if they didn't pass, don't issue the visa. i have studied indian students. almost 99% them would not be able to come. trust me
Identity Attack0.068465814
Insult0.019483518
Profanity0.015454767
Threat0.008168601
Severe Toxicity0.00207901
Low Tox 0.09351514 Moderate Con 0.496
Oct 1, 2025 1 likes IRCC Names India in Study …
There are many Indian International " Students " visas expired. They are still in Canada. You can find them at Amazon warehouses
There are many Indian International " Students " visas expired. They are still in Canada. You can find them at Amazon warehouses
Identity Attack0.07425626
Insult0.023995465
Profanity0.013302735
Threat0.0064532873
Severe Toxicity0.0018978119
Low Tox 0.09308127 Moderate Con 0.416
Dec 25, 2025 56 likes Deportations From Canada at Their …
student visa = uber eats driver pass = financing car = leaving and not paying anything = jalandar citizen
student visa = uber eats driver pass = financing car = leaving and not paying anything = jalandar citizen
Identity Attack0.0068446035
Insult0.03312982
Profanity0.019895468
Threat0.006757513
Severe Toxicity0.0023174286
Low Tox 0.0926474 Low Con 0.298 Unverified_Claim
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They should not renew their visas anymore!
They should not renew their visas anymore!
Identity Attack0.027815815
Insult0.018323302
Profanity0.013302735
Threat0.008077981
Severe Toxicity0.0018310547
Low Tox 0.08637348 Low Con 0.231
Jan 15, 2026 8 likes 2.9 million Canadian temporary visas …
They aren’t deporting anyone. They are excepting the “student “ immigrants from USA who is having their “student visa” reviewed. So Carnie/Liberals are looking for voters.
They aren’t deporting anyone. They are excepting the “student “ immigrants from USA who is having their “student visa” reviewed. So Carnie/Liberals are looking for voters.
Identity Attack0.047190998
Insult0.024511116
Profanity0.011423977
Threat0.006537435
Severe Toxicity0.0014781952
Low Tox 0.083999306 Low Con 0.235 Policy_Critique
Sep 28, 2025 IRCC Names India in Study …
There are many problems with anti-immigrant rhetoric and one of them is the classification who is and who isn't an immigrant and the question of when does a person stop becoming an immigrant and become …
There are many problems with anti-immigrant rhetoric and one of them is the classification who is and who isn't an immigrant and the question of when does a person stop becoming an immigrant and become a Canadian? A significant portion of people living in Canada are first/second/third generation Canadians and so, how do we classify these people, are they immigrants or are they not? And what of their parents/grandparents who immigrated, are they? It's very important to note that without their ancestor parents, all these first/second/third gen Canadians will not be here and they are now 'Canadians' today because we had pro-immigration laws. Also, the idea of accessing services is by itself, very problematic. I spent the first 4 years of my life here paying high tuition fees as well as tax that are used to subsidize fellow Canadians' tuition fees yet I'm not able to access any government services. Following graduation, I worked as a worker on visa where my tax was no less than an average Canadian yet government services were very much inaccessible to me. It was only after I became permanent resident, that somehow everything suddenly became available to me. I have been tax paying 6-7 years before I became a PR here yet all those years, I wasn't able to access a single thing yet somehow, after I became PR, I'm eligible for everything? The tax argument doesn't make sense at all. I will be eligible to apply for citizenship in like a year and does that mean now I am one of you, Canadians?
Identity Attack0.060220852
Insult0.025155678
Profanity0.012926984
Threat0.006861079
Severe Toxicity0.002002716
Low Tox 0.08320791 Constructive 0.865
Oct 25, 2017 4 likes How much do refugees and …
Dubai, UAE and other GCC countries are also expanding their populations to grow economy. But they do not grant citizenship to any one. They just grant work visas and kick anyone out who violates local …
Dubai, UAE and other GCC countries are also expanding their populations to grow economy. But they do not grant citizenship to any one. They just grant work visas and kick anyone out who violates local laws or customs. Canada should follow same path.
Identity Attack0.018972786
Insult0.020256994
Profanity0.012995303
Threat0.04098356
Severe Toxicity0.0031280518
Low Tox 0.08241652 Moderate Con 0.485 Comparative_Framing
Feb 6, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
I meet a young women ilegal from Tunisia get student visa to go Canada to USA , she was workimg ilegal in USA until paid to married etc
I meet a young women ilegal from Tunisia get student visa to go Canada to USA , she was workimg ilegal in USA until paid to married etc
Identity Attack0.06385879
Insult0.019419061
Profanity0.014464149
Threat0.0063432488
Severe Toxicity0.0018978119
Low Tox 0.081625134 Constructive 0.532 Personal_Narrative
Feb 22, 2026 Inside Canada's Indian Invasion...
IRCC declined visas for genuine tourists who want to unite with their family and approving visas for fraud applications.
IRCC declined visas for genuine tourists who want to unite with their family and approving visas for fraud applications.
Identity Attack0.009619443
Insult0.032909457
Profanity0.0127561875
Threat0.0064985976
Severe Toxicity0.0012207031
Low Tox 0.08004235 Moderate Con 0.408 Policy_Critique
Oct 4, 2025 1 likes IRCC Names India in Study …
I came to Canada to travel but on an immigration visa in 1965, I got a job from Canada employment centre for 1.50 where nobody spoke english , I quit after 1 day. A week …
I came to Canada to travel but on an immigration visa in 1965, I got a job from Canada employment centre for 1.50 where nobody spoke english , I quit after 1 day. A week later I found a job in the machineshop for 3.00 Dollars. Good thing the foreman found a portugiese employee who translated from spanish to english, I myself spoke german, ever since then I did I was on the upswing. The government gave me nothing, had enough money to go back. Always a dictionary in my pocket. In six weeks i know enough english to make the driverlicence and bought a car.
Identity Attack0.022590388
Insult0.030926194
Profanity0.019895468
Threat0.0069646453
Severe Toxicity0.0020122528
Low Tox 0.07687678 Constructive 0.654
Aug 10, 2019 14 likes How much do refugees and …
Should’ve came to Winnipeg Manitoba, it’s the same thing over here, send em home their visas expired
Should’ve came to Winnipeg Manitoba, it’s the same thing over here, send em home their visas expired
Identity Attack0.024801146
Insult0.022319598
Profanity0.012141321
Threat0.0077025536
Severe Toxicity0.0019454956
Low Tox 0.07687678 Moderate Con 0.335 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
2:21 This guy is extending is Visa for at least a year more
2:21 This guy is extending is Visa for at least a year more
Identity Attack0.008694496
Insult0.021481665
Profanity0.020646973
Threat0.008789998
Severe Toxicity0.002937317
Low Tox 0.07608539 Low Con 0.271 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
As a brit living in Calgary, who is currently trying to jump through several hoops to try and gain PR, it's super tough and disheartening to see so many people here who don't speak english, …
As a brit living in Calgary, who is currently trying to jump through several hoops to try and gain PR, it's super tough and disheartening to see so many people here who don't speak english, don't work in a skilled profession, and don't engage with the Canadian community or culture. To expand on that, I have a great job in construction estimating on $85k a year, I speak fluent english (of course), I rent my own condo, my partner is Canadian and I have multiple Canadian friends. Yet, still I'm not convinced my PR visa will ever be granted. Then I walk into Tim Hortons or Subway and the foreign workers there can't understand a word I'm saying... how is that right??
Identity Attack0.027815815
Insult0.030595649
Profanity0.016103793
Threat0.0066668927
Severe Toxicity0.001964569
Low Tox 0.075294 Constructive 0.831
Sep 23, 2025 140 likes Inside Canada's Indian Metropolis (Brampton)
It is absolutely wild the difference in immigration now vs pre-2015. I had a brief marriage in my early 20’s to a man that was a Turkish PR and when we had our child in …
It is absolutely wild the difference in immigration now vs pre-2015. I had a brief marriage in my early 20’s to a man that was a Turkish PR and when we had our child in 2012 - back when Kenney was minister - we were unable to get a 3 week visitor visa approved for his mother and 17 year old sister to come to Halifax from Istanbul to meet the baby because they were considered at risk for not leaving. This is despite my former MiL providing documents showing she had property, a business and an ailing husband to return to. They appealed the decision once, the result was the same and they were then told they couldn’t re-apply for a certain length of time. We ended up taking the baby there when he was a few months old as it was so much easier. Now everything’s a free for all
Identity Attack0.031980325
Insult0.028612386
Profanity0.017436003
Threat0.0067445673
Severe Toxicity0.0020122528
Low Tox 0.07450261 Constructive 0.773 Personal_Narrative
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The exact same thing is happening in Australia, there is an estimated over 300,000 people here, mainly Indians that are here illegally. Their visas have expired or have been cancelled and are refusing to leave. …
The exact same thing is happening in Australia, there is an estimated over 300,000 people here, mainly Indians that are here illegally. Their visas have expired or have been cancelled and are refusing to leave. Our government has done nothing to force them to leave.
Identity Attack0.06749674
Insult0.017420914
Profanity0.013576009
Threat0.006874025
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.638 Comparative_Framing
Sep 29, 2025 IRCC Names India in Study …
I’m from a rural northern Alberta town with a population of less than 3000 people and the Indian demographic has probably doubled our population. The immigration of primarily Indian “temporary” immigrants is not isolated to …
I’m from a rural northern Alberta town with a population of less than 3000 people and the Indian demographic has probably doubled our population. The immigration of primarily Indian “temporary” immigrants is not isolated to western Canada or to large cities. Most are here on student visas but are also somehow business owners / owner operators and have since invited large families to relocate here. It has complete changed the culture of the town. Also, Alberta has one major highway from north to south and the amount of semi truck crashes along our highway and dangerous goods routes have probably quadrupled. :(
Identity Attack0.057492398
Insult0.023221988
Profanity0.015181494
Threat0.006589218
Severe Toxicity0.002117157
Low Tox 0.07291982 Constructive 0.736 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Brampton is God's country, where insurance is low due to the honest people that live in Brampton, to live in Brampton you require a special visa.
Brampton is God's country, where insurance is low due to the honest people that live in Brampton, to live in Brampton you require a special visa.
Identity Attack0.031464707
Insult0.023866551
Profanity0.013712646
Threat0.006039023
Severe Toxicity0.001707077
Low Tox 0.071337044 Moderate Con 0.496 Humor_Satire
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
When generations immigrated to Canada many years ago they were not given thousands of dollars, and were expected to up hold the law. Now the goverment is allowing illegal migrants and working visas that are …
When generations immigrated to Canada many years ago they were not given thousands of dollars, and were expected to up hold the law. Now the goverment is allowing illegal migrants and working visas that are long outdated into the country for liberal votes, so they can remain in power
Identity Attack0.03894114
Insult0.02283525
Profanity0.010211324
Threat0.0061231707
Severe Toxicity0.0012683868
Low Tox 0.0665887 Moderate Con 0.487
Sep 1, 2025 1 likes 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)

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.