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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: "He is a student of …" 755 comments · Page 23 of 31
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 …
I lived in Oshawa Ontario for 4-months due to student exchange. My school was mostly Indians, when i arrived to Canada I genuinely felt like I was in India.
I lived in Oshawa Ontario for 4-months due to student exchange. My school was mostly Indians, when i arrived to Canada I genuinely felt like I was in India.
Identity Attack0.10221587
Insult0.020901557
Profanity0.01620627
Threat0.006427396
Severe Toxicity0.0023269653
Low Tox 0.09308127 Constructive 0.641 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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)
Some Indian students go missing to other states and their family make a drama that their students are missing, actually they fleed to other states such as Quebec, and others. Some even fled to USA.
Some Indian students go missing to other states and their family make a drama that their students are missing, actually they fleed to other states such as Quebec, and others. Some even fled to USA.
Identity Attack0.06431354
Insult0.023608726
Profanity0.012141321
Threat0.0065697995
Severe Toxicity0.0015163422
Low Tox 0.091913216 Moderate Con 0.403
Sep 27, 2025 19 likes IRCC Names India in Study …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which saw a significant increase especially after mid-2022. About over one quarter of the new immigrants are from India and Pakistan. This likely explains how Brampton became the fastest growing city in Canada (ninth most populous municipality in Canada) and the third largest city in Ontario surpassing Mississauga at the start of 2025 behind Toronto and Ottawa. Trudeau preached immigration diversity but this is not diversity when over a quarter came from 2 countries.
Identity Attack0.04177703
Insult0.030926194
Profanity0.01220964
Threat0.0066280556
Severe Toxicity0.0019359589
Low Tox 0.09112182 Constructive 0.635 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Last year, they said that 114,000 Indian students in Canada did not attend classes, but not a single school reported this issue to the IRCC because, guess what, the students still pay their fees! So, …
Last year, they said that 114,000 Indian students in Canada did not attend classes, but not a single school reported this issue to the IRCC because, guess what, the students still pay their fees! So, the schools are complicit, filling those seats as empty and making more money by selling one spot to two students. These are the same schools that appear on your TV screens saying, "cutting down the number of international students means they would be out of work and have to end some of their programs."
Identity Attack0.038167715
Insult0.030375287
Profanity0.017845914
Threat0.0072235605
Severe Toxicity0.0021266937
Low Tox 0.09033044 Constructive 0.576 Policy_Critique
Sep 29, 2025 36 likes IRCC Names India in Study …
IMO the big thing is that more housing and infrastructure need to be built to keep pace with people in an area - as housing standards are being violated - like 8 people living in …
IMO the big thing is that more housing and infrastructure need to be built to keep pace with people in an area - as housing standards are being violated - like 8 people living in an apartment is just extreme even for student housing. The crime rate dropped off massively we need to be careful about it increasing however more people equals more crime but equal or lower per capita crime rate. Poverty is always going to be poverty. The poverty issue is made worse because chornically unemployed pepole have seen their supports not keep up with inflation to the point its basically impossible to get housing on social safety net payments. This means that unemployed people basically end up homeless now. 7 m² per person for rooms with four or more occupants aged 18 or older. People should not just be packed into buildings that violate legal space and housing standards. The whole community IS government not a religious organization. This really frustrates me because the government should be insuring those standards are met not privatization of humanitarianism. Government should be humanitarian.
Identity Attack0.00984143
Insult0.033901088
Profanity0.021876704
Threat0.007935578
Severe Toxicity0.002336502
Low Tox 0.08716487 Constructive 0.802
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
30 + years in this city and i have seen the changes. I dont want to single out students but they are the main reason for it. Fake car insurances and expensive cars they cant …
30 + years in this city and i have seen the changes. I dont want to single out students but they are the main reason for it. Fake car insurances and expensive cars they cant afford. Results in my insurance being higher by default. Many students coming here and not studying but getting on trucks as soon as they get their license makes brampton one of if not the most city with trucking companies . Sheridan college with its low standards dooms the city. Multiculturalism is good but when people ruin that for others for their own cash grab methods makes this city extremely expensive to live in.
Identity Attack0.014048826
Insult0.033239998
Profanity0.016342908
Threat0.007249452
Severe Toxicity0.001707077
Low Tox 0.08241652 Constructive 0.644 Personal_Narrative
Nov 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
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...
😂😂😂theyre only going to name the numbers ethnicity or figures lol Canada NEVER EVER removes or ever took action to remove them. NEVER ever will. 😂😂 These students are living in 700,000$ houses paying mortgages …
😂😂😂theyre only going to name the numbers ethnicity or figures lol Canada NEVER EVER removes or ever took action to remove them. NEVER ever will. 😂😂 These students are living in 700,000$ houses paying mortgages and driving 85k financed cars and working 150,000$ jobs 😂😂
Identity Attack0.02048012
Insult0.021481665
Profanity0.017914234
Threat0.008505191
Severe Toxicity0.0029182434
Low Tox 0.081625134 Moderate Con 0.303
Sep 29, 2025 IRCC Names India in Study …
i was watching this thing long time and it was my clear understanding that it is a some sort of government political bribe to Indian government every single student and teacher was watching this thing …
i was watching this thing long time and it was my clear understanding that it is a some sort of government political bribe to Indian government every single student and teacher was watching this thing my son and lot of canadian citizen student in george brown college could not get CO-OP so they could not carry on education while overseas student specially Indian student got CO-OP either in my company . when i call my MMP they didn't reply so far now these student are working in Tim Horton
Identity Attack0.052035484
Insult0.025413504
Profanity0.014259194
Threat0.006848133
Severe Toxicity0.0020980835
Low Tox 0.08083374 Constructive 0.662 Personal_Narrative
Oct 6, 2025 IRCC Names India in Study …
3:45 "It's what investors want, its what businesses want, it's what individuals need" as usual, no mention of the young Canadians drowning under massive rent and low entry level opportunities that were born here and …
3:45 "It's what investors want, its what businesses want, it's what individuals need" as usual, no mention of the young Canadians drowning under massive rent and low entry level opportunities that were born here and don't have an "out" to go to a different country. But oh no think of the poor international students!! Think of the businesses!
Identity Attack0.022992345
Insult0.02657372
Profanity0.0117997285
Threat0.007249452
Severe Toxicity0.0017166138
Low Tox 0.079250954 Constructive 0.574 Policy_Critique
Jan 26, 2026 Why Canada’s immigration system has …
I never seen international students will want the language to be changed in English in College/Universities which is so outrageous. If they don't like it then Quebec is not that province for you. 😂
I never seen international students will want the language to be changed in English in College/Universities which is so outrageous. If they don't like it then Quebec is not that province for you. 😂
Identity Attack0.019676208
Insult0.028502205
Profanity0.013405213
Threat0.006045496
Severe Toxicity0.0012397766
Low Tox 0.079250954 Moderate Con 0.461
Nov 1, 2025 1 likes Why Canadians Are Turning Against …
College in Canada, IRCC is Canadian, Approving officer is Canadian, Money paid is CAD, Recipient is Canadian, Tax on that is paid to CRA, They are charged 4 times more than local students, And still …
College in Canada, IRCC is Canadian, Approving officer is Canadian, Money paid is CAD, Recipient is Canadian, Tax on that is paid to CRA, They are charged 4 times more than local students, And still how can you blame this on the other countries (India) when its allowed by you (Canada).. 😅😅
Identity Attack0.04538634
Insult0.025413504
Profanity0.012346277
Threat0.006084333
Severe Toxicity0.0019264221
Low Tox 0.07845957 Moderate Con 0.475
Sep 30, 2025 IRCC Names India in Study …
Majority of those missing students are Uber drivers. Fact.
Majority of those missing students are Uber drivers. Fact.
Identity Attack0.008916483
Insult0.034341812
Profanity0.011765569
Threat0.0059678215
Severe Toxicity0.0010538101
Low Tox 0.07845957 Moderate Con 0.314
Sep 29, 2025 80 likes IRCC Names India in Study …
Pemi Gill can't even tell the exact number of students that were here in Canada, and disappear without a trace, hiding???
Pemi Gill can't even tell the exact number of students that were here in Canada, and disappear without a trace, hiding???
Identity Attack0.011173353
Insult0.025929155
Profanity0.011099464
Threat0.012026439
Severe Toxicity0.0020885468
Low Tox 0.077668175 Low Con 0.254
Oct 24, 2025 IRCC Names India in Study …
Here is another one . In Canada, foreign students or temporary workers , non Citizens can apply and receive firearms licenses and can buy non restricted guns . This is not allowed in 90% of …
Here is another one . In Canada, foreign students or temporary workers , non Citizens can apply and receive firearms licenses and can buy non restricted guns . This is not allowed in 90% of countries around the world, including the most gun liberal country in the world. The United States of Amarica will not license a foreigner to own or buy a gun.
Identity Attack0.04641757
Insult0.019225692
Profanity0.011441057
Threat0.011767523
Severe Toxicity0.0025749207
Low Tox 0.07687678 Moderate Con 0.412 Policy_Critique
Mar 3, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Most of them came here as students not as immigrants.
Most of them came here as students not as immigrants.
Identity Attack0.06385879
Insult0.018774498
Profanity0.013371054
Threat0.0060325502
Severe Toxicity0.0014972687
Low Tox 0.07687678 Moderate Con 0.361
Nov 28, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
9:06 he came as a student he is done with studying
9:06 he came as a student he is done with studying
Identity Attack0.010581387
Insult0.020385906
Profanity0.026044132
Threat0.009592636
Severe Toxicity0.003376007
Low Tox 0.075294 Low Con 0.299 Question
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Actually India is part of BRI-BRICS, many students-tourists-workers going to China-Russia..CGTN The Point-Hub-Heat, Race to the Future and Modernization..RT International Africa Summit-SPIEF..Alex Reporterfy Media
Actually India is part of BRI-BRICS, many students-tourists-workers going to China-Russia..CGTN The Point-Hub-Heat, Race to the Future and Modernization..RT International Africa Summit-SPIEF..Alex Reporterfy Media
Identity Attack0.04796442
Insult0.018645585
Profanity0.021945024
Threat0.010110466
Severe Toxicity0.0036811829
Low Tox 0.075294 Moderate Con 0.4 Advertisement_Spam
Oct 1, 2025 IRCC Names India in Study …
Unfortunately, lowering the number of foreign students is significantly hurting colleges. Do I know the answer? No.
Unfortunately, lowering the number of foreign students is significantly hurting colleges. Do I know the answer? No.
Identity Attack0.045901958
Insult0.017614283
Profanity0.013268576
Threat0.007857903
Severe Toxicity0.0016117096
Low Tox 0.07371122 Moderate Con 0.461
Jan 17, 2026 Canada’s new rules in 2026
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...

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.