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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: "He is a student of …" 755 comments · Page 22 of 31
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students …
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students alone contribute over $22 billion annually to the economy, effectively subsidizing the entire Canadian higher education system. In the healthcare sector, immigrants make up nearly 37% of physicians and 43% of pharmacists, with a massive percentage coming from the Indian diaspora. They are the ones keeping the clinics and pharmacies open for everyone. ​The impact stretches into every part of daily life, as over 56% of transport companies and 53% of restaurants are immigrant-run. Without them, grocery shelves would be empty and the supply chain would collapse. Furthermore, nearly half of the tech and software design sector is powered by the immigrant community. Beyond labor, some of the wealthiest people and biggest job creators in Canada are of Indian origin, such as David Cheriton and Prem Watsa, who have invested billions into the country. The Indian community isn't just visiting Canada; they are building, funding, and healing it every single day.
Identity Attack0.07921951
Insult0.03136692
Profanity0.016411226
Threat0.0067834044
Severe Toxicity0.0025367737
Low Tox 0.10609736 Constructive 0.704 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada 🇨🇦 MARKETED “STUDY, WORK, P.R”. Which means they guaranteed Permanent Residency route to Students and using a Country to name for Punching Bag is way to throw blame
Canada 🇨🇦 MARKETED “STUDY, WORK, P.R”. Which means they guaranteed Permanent Residency route to Students and using a Country to name for Punching Bag is way to throw blame
Identity Attack0.023193322
Insult0.029163294
Profanity0.014532468
Threat0.019228047
Severe Toxicity0.0031280518
Low Tox 0.10609736 Low Con 0.257
Sep 30, 2025 IRCC Names India in Study …
international "student" >looks like he is in his 40s
international "student" >looks like he is in his 40s
Identity Attack0.009989422
Insult0.04090862
Profanity0.015625564
Threat0.006641001
Severe Toxicity0.001964569
Low Tox 0.10609736 Low Con 0.221 Unverified_Claim
Oct 1, 2025 124 likes Inside Canada's Indian Metropolis (Brampton)
Came here as a student not surprisingly and he’s probably here illegally on a expired student visa 🤦‍♂️
Came here as a student not surprisingly and he’s probably here illegally on a expired student visa 🤦‍♂️
Identity Attack0.034300596
Insult0.031256735
Profanity0.015728042
Threat0.0062137907
Severe Toxicity0.002117157
Low Tox 0.10566349 Low Con 0.232 Unverified_Claim
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
India have a good universities because some countries accept their Indian people with bachelor degree as H1B visa program, but most India apply and accepted in Canada as student visa, how many finished and how …
India have a good universities because some countries accept their Indian people with bachelor degree as H1B visa program, but most India apply and accepted in Canada as student visa, how many finished and how many leave the country? because they allow them to work at the same time. who would not take advantage to Canadian foreign programs, and those Indian MP's in parliament will support this programs to help their kinds or country fellows to dominate this country.
Identity Attack0.10221587
Insult0.02657372
Profanity0.0127561875
Threat0.007249452
Severe Toxicity0.0021743774
Low Tox 0.10522962 Constructive 0.525
Nov 30, 2025 IRCC Names India in Study …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
Well done. These are not students
Well done. These are not students
Identity Attack0.00880549
Insult0.03522326
Profanity0.015591404
Threat0.006925808
Severe Toxicity0.0015830994
Low Tox 0.103928015 Moderate Con 0.37
Sep 28, 2025 IRCC Names India in Study …
Back all Studente Tures and Eligaly pepele Canadian emegretion.
Back all Studente Tures and Eligaly pepele Canadian emegretion.
Identity Attack0.056582913
Insult0.029714199
Profanity0.011936366
Threat0.008453408
Severe Toxicity0.002861023
Low Tox 0.103928015 Low Con 0.289
Nov 18, 2025 1 likes IRCC Names India in Study …
9:51 of course ??! International students must pay more
9:51 of course ??! International students must pay more
Identity Attack0.035847444
Insult0.018838953
Profanity0.020920247
Threat0.0086087575
Severe Toxicity0.002861023
Low Tox 0.103494145 Low Con 0.271
Sep 19, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
Employers choose Indian students over local Canadian students bc they only have to pay them half as much. The other half of their wages are paid by us tax payers through a subsidy program. There's …
Employers choose Indian students over local Canadian students bc they only have to pay them half as much. The other half of their wages are paid by us tax payers through a subsidy program. There's nothing wrong with good honest working people moving to a new country and living and working like the locals. But when you live OFF of the locals tax dollars or cheat the system, it is not going to be healthy for immigrants, Canadians or the economy.
Identity Attack0.07673789
Insult0.028392024
Profanity0.0127561875
Threat0.006304411
Severe Toxicity0.00207901
Low Tox 0.103060275 Constructive 0.61 Economic_Argument
Oct 2, 2025 IRCC Names India in Study …
International students were ‘international’ before it became ruined by just one particular country 🤦🏽‍♂️
International students were ‘international’ before it became ruined by just one particular country 🤦🏽‍♂️
Identity Attack0.026007013
Insult0.030265106
Profanity0.018392462
Threat0.008375733
Severe Toxicity0.0020503998
Low Tox 0.102626406 Low Con 0.184 Identity_Assertion
Feb 18, 2026 22 likes Canadian immigration officers investigating hundreds …
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and …
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and needs an influx of people both for education and jobs. Indians are enticed to come because they hear about towns that cater towards Indians like Brampton. Chinese people used to be the majority of immigrants and that was because Chinatowns would cater to them. Not to mention, these immigrants likely have temporary worker or student visas. These an whole thing with the student visas but I don't want to get into it. So Amazon and other large companies need a lot of workers for their demand and look outside of Canada to fill the job numbers. Meanwhile, Canadians that have been here for awhile are on the streets and jobless. So basically, Canada needs immigration for its demand but I think when too many people come all at once and from usually one country, Canadians will notice the change and feel the tensions that come with it.
Identity Attack0.08004672
Insult0.027476108
Profanity0.015625564
Threat0.0069516995
Severe Toxicity0.0024032593
Low Tox 0.09958932 Constructive 0.716
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
They're not students maybe. Then they will apply for asylum
They're not students maybe. Then they will apply for asylum
Identity Attack0.034300596
Insult0.023608726
Profanity0.01805087
Threat0.007974415
Severe Toxicity0.0020980835
Low Tox 0.09872158 Low Con 0.231
Sep 28, 2025 IRCC Names India in Study …
Common sense was replaced by greed... as mark millar said. "International students were lucrative "
Common sense was replaced by greed... as mark millar said. "International students were lucrative "
Identity Attack0.007806548
Insult0.045593183
Profanity0.012585391
Threat0.0060131317
Severe Toxicity0.0011491776
Low Tox 0.09872158 Moderate Con 0.425 Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
Ive been here for alist 10 years. here's the general Canadian narrative everyone says: "when we came we worked hard, but tge new commers don't want to work." it's a false argument based on assumption. …
Ive been here for alist 10 years. here's the general Canadian narrative everyone says: "when we came we worked hard, but tge new commers don't want to work." it's a false argument based on assumption. i think the main problem is actually the fake students. it has to do with the government and not the people.
Identity Attack0.020882076
Insult0.043250903
Profanity0.013268576
Threat0.0063626673
Severe Toxicity0.0014305115
Low Tox 0.09741997 Constructive 0.677
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
supply and demand at work here. this immigration issue should be blamed on corporations that want cheap labour that they control everything about. hold tim hortons and their ilk accountable. now stuff has got tough …
supply and demand at work here. this immigration issue should be blamed on corporations that want cheap labour that they control everything about. hold tim hortons and their ilk accountable. now stuff has got tough for everyone immigrants, students and citizens. companies have turned win win to lose lose lose.
Identity Attack0.034042787
Insult0.029934563
Profanity0.01220964
Threat0.0074436385
Severe Toxicity0.001964569
Low Tox 0.09741997 Moderate Con 0.475
Sep 29, 2025 IRCC Names India in Study …
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits …
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits and issuing so many student visas. Canadians should hold government accountable and elected members and see who gets profit by forming such enterprises.
Identity Attack0.06340405
Insult0.030154925
Profanity0.010774951
Threat0.0074048014
Severe Toxicity0.0019836426
Low Tox 0.0969861 Moderate Con 0.466 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a city worker, I personally saw signs on grass and intersections in colleges and universities to contact them to circumvent the immigration system. And Allow students to stay when they should have been sent …
As a city worker, I personally saw signs on grass and intersections in colleges and universities to contact them to circumvent the immigration system. And Allow students to stay when they should have been sent home. Our government is so complacent.This was out in plain sight.
Identity Attack0.011025362
Insult0.039151907
Profanity0.012858666
Threat0.006330303
Severe Toxicity0.0012397766
Low Tox 0.09655223 Constructive 0.621 Personal_Narrative
Feb 18, 2026 3 likes LILLEY UNLEASHED: The fall of …
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 …
Even skilled trade jobs are marketed to international students as a pathway to obtain permanent residency in Canada. the Canadian immigration system currently faces issues with corruption. This environment creates opportunities for scams, prompting individuals …
Even skilled trade jobs are marketed to international students as a pathway to obtain permanent residency in Canada. the Canadian immigration system currently faces issues with corruption. This environment creates opportunities for scams, prompting individuals to engage in various forms of fraud to gain extra points and secure invitations for permanent residency. On housing, seems that the government is attempting to inflate housing prices, as this strategy significantly boosts the economy by presenting favorable GDP figures on paper.
Identity Attack0.017465452
Insult0.046178754
Profanity0.016172111
Threat0.006977591
Severe Toxicity0.0019454956
Low Tox 0.09611836 Moderate Con 0.484 Unverified_Claim
Jun 23, 2025 How Canada broke its immigration …
Blame immigration for issuing student permit to a particular country when they know that more than half of these colleges are only there to earn money and their educational curriculum are not up to standard.
Blame immigration for issuing student permit to a particular country when they know that more than half of these colleges are only there to earn money and their educational curriculum are not up to standard.
Identity Attack0.055673428
Insult0.023221988
Profanity0.011577694
Threat0.006550381
Severe Toxicity0.0015640259
Low Tox 0.09568449 Low Con 0.278
Sep 28, 2025 141 likes IRCC Names India in Study …
If 79,000 students go missing, I assume this is 79,000 cases of fraud. The Canadian Govt should be arranging mass deportation for these individuals using smart systems available.
If 79,000 students go missing, I assume this is 79,000 cases of fraud. The Canadian Govt should be arranging mass deportation for these individuals using smart systems available.
Identity Attack0.016259583
Insult0.030926194
Profanity0.011646013
Threat0.011612174
Severe Toxicity0.0019741058
Low Tox 0.09568449 Moderate Con 0.393 Policy_Critique
Sep 29, 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 …
Students from North West India come and become refusiee, involve in labour job, driver, farmer Change identity
Students from North West India come and become refusiee, involve in labour job, driver, farmer Change identity
Identity Attack0.06476828
Insult0.031036375
Profanity0.015693882
Threat0.007948523
Severe Toxicity0.0037765503
Low Tox 0.09525062 Low Con 0.255 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
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 …

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.