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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 11 of 31
“Student drivers” ruined already Texas trash roads.
“Student drivers” ruined already Texas trash roads.
Identity Attack0.04951127
Insult0.27146968
Profanity0.024404489
Threat0.007637825
Severe Toxicity0.0044822693
Moderate 0.30464804 Low Con 0.169 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This is wrong. Fire those immigration officials responsible and bring them in court. Deport those students as it harms our social services.
This is wrong. Fire those immigration officials responsible and bring them in court. Deport those students as it harms our social services.
Identity Attack0.28034934
Insult0.09124154
Profanity0.027820412
Threat0.13717735
Severe Toxicity0.012283325
Moderate 0.30464804 Moderate Con 0.378
Sep 29, 2025 4 likes IRCC Names India in Study …
I'm a filipino PR. I used to work at Subway. My white canadian manager was nice and hiring whoever is qualified, even young students. Sadly, he was transferred and got replaced by a indian manager. …
I'm a filipino PR. I used to work at Subway. My white canadian manager was nice and hiring whoever is qualified, even young students. Sadly, he was transferred and got replaced by a indian manager. Now he only hires indian. My fellow co-workers who were indians as well are mad at him. Not all indians are bad, but others are really abusing the system. I left that place. Best decision.
Identity Attack0.3817989
Insult0.14331897
Profanity0.04792466
Threat0.008815889
Severe Toxicity0.00919342
Moderate 0.30464804 Constructive 0.728
Oct 19, 2025 IRCC Names India in Study …
Can you just cut 95% of Indian International Workers (aka International Students from India)? Except for those who are really talented for UofT class schools? Indians firing all Canadians of all colors and races, to …
Can you just cut 95% of Indian International Workers (aka International Students from India)? Except for those who are really talented for UofT class schools? Indians firing all Canadians of all colors and races, to fill the positions with International Workers (International Students from India).
Identity Attack0.3817989
Insult0.06953252
Profanity0.020783609
Threat0.08089764
Severe Toxicity0.0126394415
Moderate 0.30452284 Low Con 0.255 Policy_Critique
Jan 30, 2026 Canada’s new rules in 2026
It’s deeply concerning that representatives like Pemi Gill and Aisha Zafar appear unaware of the serious consequences stemming from the influx of individuals entering Canada under the guise of international students. How come they are …
It’s deeply concerning that representatives like Pemi Gill and Aisha Zafar appear unaware of the serious consequences stemming from the influx of individuals entering Canada under the guise of international students. How come they are so ignorant of these serious things going on in their govt? It’s time for accountability—not just from executives who profit from these schemes, but also from the politicians who enable them through inaction or ignorance. These individuals, who came here from India under the guise of being students, later sought asylum and are now receiving government support funded by Canadian taxpayers—while many Canadian youths struggle to find employment. I deeply commend Madam Michelle Rempel Garner for courageously raising this issue, which has long been ignored by corporate executives and their political allies who bear significant responsibility for the country's current challenges.
Identity Attack0.026007013
Insult0.3388922
Profanity0.026727317
Threat0.0076766624
Severe Toxicity0.0044441223
Moderate 0.30427247 Constructive 0.799
Sep 27, 2025 1 likes IRCC Names India in Study …
At the end of the day, I don’t think people should be projecting their anger at immigrants and the only reason they should project their anger immigrant is if they’re bringing a nuisance and not …
At the end of the day, I don’t think people should be projecting their anger at immigrants and the only reason they should project their anger immigrant is if they’re bringing a nuisance and not follow the lawBut for being in Canada, that’s the government’s fault. The government kind of screwed everybody here, the immigrants, and the citizens of this country.. by bringing so many people into Canada these guys are also struggling. I almost think I wonder if there was some kind of like an underpayment that government officials got from these universities because a lot of of the people that come to the country as students they have to take some kind of a course and pay twice or three times as much as Canadian do.
Identity Attack0.22458547
Insult0.24835461
Profanity0.2258264
Threat0.011638066
Severe Toxicity0.013091337
Moderate 0.30319387 Constructive 0.683 Moral_Argument
Aug 27, 2025 Why Canadians Are Turning Against …
It's a human trafficking scam... and politicians are probably getting "contributions"... the migrants have to pay both in Canada and at home to these fake colleges that exist only on paper. I wonder how much …
It's a human trafficking scam... and politicians are probably getting "contributions"... the migrants have to pay both in Canada and at home to these fake colleges that exist only on paper. I wonder how much an international student ends up paying just to come here... India has what? like a hundrem million dollar millionaires? How many live as basically what might as well be called slavery? Consider that some of these slave owners prefer living in Canada...
Identity Attack0.24074486
Insult0.23704576
Profanity0.02474608
Threat0.008815889
Severe Toxicity0.00831604
Moderate 0.30136615 Moderate Con 0.451
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Deport them , heavy fine to the institution. I cannot believe the government spend taxpayers money so unaccountable . Shame on Institutions exploit students with lies and deceptions Conestoga College and many others
Deport them , heavy fine to the institution. I cannot believe the government spend taxpayers money so unaccountable . Shame on Institutions exploit students with lies and deceptions Conestoga College and many others
Identity Attack0.029402243
Insult0.24928534
Profanity0.02030538
Threat0.044602267
Severe Toxicity0.0060653687
Moderate 0.30136615 Moderate Con 0.36
Sep 28, 2025 IRCC Names India in Study …
yup its real bad here man...also you should deffo do a video on student health here too theres been 3 different suicides in major schools in a couple weeks
yup its real bad here man...also you should deffo do a video on student health here too theres been 3 different suicides in major schools in a couple weeks
Identity Attack0.022992345
Insult0.04207976
Profanity0.09486605
Threat0.1329628
Severe Toxicity0.01502803
Low Tox 0.29771072 Constructive 0.606 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indian's warned Canadians a long time ago. 90% of these students are Sikh from Punjab , with an radical ideology named khalistani. They will only hire their family members. Why blame india ?
Indian's warned Canadians a long time ago. 90% of these students are Sikh from Punjab , with an radical ideology named khalistani. They will only hire their family members. Why blame india ?
Identity Attack0.37507164
Insult0.15698463
Profanity0.025087673
Threat0.0113014765
Severe Toxicity0.010299683
Low Tox 0.29771072 Moderate Con 0.387
Oct 3, 2025 IRCC Names India in Study …
This is absolute nonsense. How will canada's free healthcare for old people survive without revenue from international students? It's not like canada can produce anything of value.
This is absolute nonsense. How will canada's free healthcare for old people survive without revenue from international students? It's not like canada can produce anything of value.
Identity Attack0.06385879
Insult0.25800487
Profanity0.031140719
Threat0.0068416605
Severe Toxicity0.0050354004
Low Tox 0.29771072 Low Con 0.286
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
The last generation of Sikhs were good. Worked hard. Assimilated into the Canadian culture. The new ones were a bum rush by Trudeau to keep the GDP numbers up while he robbed the country. I …
The last generation of Sikhs were good. Worked hard. Assimilated into the Canadian culture. The new ones were a bum rush by Trudeau to keep the GDP numbers up while he robbed the country. I have Sikh friends who feel the same way. They feel like the new “students” and business subsidy abusers are ruining everything the old immigrants built. The new ones are ruining the reputation of the ones who have slowly integrated into the Canadian way of life. My Sikh friends are embarrassed by the actions of the wave of people coming in now… they even want them out
Identity Attack0.27875587
Insult0.24928534
Profanity0.08096472
Threat0.009825659
Severe Toxicity0.0104522705
Low Tox 0.29771072 Constructive 0.669 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
And folks we are working alongside these students who are scamming the system. You see them everyday being hired as juniors in your office. I’m so sick of this whole situation
And folks we are working alongside these students who are scamming the system. You see them everyday being hired as juniors in your office. I’m so sick of this whole situation
Identity Attack0.014551271
Insult0.25800487
Profanity0.075792134
Threat0.0083886795
Severe Toxicity0.005455017
Low Tox 0.295883 Constructive 0.52
Sep 28, 2025 3 likes IRCC Names India in Study …
If your country is so good stay ther it’s all students it’s a scam they get in to go to school and they stay you get a big cheaque a car a job and a …
If your country is so good stay ther it’s all students it’s a scam they get in to go to school and they stay you get a big cheaque a car a job and a home what about Canadians that are homeless they can’t get nothing because Thers no address and Thers no phone so how can you get money not all are drug addicts that are homeless wen you see a woman get out of her car with two kids take them to day care and go to work if you got a job and no shower no nothing this is wrong this poor lady it made me want to cry two kids mom and a car living like a vagrant because others from other country’s have the apts a nice home and we got shit
Identity Attack0.10221587
Insult0.25998658
Profanity0.045419596
Threat0.008362788
Severe Toxicity0.008621216
Low Tox 0.295883 Constructive 0.51 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
This is a disaster of a video, poor and wrong info. Its a poorly made video. Quebec controls its own immigration, and it has different target amounts and is slight different from the rest of …
This is a disaster of a video, poor and wrong info. Its a poorly made video. Quebec controls its own immigration, and it has different target amounts and is slight different from the rest of Canada They don't explain that there are two different programs. one for students one for temporary workers (very new and is being phased out and going back to being a mostly agricultural temp worker program) and one for everyone else. the text showed said the girl is a temporary worker when they also said she came as a student and graduated, and was working after graduation as part of the permit. Also Quebec has its is own immigration programs that are slightly different from the rest of Canada
Identity Attack0.049989145
Insult0.16766082
Profanity0.0838743
Threat0.012026439
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.735 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
I know a large number of non-students who were recently approved for OSAP through a fraudulent Indian educational institute.
I know a large number of non-students who were recently approved for OSAP through a fraudulent Indian educational institute.
Identity Attack0.2846865
Insult0.23237456
Profanity0.0569429
Threat0.00899713
Severe Toxicity0.008850098
Low Tox 0.28857216 Moderate Con 0.424
Sep 30, 2025 IRCC Names India in Study …
even in my town in the prairies every fast food restaurant is entirely staffed by Indian "students" who overstay their visas.
even in my town in the prairies every fast food restaurant is entirely staffed by Indian "students" who overstay their visas.
Identity Attack0.36733335
Insult0.1087965
Profanity0.042413518
Threat0.0083886795
Severe Toxicity0.009002686
Low Tox 0.28857216 Moderate Con 0.405 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
We were promised doctors and nurses, not students and scammers.
We were promised doctors and nurses, not students and scammers.
Identity Attack0.007954539
Insult0.26957804
Profanity0.059948977
Threat0.007094103
Severe Toxicity0.0036239624
Low Tox 0.28857216 Moderate Con 0.306 Policy_Critique
Jan 19, 2026 1 likes Why Canada’s immigration system has …
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton …
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton and Mississauga are total FRAUD and making money from these students. They should be stopped. I have been to IRCC page and it is extremely easy to let criminals in this country. Forced home invasions, Looting of Beer stores or LCBO. Looting of Jewelry stores. making illegal U turns in and around GTA has become a NORM. Garbage is everywhere. Fireworks is another major problems. They want to do it then do it in India. Don't bring this piece of shit in Canada. We have Canada day and couple others which are celebrated near Downtown Toronto and Niagara Falls. Go and watch. Queen is dead and no reason to have fireworks on stupid Victoria day. Abolish Victoria day or ban fireworks on that day.
Identity Attack0.14233272
Insult0.25205973
Profanity0.026317406
Threat0.011560392
Severe Toxicity0.008964539
Low Tox 0.28674445 Constructive 0.554 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
STOP ALL IMMIGRATION INCLUDING STUDENTS AND ASYLUM SEEKERS
STOP ALL IMMIGRATION INCLUDING STUDENTS AND ASYLUM SEEKERS
Identity Attack0.29188538
Insult0.055547886
Profanity0.019553876
Threat0.013528148
Severe Toxicity0.012833111
Low Tox 0.2855005 Low Con 0.159 Call_To_Action
Sep 11, 2025 Why Canadians Are Turning Against …
Someone has to enforce de Law and send all these ppl, pretending to be students, back to India!
Someone has to enforce de Law and send all these ppl, pretending to be students, back to India!
Identity Attack0.29798782
Insult0.15414265
Profanity0.034146797
Threat0.0347677
Severe Toxicity0.013478675
Low Tox 0.2855005 Low Con 0.224
Oct 22, 2025 IRCC Names India in Study …
Lol thanks to president Trump!! Canada finally waking up to student visa fraud from India 😂😂
Lol thanks to president Trump!! Canada finally waking up to student visa fraud from India 😂😂
Identity Attack0.2764353
Insult0.17610447
Profanity0.022013342
Threat0.0070552654
Severe Toxicity0.007133484
Low Tox 0.2854937 Low Con 0.26 Humor_Satire
Jan 14, 2026 1 likes Canada’s new rules in 2026
Walmart in Windsor is full of such Indian "students". In every other aisle you would find a few of them standing and having a fun talks, not seemingly doing what they were supposed to be …
Walmart in Windsor is full of such Indian "students". In every other aisle you would find a few of them standing and having a fun talks, not seemingly doing what they were supposed to be doing. It is a whole chaos in the store whenever you go there. You can't complaint about them because the manager they report to, happens to be Indian too in most cases. Most of the times these managers try to coverup for the mistakes of their subordinates. Doesn't look like any of them came here with the intent to study. The Walmart with the courteous and efficient associates I used to go to 10 or 15 years ago is no more there ....
Identity Attack0.31892163
Insult0.1669316
Profanity0.04867618
Threat0.0089712385
Severe Toxicity0.009002686
Low Tox 0.2854869 Constructive 0.64
Sep 28, 2025 2 likes IRCC Names India in Study …
They destroyed the country. You cannot even afford to rent an apartment or even move around for a job. If you leave Toronto for a contract job outside of the city and move somewhere else …
They destroyed the country. You cannot even afford to rent an apartment or even move around for a job. If you leave Toronto for a contract job outside of the city and move somewhere else for a little while, you will be homeless when you come back. To we are pretty much screwed in every moving around to try and gain experience to get ahead. And there are profession where you have to move outside of the GTA to get experience. Canadian students can barely get a entry level job with a two year diploma, yet they allow International students to study things like a 2 year diploma in Business, which no one can ever get a job with, and on top of that, they told them they can apply to become permanent resident . How does that even make any sense? Does any politician in this country have two working brain cells? I'm so sick of this country, I desperately want to leave ...I'm a immigrant and my parents came here in the glory days of the 70s, where people from other English speaking countries were given priority and were expected to fully integrate into Canadian society
Identity Attack0.049761772
Insult0.23704576
Profanity0.20916378
Threat0.010032792
Severe Toxicity0.010223389
Low Tox 0.2854869 Constructive 0.684
Jun 17, 2025 173 likes How Canada broke its immigration …
The easiest and fairest solution is to ban Indian nationals from applying for a student visa . This issue is not just exclusive to Canada but to other places in the world like the UK, …
The easiest and fairest solution is to ban Indian nationals from applying for a student visa . This issue is not just exclusive to Canada but to other places in the world like the UK, Australia, Germany and the US. There are far too many Indians applying for courses that they have no intention of ever attending.
Identity Attack0.38223284
Insult0.07333439
Profanity0.019143965
Threat0.010654188
Severe Toxicity0.009269714
Low Tox 0.2854869 Moderate Con 0.492 Call_To_Action
Sep 29, 2025 1 likes 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.