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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 25 of 31
Stop temporary work visas and International students.
Stop temporary work visas and International students.
Identity Attack0.031206898
Insult0.015948927
Profanity0.010365041
Threat0.008065036
Severe Toxicity0.0015354156
Low Tox 0.058737632 Low Con 0.177
Jan 9, 2026 New rules, regulations take effect …
There are businesses hiring International students as full time employees, paying less and also there seem to be under the table fees collected from the students. I personally heard from Indian students that I met …
There are businesses hiring International students as full time employees, paying less and also there seem to be under the table fees collected from the students. I personally heard from Indian students that I met at work places. I had been a lucrative business for business owners who gain more from the fraudulant international student problem than the businesses themselves. There are lots of small businesses just for that purpose, I believe. This issue have to be addressed from across the isle.
Identity Attack0.025605056
Insult0.026444806
Profanity0.015147334
Threat0.006641001
Severe Toxicity0.0012969971
Low Tox 0.05824285 Constructive 0.813
Oct 7, 2025 IRCC Names India in Study …
Why can’t they ever just say it out loud? Why are you afraid of facts. We aren’t mad at YOU. Why can’t the students non compliance be spoken of with vigor?
Why can’t they ever just say it out loud? Why are you afraid of facts. We aren’t mad at YOU. Why can’t the students non compliance be spoken of with vigor?
Identity Attack0.0037737815
Insult0.025542418
Profanity0.015557245
Threat0.0068028234
Severe Toxicity0.0013160706
Low Tox 0.05799546 Moderate Con 0.4
Sep 29, 2025 IRCC Names India in Study …
Many of the challenges associated with the Indian community in Canada can be traced to the post-2015 surge in student and immigrant arrivals. Prior to this period, Indian immigrants generally integrated successfully within the broader …
Many of the challenges associated with the Indian community in Canada can be traced to the post-2015 surge in student and immigrant arrivals. Prior to this period, Indian immigrants generally integrated successfully within the broader Canadian diaspora. Incidents that are increasingly visible today—such as groups of students overcrowding basement suites, causing property damage, or engaging in disruptive activities with excessive litter and fireworks—were virtually unheard of before this influx
Identity Attack0.04667538
Insult0.02212623
Profanity0.012141321
Threat0.0083886795
Severe Toxicity0.001821518
Low Tox 0.05799546 Constructive 0.545 Unverified_Claim
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
International students keep tuition fees lower. Cut immigration yes but international students? NO
International students keep tuition fees lower. Cut immigration yes but international students? NO
Identity Attack0.038167715
Insult0.015188923
Profanity0.011167783
Threat0.006738094
Severe Toxicity0.0014400482
Low Tox 0.057748068 Low Con 0.245 Policy_Critique
Jan 20, 2026 Canada’s new rules in 2026
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly …
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly and yearly. So I find it unfair when people work under the table. However, I've noticed that some students, who never attend their classes, end up in high positions with well-paying jobs at big companies. Meanwhile, I can't count how many refugees and immigrants are in low-income brackets, receiving 100% coverage for their medication and a monthly allowance from the government. In contrast, Canadian senior citizens still have to pay 20-30% of their medication costs and don't get the same privileges when it comes to their essentials. It frustrates me that the government makes our senior citizens suffer at retirement age, even after they've worked so hard for so many years. Yet they still struggle to pay for their own medication and necessities. I've encountered many rude refugees and people on income support from other countries who feel entitled to special treatment just because they are under government programs. Ironically, some of them come wearing luxury clothes and bags—like Gucci and Louis Vuitton. As I said, I am an immigrant too, but my heart goes out to those who have fully earned the support and benefits they deserve.
Identity Attack0.027011903
Insult0.024768941
Profanity0.01402008
Threat0.006543908
Severe Toxicity0.0014591217
Low Tox 0.05725329 Constructive 0.87 Personal_Narrative
Sep 29, 2025 IRCC Names India in Study …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids thro Univ who are employed now. Trudeau, to be in power, joined hands with Jagmeet Singh. I know of a 2 shutter shop in Brampton East, registered as a college, which issued 4000 student visas. I wonder whether the Immigration dept checked on the college before issuing the visas. Now, we have students, whose visas have expired, whose families in India have mortgaged everything (primarily from Punjab, Haryana & Gujarat) who are here working for cash. I think we must revisit the files, track them out, see their educational background and give them opportunites. Indian origin folks must also educate their families back home on reality. With a growth rate of 7% + India is the country to be in, for these youngsters, to grow in life
Identity Attack0.01656105
Insult0.02618698
Profanity0.015249812
Threat0.0070034824
Severe Toxicity0.0017642975
Low Tox 0.056758508 Constructive 0.839 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Hey, why don't the journalists find out how much money the federal government?And provincial government give to international students in grants and loans.Why are canadian citizens paying for foreigners educated in our country? Educational Grant …
Hey, why don't the journalists find out how much money the federal government?And provincial government give to international students in grants and loans.Why are canadian citizens paying for foreigners educated in our country? Educational Grant and loans should only be allowed for canadian citizens only.
Identity Attack0.041261412
Insult0.018967867
Profanity0.009716015
Threat0.0060713873
Severe Toxicity0.0015258789
Low Tox 0.05651112 Moderate Con 0.422 Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
My company all temporarily workers, students , refugees It’s ok. But I feel something is wrong And something missing I am so sad of Canada Ontario ,
My company all temporarily workers, students , refugees It’s ok. But I feel something is wrong And something missing I am so sad of Canada Ontario ,
Identity Attack0.029144434
Insult0.020708188
Profanity0.010313802
Threat0.0064597605
Severe Toxicity0.0015068054
Low Tox 0.056263726 Constructive 0.631
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is impossible to get a hold of. Applications open people apply.. they get in and then the government forgets about them… the students and work permit people once they land have no idea what is going on. No place to live.. mental health.. tons or restrictions. Don’t invite guest for a sleep over if there is not extra bed in your house. Say the guest then decides they can just sleep on floor or sofa and you keep letting it happen over and over with no boundaries but also just say that they are not welcome. So again it’s the person who invites the guest who is responsible for clear cut communication, deadlines etc
Identity Attack0.010433395
Insult0.026444806
Profanity0.017162729
Threat0.0071199946
Severe Toxicity0.0015640259
Low Tox 0.056016337 Constructive 0.766 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
The problem is not immigration, it is about why government giving visa when there is a job crisis for those who are already there? It is a cheating with the people who are paying huge …
The problem is not immigration, it is about why government giving visa when there is a job crisis for those who are already there? It is a cheating with the people who are paying huge money as a students and getting no exposure of jobs, it is not because of education that students are coming it is because of exposure of an International companies which they are hoping to get, students are adding money to the economy how can you blame the students who are coming legally??
Identity Attack0.013445892
Insult0.02212623
Profanity0.013678487
Threat0.006440342
Severe Toxicity0.001373291
Low Tox 0.055521555 Constructive 0.515 Policy_Critique
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study visa permits. I 100% agree with immigration officers that they need to carefully review the applications, because I also think things like this shouldn’t happen in any countries. But, I’m getting frustrated because this is delaying innocent international students’ visa process as well. I’ve finished my undergraduate studies and I decided to pursue master’s under a professor i met in my current university. I was very excited to study the field, and i applied for study extension visa months ago, and still haven’t gotten any updates from IRCC. So I couldn’t get enrolled in Fall semester. I’m still waiting, and i really hope that i can continue studying.. luckily my professor understood this situation and he said he can hold a position for me, but i’m still very anxious about all the situation. I hope all people who come to Canada are honest and don’t do illegal things. I really want them to realize that they are affecting students who just want to study. They are taking away the opportunity for others to learn.
Identity Attack0.023595277
Insult0.022512967
Profanity0.016957775
Threat0.0077802283
Severe Toxicity0.001783371
Low Tox 0.055274166 Constructive 0.858 Personal_Narrative
Sep 29, 2025 3 likes IRCC Names India in Study …
bro all of them are entering using student ids
bro all of them are entering using student ids
Identity Attack0.009619443
Insult0.018581128
Profanity0.023789622
Threat0.0079873605
Severe Toxicity0.0022697449
Low Tox 0.055026773 Low Con 0.221 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
“I can’t say. I’m a student worker”. Welcome to Canada where people are afraid to speak frankly.
“I can’t say. I’m a student worker”. Welcome to Canada where people are afraid to speak frankly.
Identity Attack0.01857083
Insult0.023866551
Profanity0.010040528
Threat0.006097279
Severe Toxicity0.0013160706
Low Tox 0.05378982 Moderate Con 0.461 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Better students come into Canada as they pay all their own costs than TFWs (other than seasonal farm workers) that deprive Canadians of jobs.
Better students come into Canada as they pay all their own costs than TFWs (other than seasonal farm workers) that deprive Canadians of jobs.
Identity Attack0.02128403
Insult0.02264188
Profanity0.009818493
Threat0.0063108844
Severe Toxicity0.0012969971
Low Tox 0.05230548 Moderate Con 0.383
Jan 12, 2026 Canada’s new rules in 2026
New immigrants or temporary workers they are not paying taxis and student won’t pay taxis but they benefits health cares free and they benefits social services
New immigrants or temporary workers they are not paying taxis and student won’t pay taxis but they benefits health cares free and they benefits social services
Identity Attack0.03249594
Insult0.015872927
Profanity0.011543535
Threat0.00598724
Severe Toxicity0.0013542175
Low Tox 0.051563308 Moderate Con 0.437
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Using the student visa system to get into the country and disappear, this cannot be acceptable and measures must be enforced and find these people
Using the student visa system to get into the country and disappear, this cannot be acceptable and measures must be enforced and find these people
Identity Attack0.009989422
Insult0.013934915
Profanity0.013029462
Threat0.012854968
Severe Toxicity0.001745224
Low Tox 0.051068526 Moderate Con 0.306
Sep 29, 2025 IRCC Names India in Study …
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for …
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for over 20 jobs, but unfortunately I haven’t received any responses. This has never happened to me before. When I first came to Canada, it felt very safe—you could even leave your door unlocked at night. Things have changed a lot since then. Nowadays, there are many new immigrants and refugees, which has also changed the job market. I’ve noticed that many companies prefer hiring workers with student visas, because the government subsidizes part of their wages. That makes it more cost-effective for companies compared to hiring Canadian workers. I heard this directly from my former manager. As a result, some of my old colleagues now only get one or two days of work per week, while companies continue bringing in new employees.
Identity Attack0.0233943
Insult0.021868404
Profanity0.016001316
Threat0.00704232
Severe Toxicity0.001745224
Low Tox 0.050573748 Constructive 0.796
Aug 25, 2025 26 likes Why Canadians Are Turning Against …
Canadians students cannot afford to go to school. How many do you know in education debt, working a job not in their field?
Canadians students cannot afford to go to school. How many do you know in education debt, working a job not in their field?
Identity Attack0.029144434
Insult0.018516673
Profanity0.009664777
Threat0.005818945
Severe Toxicity0.0011205673
Low Tox 0.050573748 Moderate Con 0.353 Economic_Argument
Jan 19, 2026 28 likes Why Canada’s immigration system has …
Hard to imagine where are all those millions and millions of foreign students now? Nobody knows, nobody follows up, 99% of them came here to stay.
Hard to imagine where are all those millions and millions of foreign students now? Nobody knows, nobody follows up, 99% of them came here to stay.
Identity Attack0.033527173
Insult0.015416925
Profanity0.012346277
Threat0.0063497215
Severe Toxicity0.0013256073
Low Tox 0.050573748 Moderate Con 0.31
Jan 2, 2026 10 likes New rules, regulations take effect …
CANADA. KIG OUT. OF CUNTREY. ALL. FAKE. REFUGE. VISITORS. VISA. VISITORS. STUDENT.
CANADA. KIG OUT. OF CUNTREY. ALL. FAKE. REFUGE. VISITORS. VISA. VISITORS. STUDENT.
Identity Attack0.007890297
Insult0.028259486
Profanity0.00043829472
Threat0.00042819988
Severe Toxicity0.0000046611835
Low Tox 0.050222356 Call_To_Action
Apr 15, 2025
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k …
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k deportations might represent a comparably active effort for Canada, and 18k might be creditable for a Liberal government. But the effort sounds rather bureaucratic, and focused only on rejected refugee applications. I would want to know how many of these "deportations" are entirely on paper -- "your application has been rejected, please let yourself out at your earliest convenience." They spent roughly $5k per deportee, and that would cover air fare if the deportations were done privately, but adjudication costs money, and governments find many ways to make everything much more expensive. Also, if refugee claims can be judged false or inadequate, where are the efforts to determine whether "students" are really students? By the same token, the world is a dangerous place. I figure all those living in any of the many violent inner-city neighborhoods in the US have reason to fear for their lives. Similar facts are true of many millions around the world, and most of them would be rejected by Canadian immigration because they'd be safe if they simply moved to places they can't afford.
Identity Attack0.015455672
Insult0.022255141
Profanity0.014259194
Threat0.0074565844
Severe Toxicity0.0015640259
Low Tox 0.050078966 Constructive 0.685 Policy_Critique
Dec 30, 2025 1 likes Deportations From Canada at Their …
they can find them in a factories working illegal , do that will find thousand of student Working illegal problem will be solved
they can find them in a factories working illegal , do that will find thousand of student Working illegal problem will be solved
Identity Attack0.016862517
Insult0.016024929
Profanity0.011458136
Threat0.008764107
Severe Toxicity0.0016117096
Low Tox 0.049831573 Low Con 0.226
Sep 29, 2025 IRCC Names India in Study …
Come in Brampton You can get everyone All of the students live unter the basement,
Come in Brampton You can get everyone All of the students live unter the basement,
Identity Attack0.009360458
Insult0.02051482
Profanity0.013268576
Threat0.007547205
Severe Toxicity0.0013160706
Low Tox 0.049831573 Moderate Con 0.43
Oct 2, 2025 2 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.