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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: "And why those with visas …" 441 comments · Page 14 of 18
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ 1:50 Immigration and Cultural Assimilation in Canada 📖 Impact of Indian Immigration on Local Communities (2:10 - 3:20) └─ 2:10 Impact of Indian Immigration on Local Communities 📖 Racial Tensions and Demographic Changes in Bmpton (3:20 - 4:38) ├─ 3:20 Racial Diversity and Demographic Changes └─ 3:58 Racial Tensions and Experiences in Multicultural Settings 📖 Racism and Xenophobia in Canadian Communities (4:38 - 6:09) ├─ 4:38 Racism and Xenophobia in Canadian Communities ├─ 5:14 Negative Views on Immigration and Cultural Differences └─ 5:49 Consequences of Demographic Replacement in Bmpton 📖 Driving Habits and Road Safety Concerns (6:09 - 7:30) ├─ 6:09 Distracted and Aggressive Driving in Canada ├─ 6:43 Poor Driving Habits in Canada └─ 7:04 Distracted Driving in Bmpton Residents 📖 Indian Immigration and Economic Impact (7:30 - 8:48) ├─ 7:30 Immigrant Experiences in Canada's Indian Community └─ 8:17 Rise of Ethnic Nationalism in Canada 📖 Hanuman Symbolism in Multicultural Communities (8:48 - 10:25) ├─ 8:48 Canada's Changing Demographics and Cultural Symbols ├─ 9:29 Earning Money through Mobile Games └─ 9:58 Making Money with Mobile Apps 📖 Punjabi Independence Movement and Human Smuggling (10:25 - 11:46) ├─ 10:25 Punjab Independence Movement and Kalistan ├─ 10:50 India's Economic and Political Challenges └─ 11:13 Human Smuggling Across the Canada-US Border 📖 Human Trafficking Sting Operation Setup (11:46 - 13:34) ├─ 11:46 Arranging a Pickup for Human Trafficking ├─ 12:20 Human Trafficking Sting Operation Risks and Preparations └─ 12:50 Human Trafficking and Kidnapping Fears and Preparations 📖 Human Trafficking through Student Visa Scams (13:34 - 14:49) 📖 Crossing the US-Canada Border Illegally (14:49 - 16:56) ├─ 14:49 Crossing the US-Canada Border Illegally ├─ 15:20 Crossing the Canadian Border Anxieties ├─ 15:50 Traveling to Canada in Winter └─ 16:18 Phone Theft and Harassment Tactics 📖 Crossing the Border Illegally with a Smuggler (16:56 - 18:21) ├─ 16:56 Crossing the Border Illegally in Canada ├─ 17:29 Smuggling Items Past Border Patrol └─ 17:53 Safety Concerns in Traveling to Canada 📖 Human Smuggling Operation in Canada (18:21 - 22:02) ├─ 18:21 Crossing the Border Illegally with Smugglers ├─ 19:04 Emergency Preparations and Safe Houses └─ 19:45 Human Smuggling Operations in Canada Exposed
Identity Attack0.06249457
Insult0.02212623
Profanity0.019690514
Threat0.0104988385
Severe Toxicity0.005302429
Low Tox 0.06500591 Constructive 0.543
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
There are two parts to this story and it's truth. There are people that came to Canada for a true life but there are many more that came to Canada because there is a system. …
There are two parts to this story and it's truth. There are people that came to Canada for a true life but there are many more that came to Canada because there is a system. Most people don't even know, unless you listen to the many that are in shelters and on social media, most have been told that Canada is a country which will pay you and cover all your housing. There is a code of silence which does not always come from inside Canada. It's the code on how to take advantage of a countries blindness by abusing it's Government financial Immigration and Refugee programs. 1. Make a claim, any claim as it will take years before Canada figures out your claim is false. If all does not go well, have a baby on the land. This way you can't be deported and the Canadian government will give you more money because you have a child. There are many more but I will not write them to place them into the open world but there are many more tactics of abuse, Student Visa is but one of them, the next is Migrants. If you are not near the system but you listen closely to the stories, you will hear the real truth and you will also hear the underground truth which people speak about behind closed doors.
Identity Attack0.022992345
Insult0.030154925
Profanity0.015147334
Threat0.0067963502
Severe Toxicity0.0018405914
Low Tox 0.06381883 Constructive 0.705 Unverified_Claim
Dec 24, 2025 4 likes Deportations From Canada at Their …
Missing, or ALLOWED/INVITED to come in on Fake Visas?
Missing, or ALLOWED/INVITED to come in on Fake Visas?
Identity Attack0.009989422
Insult0.022448512
Profanity0.011816809
Threat0.0066215824
Severe Toxicity0.0015926361
Low Tox 0.063027434 Low Con 0.224 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
Only one issue a lot are over staying their visas lol.
Only one issue a lot are over staying their visas lol.
Identity Attack0.015053716
Insult0.020063626
Profanity0.020510335
Threat0.0070552654
Severe Toxicity0.0018978119
Low Tox 0.063027434 Moderate Con 0.395
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has reduced the number of student visas and temporary foreign worker permits because even people who are pro immigration and not racist recognize that it has gotten out of hand. Diversity is good. Diversity …
Canada has reduced the number of student visas and temporary foreign worker permits because even people who are pro immigration and not racist recognize that it has gotten out of hand. Diversity is good. Diversity requires lots of different kinds of people living together. Immigration shouldn’t be mostly one group no matter what the ethnicity or colour is. It’s all about balance.
Identity Attack0.04564415
Insult0.021352753
Profanity0.012380436
Threat0.006479179
Severe Toxicity0.0016021729
Low Tox 0.061444655 Constructive 0.624 Policy_Critique
Mar 1, 2026 Inside Canada's Indian Invasion...
We don’t feel now living in Canada. It looks India as a result of issuance of too many student visas to one specific country.
We don’t feel now living in Canada. It looks India as a result of issuance of too many student visas to one specific country.
Identity Attack0.04925346
Insult0.018967867
Profanity0.011167783
Threat0.006194372
Severe Toxicity0.0015258789
Low Tox 0.06104896 Moderate Con 0.411
Oct 1, 2025 IRCC Names India in Study …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, reaching approximately 300,000 active cases as of late 2025. Rising Claim Volumes: Annual claims reached a record 190,000 in 2024, though they decreased by about a third in early 2025 following new policy measures. Removal Gap: Criticisms have been raised regarding the low rate of deportations; reports indicate that 86% of rejected claimants remain in Canada. SOURCES OF "BOGUS" CLAIMS International Student Surge: There has been an "alarming trend" of international students claiming asylum to remain in the country after their study permits expire or in response to new caps on student visas. Fraud Networks: Investigations have highlighted vulnerabilities where unauthorized agents and transnational fraud networks counsel migrants to submit fabricated narratives or forged documents. "Rubber-Stamping" Allegations: A recent report by the C.D. Howe Institute warned that a paper-based "fast-track" system for certain high-risk countries may be bypassing essential security screenings and in-person questioning. ECONOMIC AND SOCIAL IMPACT Healthcare Costs: The Interim Federal Health Program (IFHP), which provides medical benefits to claimants, saw its budget jump from roughly $66 million to over $1 billion annually. Policy Shift: To reduce incentives for non-genuine claims, the government is introducing a co-pay system for supplementary health services (like dental and vision) starting May 1, 2026. CONSEQUENCES OF FRAUD For individuals, filing a "bogus" or misrepresented claim carries severe penalties: A five-year ban from entering or remaining in Canada. Permanent record of fraud with Immigration, Refugees and Citizenship Canada (IRCC). Loss of current temporary or permanent resident status
Identity Attack0.011099357
Insult0.02425329
Profanity0.015181494
Threat0.008181547
Severe Toxicity0.0019359589
Low Tox 0.059974585 Constructive 0.668 Policy_Critique
Feb 25, 2026 'We do know that there's …
There’s no housing crisis, only an over immigration crisis disguised as other crises. There are over 500,000 illegal immigrants in Canada and 4.9 million immigrant visas expiring by the end of 2025. If all these …
There’s no housing crisis, only an over immigration crisis disguised as other crises. There are over 500,000 illegal immigrants in Canada and 4.9 million immigrant visas expiring by the end of 2025. If all these people were removed from Canada there would be no housing crisis, no shortage of doctors, no shortage of anything. Immigration crisis solved. You’re welcome.
Identity Attack0.033527173
Insult0.017356457
Profanity0.010228404
Threat0.0097738765
Severe Toxicity0.0020694733
Low Tox 0.059727192 Moderate Con 0.404
Jul 23, 2025 1 likes How Canada broke its immigration …
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 …
When did people visiting a country working on a temporary Visa develop the idea that they were automatically entitled to citizenship? To be clear the only reason we have immigration is because we don't make …
When did people visiting a country working on a temporary Visa develop the idea that they were automatically entitled to citizenship? To be clear the only reason we have immigration is because we don't make enough of our own babies. there are a number of other considerations that would restrict immigration. a sovereign country has a right to determine when, how many, from where and why they accept people from other parts of the world to become citizens of their country. And they get to set the terms . PERIOD
Identity Attack0.023193322
Insult0.022706337
Profanity0.015898837
Threat0.007145886
Severe Toxicity0.0017166138
Low Tox 0.057005897 Constructive 0.585
Nov 24, 2025 Quebec Ends Economic Immigration Program …
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)
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 …
Canada 🇨🇦 has undergone RADICAL demographic shifts & that reality is wholly diruptive if I’m putting it lightly. The USA 🇺🇸 has seen quite a bit of this as well. Our only hope is to …
Canada 🇨🇦 has undergone RADICAL demographic shifts & that reality is wholly diruptive if I’m putting it lightly. The USA 🇺🇸 has seen quite a bit of this as well. Our only hope is to dissolve the H-1B & related programs, then begin mass deporting those on Visas, plus eliminate the birthright citizenship loophole.
Identity Attack0.016963007
Insult0.018065477
Profanity0.01086035
Threat0.010447056
Severe Toxicity0.0016212463
Low Tox 0.05230548 Moderate Con 0.468 Fear_Threat
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Shout out to Invermere BC - lived there for 11 years on an expired visa and deported in 2016… Miss all of you.
Shout out to Invermere BC - lived there for 11 years on an expired visa and deported in 2016… Miss all of you.
Identity Attack0.0064006294
Insult0.021868404
Profanity0.011594773
Threat0.0071588317
Severe Toxicity0.0013828278
Low Tox 0.051563308 Constructive 0.654
Dec 28, 2025 Deportations From Canada at Their …
Indian immigration significantly benefits Canada by filling critical labor shortages, boosting the economy, and contributing to demographic sustainability. As a leading source of skilled professionals, Indians represent over 30% of Canada's high-skill visas, notably in …
Indian immigration significantly benefits Canada by filling critical labor shortages, boosting the economy, and contributing to demographic sustainability. As a leading source of skilled professionals, Indians represent over 30% of Canada's high-skill visas, notably in IT, healthcare, and engineering, which supports technological growth and public services. They help counter an aging population, bolster the workforce, and increase tax revenue, with over 120,000 Indians becoming permanent residents annually.
Identity Attack0.051126
Insult0.01838776
Profanity0.013985921
Threat0.0071588317
Severe Toxicity0.0020980835
Low Tox 0.05131592 Constructive 0.58 Economic_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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 …
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
Over 118,000 emigrated, 18,000 deported, lots of students and visa holders left. Over 300,000 deaths in Canada last year.
Over 118,000 emigrated, 18,000 deported, lots of students and visa holders left. Over 300,000 deaths in Canada last year.
Identity Attack0.023595277
Insult0.012300906
Profanity0.010979908
Threat0.013113883
Severe Toxicity0.0020885468
Low Tox 0.049336795 Moderate Con 0.461
Dec 24, 2025 9 likes Deportations From Canada at Their …
immigration office should have an english language proficiency test. If anyone does not score 90/100, then visas shouldn't be granted.
immigration office should have an english language proficiency test. If anyone does not score 90/100, then visas shouldn't be granted.
Identity Attack0.025806036
Insult0.014580919
Profanity0.011782649
Threat0.0069516995
Severe Toxicity0.0011205673
Low Tox 0.049336795 Low Con 0.282 Policy_Critique
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada should close the borders 100%. No more work visas, no more student visas.
Canada should close the borders 100%. No more work visas, no more student visas.
Identity Attack0.026408968
Insult0.013630914
Profanity0.010091767
Threat0.008401625
Severe Toxicity0.0017929077
Low Tox 0.048842013 Low Con 0.188
Oct 12, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Visa trap
Visa trap
Identity Attack0.0052166977
Insult0.0233509
Profanity0.03339528
Threat0.0076507707
Severe Toxicity0.0024414062
Low Tox 0.048842013 Moderate Con 0.394
Jan 16, 2026 2.9 million Canadian temporary visas …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for minimum wage jobs in Canada or jobs with no trade skills., and even if skilled workers were invited, their jobs are not in high demand or about to be replaced by AI in a couple of years. Every year over 100,000 jobs will be replaced by AI starting from the late 2026, starting from the transportation industry, customer services, office jobs, IT jobs, and education; soon healthcare and engineering as well. No developed country needs workers anymore except very few experts and there will be massive layoff, not because of the economic crisis, but because of AI. In Japan, China, and South Korea, AI are widely used and now young people with a master or PhD degree can't even get a job.
Identity Attack0.00621564
Insult0.026702631
Profanity0.013371054
Threat0.00713294
Severe Toxicity0.0015544891
Low Tox 0.048594624 Moderate Con 0.496
Jan 16, 2026 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.