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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: "Their visa is expired, they …" 63 comments · Page 1 of 3
hey only the fkn stupid get laughed who listen to this bullshit - fact check what you read from these idiots 1. You can enter Canada with "One Click" and no security screening. FALSE. While …
hey only the fkn stupid get laughed who listen to this bullshit - fact check what you read from these idiots 1. You can enter Canada with "One Click" and no security screening. FALSE. While the "One-Touch" digital system exists to speed up paperwork, every asylum seeker must still provide biometrics (fingerprints) and undergo a security/background check against global law enforcement databases upon arrival. 2. Denied claimants keep their health benefits. TRUE (But temporary). Benefits continue as long as the legal process is active. Because Canada allows for appeals and judicial reviews, a person whose claim is initially "denied" by the board is still considered to be "in the process" and keeps coverage until all legal appeals are exhausted. 3. There are 500,000 "lost" people due for deportation. FALSE. This number is a massive inflation. It likely refers to a total estimate of all people in Canada with expired visas (including students and workers). The number of people specifically "wanted" for deportation after a failed refugee claim is estimated to be closer to 30,000–50,000. 4. Refugees get dental and vision care that some Canadians don't. TRUE. The federal IFHP program does cover basic dental and vision for claimants because they aren't eligible for provincial health cards yet. Many Canadians only get these benefits through private insurance or specific low-income programs, though the new Canadian Dental Care Plan is currently closing that gap for seniors and children. 5. 10,000 people "vanish" from the system annually. UNVERIFIED. This was a specific estimate given by a union head during testimony. While the government tracks "abandoned claims," they don't officially classify them all as "vanished," as many are eventually located or leave the country voluntarily.
Identity Attack0.10221587
Insult0.802824
Profanity0.6919765
Threat0.025789235
Severe Toxicity0.35368225
Toxic 0.8629672 Constructive 0.712 Insult Unverified_Claim
Dec 21, 2025 Thousands of refugees allowed into …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Immigration levels should be zero until we deport all the illegals in the country and so-called a silent claimers and students who is visas have expired and then we should go back to bringing an …
Immigration levels should be zero until we deport all the illegals in the country and so-called a silent claimers and students who is visas have expired and then we should go back to bringing an immigrants according to their value to our society not the scum of the earth that we're taking in now
Identity Attack0.46028158
Insult0.5739874
Profanity0.2801717
Threat0.037530303
Severe Toxicity0.02430326
Moderate 0.5716857 Moderate Con 0.328 Insult Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed …
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed at proven, bogus asylum seekers and those whose Visas have expired and have no right to even remain in Canada. Also, I don't care what kind of a mess a legitimate asylum seeker is fleeing, I do not believe anyone "from away" is entitled to better health care benefits than Canadian citizens.
Identity Attack0.17381613
Insult0.56997263
Profanity0.22612886
Threat0.008789998
Severe Toxicity0.019998873
Moderate 0.509388 Constructive 0.621 Insult Policy_Critique
Feb 24, 2026 52 likes 'We do know that there's …
Indian students arrived in Canada as Internationals student study permit are the number one fraud scammers cheaters and enter the country. They are misusing the study permit from 2011 to up now. Majority of Indian …
Indian students arrived in Canada as Internationals student study permit are the number one fraud scammers cheaters and enter the country. They are misusing the study permit from 2011 to up now. Majority of Indian students came in Canada for study but they never reported to those colleges and disappear and there are over hundred thousand indian students are staying in Canada illegally after there study permit visa expired it means they knew what they were up to 99.9 indian students after they complete there study they never go back to india they were more interested to get Canada PR than study.
Identity Attack0.46028158
Insult0.42167732
Profanity0.087430455
Threat0.01187109
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.42
Nov 27, 2025 1 likes IRCC Names India in Study …
I’m just anti-liberals , they screw up everything they touch. Illegals and expired visa holders must be removed and stop immigration until we help tax paying citizens !
I’m just anti-liberals , they screw up everything they touch. Illegals and expired visa holders must be removed and stop immigration until we help tax paying citizens !
Identity Attack0.3825363
Insult0.40243408
Profanity0.2564132
Threat0.2172668
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.397 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
It's time to deport Immigrants with expired visa's
It's time to deport Immigrants with expired visa's
Identity Attack0.46028158
Insult0.15769513
Profanity0.058445938
Threat0.091630474
Severe Toxicity0.022452017
Moderate 0.3977292 Low Con 0.231
Oct 12, 2025 IRCC Names India in Study …
It’s not Tim Horton’s anymore. It’s Sigh Horton’s. There’s problem with Human trafficking and student visas expiring. India is so great but why are they coming here. Send them all back. If the brown people …
It’s not Tim Horton’s anymore. It’s Sigh Horton’s. There’s problem with Human trafficking and student visas expiring. India is so great but why are they coming here. Send them all back. If the brown people are saying there’s too much brown people it’s too much.
Identity Attack0.46028158
Insult0.19500497
Profanity0.08904689
Threat0.027688526
Severe Toxicity0.01986976
Moderate 0.37751234 Moderate Con 0.384 Policy_Critique
Feb 4, 2026 3 likes Inside Canada's Indian Invasion...
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when …
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when the visa expired we returned back to India… stop telling on the whole…. Mention as North Indians, actually these hindi speaking people are frauds even in India. If India seperates as north and south I will support…. These North Indians are bringing down the country’s name….
Identity Attack0.45610145
Insult0.3388922
Profanity0.03489832
Threat0.008764107
Severe Toxicity0.015673593
Moderate 0.37751234 Constructive 0.638
Sep 29, 2025 IRCC Names India in Study …
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning …
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning Canadian government policies and why immigration authorities are asleep at the wheel as visas and permits expire and people overstay their visits. Quality of Canadian YT content is being run into the sewage by creators like you.
Identity Attack0.11396073
Insult0.39297962
Profanity0.032894265
Threat0.008349842
Severe Toxicity0.009994507
Moderate 0.37751234 Constructive 0.512 Policy_Critique
Feb 27, 2026 1 likes Inside Canada's Indian Invasion...
Not high enough, need continue deporting people. There are lots of Indians with expired Visas and are here illegally
Not high enough, need continue deporting people. There are lots of Indians with expired Visas and are here illegally
Identity Attack0.42615733
Insult0.15485314
Profanity0.054437835
Threat0.030278467
Severe Toxicity0.01735206
Moderate 0.35186127 Low Con 0.293 Call_To_Action
Dec 30, 2025 Deportations From Canada at Their …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated …
As a non Indian Canadian born and raised I’m disgusted where my country has gone. Our population has doubled since 1980, not by birth rate, but because of the amount of Indians that have immigrated here. Unfortunately, they have no desire to assimilate, they bring their own culture and they stay in their own communities. The government offers tax breaks for businesses, hiring foreign workers over people born in Canada, leaving the youth without any part-time work. On top of that some of my favourite restaurants growing up, I haven’t eaten at in years because it’s been taken over by Indians, the quality of food goes down, you end up getting food poisoning and if you aren’t in their community, you get worse service and get charged more than what an Indian would pay at the same restaurant. They don’t understand cleanliness or sanitation, they leave their garbage and waste on the street and dump it in random locations, and quite frankly have no respect for anyone who lives here or the country that has taken them in. I feel like a minority of my own country and I truly don’t understand what being Canadian means anymore because I’m pretty sure being Canadian is a thing of the past. Most of my friends have moved further north, to Vancouver island or moved out to the prairies to get away from them and higher prices as everything gets more expensive, thanks to our government, caring more about immigrants than citizens. When a family gets accepted to come here they bring their parents their aunts and uncles their brothers and sisters on temporary visas, they also collect social assistance as soon as they arrive and when their visas expire, they have no desire to go back, which has resulted in thousands of illegals remaining here. I mean I get it. Why would you go back when you’re getting treated better here and are given food, housing and an allowance every month but it’s gotten to a point where India outnumbers Canadians. I want them all sent back.
Identity Attack0.36702603
Insult0.16839184
Profanity0.041912504
Threat0.0084793
Severe Toxicity0.012359619
Moderate 0.30319387 Constructive 0.737 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
My Parents immigrated here in 1960 and both worked hard and built two houses.. The people who come into this country these days are mostly Moochers and they milk the Country Over 5 MILLION people …
My Parents immigrated here in 1960 and both worked hard and built two houses.. The people who come into this country these days are mostly Moochers and they milk the Country Over 5 MILLION people whos visas have expired here right now Need to find them and say bye bye
Identity Attack0.18468912
Insult0.17734702
Profanity0.048175167
Threat0.009799767
Severe Toxicity0.009651184
Low Tox 0.28425202 Constructive 0.592 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Their visa is expired, they MUST leave Canada NOW!!! No extensions, no renewals, no excuses, no sympathy. GET OUT!!!!!
Their visa is expired, they MUST leave Canada NOW!!! No extensions, no renewals, no excuses, no sympathy. GET OUT!!!!!
Identity Attack0.094936445
Insult0.0836065
Profanity0.01620627
Threat0.017846745
Severe Toxicity0.0077438354
Low Tox 0.24924077 Low Con 0.162 Call_To_Action
Jan 16, 2026 1 likes 2.9 million Canadian temporary visas …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know that's a lie. So many don't want to learn english, assimilate to Canadian cultures and their entitlement is next level. They think they are above the law. If they love their culture so much and don't want to change...don't come to a better country like Canada just to make our country shit. The first guy speaking truth, even knows it's too much and out of control. And I can assure you all these so called doctors and engineers and so forth aren't the majority of immigrants coming in - being an amazon driver, working at Tim's or a gas station isn't a special skill set. And the smuggler guy - yeah those are exactly the type of people we want in our countries...they are shady, dangerous and break law as like it's a proper day job.
Identity Attack0.1808059
Insult0.1469393
Profanity0.02030538
Threat0.008013252
Severe Toxicity0.0063323975
Low Tox 0.2412222 Constructive 0.593 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
What is he still doing around? Send the Illegal Immigrants and the ones with expired Visa home so we can get caught up on homes and jobs for our own Legal Citizens. Our young people, …
What is he still doing around? Send the Illegal Immigrants and the ones with expired Visa home so we can get caught up on homes and jobs for our own Legal Citizens. Our young people, whom are the future of Canada cannot even get jobs, because the government is giving potential employers partial money to hire the Immigrants therefore not letting Natural Citizens of Canada GET JOBS. We need to stop paying taxpayers money to the Illegal Immigrants. Another thing we should be only allowing into our country only skilled workers with trades! Also every immigrant needs to be vetted to see if they have Criminal Records. Also we should not be letting people into our country who do have our Canadian Values and Standards of Humanity. There are certain people being allowed in our country WHO DO NOT fit our society.
Identity Attack0.2127345
Insult0.10148193
Profanity0.017777596
Threat0.010654188
Severe Toxicity0.0074768066
Low Tox 0.23523538 Constructive 0.593 Policy_Critique
Feb 17, 2026 8 likes LILLEY UNLEASHED: The fall of …
He's not joking it's not even funny how many Indians are in Canada they are lying to us about the true numbers mind you 3 million + have expired visas and they just passed a …
He's not joking it's not even funny how many Indians are in Canada they are lying to us about the true numbers mind you 3 million + have expired visas and they just passed a law were if just one of your family members stayed in Canada for 3 years all of their family will become citizens without ever stepping into the country and people can now bring over their elderly parents also they get 83 thousand dollars a year they used the system against us arranged marriages...
Identity Attack0.22783615
Insult0.082372494
Profanity0.020032106
Threat0.007068211
Severe Toxicity0.005874634
Low Tox 0.23090743 Constructive 0.578 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
WOW, I WHOLEHEARTEDLY AGREED WITH MOST OF THE COMMENTS HERE. My parents immigrated here nearly 40 years ago and married to a Canadian. HONESTLY, this IS NOT THE CANADIAN LIFE that I ONCE knew. To …
WOW, I WHOLEHEARTEDLY AGREED WITH MOST OF THE COMMENTS HERE. My parents immigrated here nearly 40 years ago and married to a Canadian. HONESTLY, this IS NOT THE CANADIAN LIFE that I ONCE knew. To those whose visas are expiring, PLEASE either go home to your home country; or, if you CHOOSE to REMAIN here in Canada, PLEASE RESPECT CANADIAN CULTURE!!! I am an immigrant myself, I have integrated myself to the Canadian culture whilst at the same time, I still practice my own culture at home and at my home country!!!
Identity Attack0.13591312
Insult0.06634661
Profanity0.021535112
Threat0.007909686
Severe Toxicity0.0077438354
Low Tox 0.19939905 Constructive 0.769 Personal_Narrative
Aug 30, 2025 3 likes Why Canadians Are Turning Against …
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s …
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s that expire to see if anyone is actually leaving. They don’t even try to adapt or conform to laws, society nor culture. Immigration without assimilation is an invasion. We are tired of this, send them back.
Identity Attack0.14019285
Insult0.071116626
Profanity0.013849284
Threat0.009644418
Severe Toxicity0.0052261353
Low Tox 0.1991664 Moderate Con 0.442 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire …
I have never voted conservative before, and I agree with Michelle. Vassy is embarrassing herself. Bogus asylum claims. The evidence? Ummm, the amount of rejected claims? Indian students claiming asylum after their student visas expire and they can’t get PR any more which their “consultants” promised them.
Identity Attack0.10221587
Insult0.083359696
Profanity0.023243073
Threat0.0074306927
Severe Toxicity0.003452301
Low Tox 0.19409354 Constructive 0.572 Policy_Critique
Feb 25, 2026 'We do know that there's …
Sovereignty is the concept and practice that got us to where we are as a species belonging to countries. Somehow our political leadership decided that sovereignty was no longer a thing and Trudeau simply said …
Sovereignty is the concept and practice that got us to where we are as a species belonging to countries. Somehow our political leadership decided that sovereignty was no longer a thing and Trudeau simply said "C'mon over..." Our path forward is to purge our nation of illegal immigrants, PRs that aren't hitting the metrics, students with expired visas and of course criminals who are not Canadians. Once we've cleaned house we need to treat our country like the prize that it can be and only invite in those who fit in with our psyche and economic needs. Just because someone shows up at our border doesn't mean that they belong in Canada.
Identity Attack0.11163961
Insult0.0838533
Profanity0.02167175
Threat0.011146127
Severe Toxicity0.0062561035
Low Tox 0.18459146 Constructive 0.59 Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
10 deported! Pfffffff 10! There is like 3 million illegals in Canada by mid 2026 with “student” visas expired. @CitImmCanada get to work immediately, this is getting out of hand
10 deported! Pfffffff 10! There is like 3 million illegals in Canada by mid 2026 with “student” visas expired. @CitImmCanada get to work immediately, this is getting out of hand
Identity Attack0.10221587
Insult0.061276767
Profanity0.014976538
Threat0.009256045
Severe Toxicity0.0037002563
Low Tox 0.17891699 Low Con 0.265 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Hello from Canada. There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed. There is no divide at all. Canadians overwhelming support much tighter immigration …
Hello from Canada. There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed. There is no divide at all. Canadians overwhelming support much tighter immigration and for people overstaying visa holders to leave when they expire. Getting a student visa obviously doed not mean you get to stay. The previous immjgration system was a disaster and we are suffering for the damage done and will be for a long time.
Identity Attack0.052035484
Insult0.083359696
Profanity0.016342908
Threat0.007754337
Severe Toxicity0.0034713745
Low Tox 0.17718399 Constructive 0.75 Policy_Critique
Feb 14, 2026 Canada's tighter immigration policy divides …
Deport all expired visas.
Deport all expired visas.
Identity Attack0.089145996
Insult0.025800243
Profanity0.015318131
Threat0.021645326
Severe Toxicity0.004386902
Low Tox 0.15545623 Low Con 0.231 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
what are laws and rules if they aren't enforces? visas might be expired but if they aren't leaving, they're still here, working illegally, doing extortion threats, drug deals, whatsoever
what are laws and rules if they aren't enforces? visas might be expired but if they aren't leaving, they're still here, working illegally, doing extortion threats, drug deals, whatsoever
Identity Attack0.034300596
Insult0.046764325
Profanity0.017709278
Threat0.017846745
Severe Toxicity0.0036621094
Low Tox 0.15435068 Moderate Con 0.329
Jan 15, 2026 1 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.