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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 6 of 18
They turned their own country into a slum now they'll do it to the rest of the world... They are everywhere in Ireland come over on student visas then buy houses while there are record …
They turned their own country into a slum now they'll do it to the rest of the world... They are everywhere in Ireland come over on student visas then buy houses while there are record numbers of homeless families and kids without homes ... 😢
Identity Attack0.29035977
Insult0.17858955
Profanity0.032142747
Threat0.0077154995
Severe Toxicity0.010299683
Moderate 0.30993456 Moderate Con 0.485
Nov 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This video is misleading with much information..What many do not know and even homeowners..that their Property Taxes do go for the schooling and HUD assisstance is shared with illegals...just like visas that are overstayed..On the …
This video is misleading with much information..What many do not know and even homeowners..that their Property Taxes do go for the schooling and HUD assisstance is shared with illegals...just like visas that are overstayed..On the surface we are taught there is not corruption in the system..BS ..Sanctuary cities and much more BS negates this whole video..this sounds like Obama Rhetoric not Trump...Remember the system is still corrupt and California Governors have been Jesuit controlled for decades..
Identity Attack0.10221587
Insult0.24928534
Profanity0.11168506
Threat0.008259222
Severe Toxicity0.011444092
Moderate 0.30993456 Constructive 0.681
Jan 29, 2019 How much do refugees and …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to be innocent with lies. Instead of following regulations, they started rioting in city squares, in city parks, making noise, throwing garbage. "Halt on Deportations: In response to the scandal, the Canadian government paused the deportation of the implicated students to investigate the situation further and consider alternative solutions.  Review of Cases:A process was put in place to review the cases of the affected students, particularly those who were victims of the fraud.  Fake Admissions:The students obtained their Canadian visas through a fraudulent agent who provided fake admission offers from Humber College, leading to their entry into the country.  Loss of Status:Upon discovering the fake letters, the students were deemed to have lost their study permit status, making them subject to deportation by the Canada Border Services Agency (CBSA).  Political Pressure:The New Democratic Party (NDP) in Canada called on the government to not deport these students, highlighting their exploitation and the circumstances under which they were brought to Canada.  Crackdown on Scammers:The government and authorities also began cracking down on the agents and fraudulent institutions that facilitated this scam, as the students were often unaware of the forged nature of their documents, according to the Canadian Federation of Students.  Advocacy for Students:Organizations and Members of Parliament (MPs) called on the government to show leniency towards the students, highlighting their victim status and advocating for waivers of deportation.
Identity Attack0.10221587
Insult0.26957804
Profanity0.06646215
Threat0.011974656
Severe Toxicity0.00919342
Moderate 0.30716252 Constructive 0.628 Unverified_Claim
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
What a broken system .. all u needed was visa money and admission money 😂 and it got exploited.. the Chinese track every foreigner who enters their land if u r reported to be missing …
What a broken system .. all u needed was visa money and admission money 😂 and it got exploited.. the Chinese track every foreigner who enters their land if u r reported to be missing classes 😂 hallelujah God save u.. they will track u down and deport ..
Identity Attack0.28034934
Insult0.12883772
Profanity0.02932342
Threat0.035113025
Severe Toxicity0.009765625
Moderate 0.30539915 Moderate Con 0.435 Policy_Critique
Sep 30, 2025 IRCC Names India in Study …
My cousin passed away last week waiting for his visa. He was a young hardworking engineer waiting to get into this country. He was a fluent speaker in English who understood politics in Canada, community, …
My cousin passed away last week waiting for his visa. He was a young hardworking engineer waiting to get into this country. He was a fluent speaker in English who understood politics in Canada, community, and family. He had a full ride PHd thesis scholarship from universities like University of Alberta, Concordia, and Queens in blockchain technology. And my country lets in these delinquent low life criminals who destroy the fabric of society. May God rest his soul.
Identity Attack0.094936445
Insult0.3388922
Profanity0.022901481
Threat0.013476364
Severe Toxicity0.00793457
Moderate 0.30527395 Constructive 0.686 Personal_Narrative
Sep 30, 2025 6 likes IRCC Names India in Study …
Hello i am from India if you don't want migrants then just don't give much visa easy
Hello i am from India if you don't want migrants then just don't give much visa easy
Identity Attack0.36702603
Insult0.0777699
Profanity0.06596114
Threat0.018537397
Severe Toxicity0.014317908
Moderate 0.3047732 Moderate Con 0.35
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to anyone and everyone, regardless of their race, sexuality, gender. We're not like the mexicans of the usa where we come here illegally.WE COME HERELEGALLY, do legal jobs, and live peacefully. Do we have our fair share of problems? Yeah, sure. But that really doesnt overcome all the good that we do not only brampton but canada as a whole. If you wanna blame anyone, blame your government for letting in so many people, not us, we are simply ppl who are seeking a better life. Im a 18 year indian canadian teenager and im sorrounded by other indian canadian teenagers as well and we're all here to do good to the country and city, we're planning on becoming lawyers engineers, doctors, etc, yet yall think that we're here to destroy the country that we ourselves keep close to our heart. this video is racist, and nothing else.
Identity Attack0.36598656
Insult0.1640896
Profanity0.04065997
Threat0.00814271
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.791 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Look, nobody said that Chinatown, SF was supposed to be European or that Manilatown, Vancouver to be white. Brampton is a Little India, and you can complain all you want... once you show the proof …
Look, nobody said that Chinatown, SF was supposed to be European or that Manilatown, Vancouver to be white. Brampton is a Little India, and you can complain all you want... once you show the proof that you entered with your Inuit Visa, oh wait they were killed by you and yet you complain when legal immigrants come. They contribute to the culture of Vancouver, Toronto but you just love to point out Brampton when 0.01% have even seen the place, let alone lived there.
Identity Attack0.33352965
Insult0.11978693
Profanity0.026454043
Threat0.054947287
Severe Toxicity0.012435913
Moderate 0.30136615 Constructive 0.631 Moral_Argument
Feb 17, 2026 Inside Canada's Indian Metropolis (Brampton)
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...
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
Canada also constitutes by Invaders belonging to british colonial past. Unnecessary racism against India. When Canadian PM is in India seeking for economic package to survive tarriff. Be careful India are lectured to take 50 …
Canada also constitutes by Invaders belonging to british colonial past. Unnecessary racism against India. When Canadian PM is in India seeking for economic package to survive tarriff. Be careful India are lectured to take 50 million or more infiltration that too with no valid Visa or passport. Just imagine what Canada should be numbered in Democracy list before Syria , Pakistan probably . That is what it should be placed ! India has multiple churches which also involved in mass conversion illigally but still India has maintained Democracy. What about Indian people question you same. Why church is here for !? We don't denied Democratic right and constitutional rights. Same like Indian has rightfully constructed Temple . Its thier Democratic right . Besides Canada always support terrorist and Khalisthani separatists elements. (What if India harbour same set of people who will support free Ontario form canada. Will you accept it !?) This is the question that is been asked by journalist to your foreign secretary.He was silent
Identity Attack0.293411
Insult0.16883044
Profanity0.021603432
Threat0.010731863
Severe Toxicity0.010528564
Low Tox 0.2854903 Constructive 0.616 Policy_Critique
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
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 …
Richmond Hill and Scarborough in Ontario and Richmond in BC are largely Asian Woodstock ON is largely Italian So, when the Canadian government (particularly a drama teacher turned prime minister) allowed and gave LEGAL VISA's …
Richmond Hill and Scarborough in Ontario and Richmond in BC are largely Asian Woodstock ON is largely Italian So, when the Canadian government (particularly a drama teacher turned prime minister) allowed and gave LEGAL VISA's to thousands of economic migrants from India with no questions asked, what responsibility and accountability do Canadian voters demand from their own governments - both federal and provincial? While it's easy to videotape borderline racism and bigotry directed at immigrants from any one background or national origin (which is understandable btw), why not go interview videotape Sean Fraser and others like him who allowed (and signed off) this to occur in the first place? See what nuggets of wisdom you get from your own government perhaps.
Identity Attack0.2331515
Insult0.23237456
Profanity0.025087673
Threat0.009126588
Severe Toxicity0.0077438354
Low Tox 0.2854835 Constructive 0.621 Policy_Critique
Dec 2, 2025 Inside Canada's Indian Metropolis (Brampton)
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants. Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Identity Attack0.2783691
Insult0.17610447
Profanity0.038655918
Threat0.009126588
Severe Toxicity0.008850098
Low Tox 0.28548008 Moderate Con 0.496 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It's your Government's fault issued visa, you should be questioning your Government instead of harassing normal working people. You are jealous we are better at work than you ever will be and yeah people will …
It's your Government's fault issued visa, you should be questioning your Government instead of harassing normal working people. You are jealous we are better at work than you ever will be and yeah people will go where there is oppertunity if you don't want immigrants you shouldn't have gloated about your western bs values.
Identity Attack0.17614605
Insult0.17610447
Profanity0.13697
Threat0.008841781
Severe Toxicity0.009117126
Low Tox 0.2854733 Moderate Con 0.457 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Being punjabi born in canada. No hate towards no one but come on canada is not canada no more. I remeber back to 2005-2010 compared to now. We lost our home, we grew up with …
Being punjabi born in canada. No hate towards no one but come on canada is not canada no more. I remeber back to 2005-2010 compared to now. We lost our home, we grew up with canadian values even though my parents are immigrants, my parents also did there best to adapt when they came here in the 1960s. I love both cultures but it does feel like we LOST our home. Canada is all i know but its turning into something else. STOP IMMIGRATION WE ARE FULL IN CANADA. All the immigrants coming as "students" should be SENT HOME after they study as they swore to do when they were granted that visa.
Identity Attack0.28622448
Insult0.1469393
Profanity0.032142747
Threat0.008531082
Severe Toxicity0.012574885
Low Tox 0.2854733 Constructive 0.78
Aug 26, 2025 Why Canadians Are Turning Against …
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 …
So they come here on a student visa and then their family has a reason to come visit and they never go home. And we do nothing about it as per usual. Liberals are a …
So they come here on a student visa and then their family has a reason to come visit and they never go home. And we do nothing about it as per usual. Liberals are a free for all why are we even paying taxes anymore anyway? For lip service? If the conservatives aren’t going to do anything then shut up already. Quit wasting taxpayers money on this if nothing is going to happen about it.
Identity Attack0.025806036
Insult0.22770336
Profanity0.0569429
Threat0.013372798
Severe Toxicity0.007820129
Low Tox 0.28312725 Moderate Con 0.374
Sep 29, 2025 IRCC Names India in Study …
Should have said you're from Brazil Tyler!! Portuguese don't need a visa to enter the USA!!
Should have said you're from Brazil Tyler!! Portuguese don't need a visa to enter the USA!!
Identity Attack0.30103904
Insult0.070482984
Profanity0.02795705
Threat0.007832011
Severe Toxicity0.008163452
Low Tox 0.28087774 Moderate Con 0.344 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Tim Hortons hires almost exclusively Indian workers on a Temporary Foreign Worker visa. Which is just a way to scam Canadians out of jobs in Canada
Tim Hortons hires almost exclusively Indian workers on a Temporary Foreign Worker visa. Which is just a way to scam Canadians out of jobs in Canada
Identity Attack0.28034934
Insult0.14331897
Profanity0.026454043
Threat0.010110466
Severe Toxicity0.00579834
Low Tox 0.28087774 Moderate Con 0.322 Economic_Argument
Jan 28, 2026 244 likes Inside Canada's Indian Invasion...
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa …
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa scam to pocket the money - giving dubious one year diploma which can never give any job skill. Advertising it’s a pathway for citizenship . There are better colleges in India where these visa seekers can never enter due to the standards
Identity Attack0.17769934
Insult0.24928534
Profanity0.040409464
Threat0.008867673
Severe Toxicity0.007896423
Low Tox 0.2786282 Low Con 0.294 Policy_Critique
Sep 28, 2025 IRCC Names India in Study …
Absolutely need to remove the fraudulent visa holders. Even if they are citizens now, they don't deserve it.
Absolutely need to remove the fraudulent visa holders. Even if they are citizens now, they don't deserve it.
Identity Attack0.10221587
Insult0.16853803
Profanity0.022901481
Threat0.13313138
Severe Toxicity0.008163452
Low Tox 0.2786282 Low Con 0.291
Oct 1, 2025 IRCC Names India in Study …
Why there are 2.9 million temporary visas from the first place ??!!! May I understand??!! Is this type to scam third world students ??!!!
Why there are 2.9 million temporary visas from the first place ??!!! May I understand??!! Is this type to scam third world students ??!!!
Identity Attack0.14019285
Insult0.15982662
Profanity0.066963166
Threat0.010757755
Severe Toxicity0.006904602
Low Tox 0.27750343 Low Con 0.266
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
(Flees gang violence, applying for Asylum) _ Creates and joins gangs in Canada when they arrive. Becomes liasons for the old gangs they fled from. Their community fears the police... (because back where they are …
(Flees gang violence, applying for Asylum) _ Creates and joins gangs in Canada when they arrive. Becomes liasons for the old gangs they fled from. Their community fears the police... (because back where they are from, the Police is corrupt and works with gangs.) Thus they perpetuate the cycle by not calling out the individuals and help gang-busting units. Canada then starts enabling this. By kid-gloving migrants, non-permanent residents, Visa holders. Judges arent helping either. BAIL, BAIL, BAIL $$$. And thus Crime is imported. Religious extremists call out xyz-phobia. Etc... I was told that my struggles, my hard work. My self-imprivement and all of the trials I got througb are "A priviledge" that I have it better than xyz. And I get demeaned for my skin colour, and that I was born in Canada so I (must have is good) _ right? As a french-Canadian. English Canadians shit on me. As a woman, I get judged as a Tomboy and asked if I'm a Lesbian (no. I just like video games and Cars), and get judged by my skin whenever I claw myself out of a challenge or find some stability and happiness. Colonizer, slaveowner, cracker, priviledged, cooshie, freerider, racist, kkk, nazi. White supremacist, faschist, etc... Its enough to infuriate anyone. And you'd think we got away from being racist. Of using slanderous namecalling. Its depressing.
Identity Attack0.16993292
Insult0.20668297
Profanity0.02344803
Threat0.02803385
Severe Toxicity0.008735657
Low Tox 0.27412915 Constructive 0.648
Aug 25, 2025 Why Canadians Are Turning Against …

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.