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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: "They have studied and are …" 193 comments · Page 1 of 8
indian student who came to study on thse stupid colleges are mostly frauds
indian student who came to study on thse stupid colleges are mostly frauds
Identity Attack0.6649212
Insult0.72868866
Profanity0.4756165
Threat0.012751401
Severe Toxicity0.25624833
Toxic 0.83334327 Low Con 0.208 Identity Attack Insult
Sep 28, 2025 IRCC Names India in Study …
Fax bro these stupid dumb Indians lie and say they are coming to study but just leave behind a big mess bro.
Fax bro these stupid dumb Indians lie and say they are coming to study but just leave behind a big mess bro.
Identity Attack0.6413409
Insult0.71120167
Profanity0.47771472
Threat0.03787563
Severe Toxicity0.26195827
Toxic 0.7998551 Low Con 0.248 Identity Attack Insult Identity_Assertion
Feb 3, 2026 5 likes Inside Canada's Indian Invasion...
What a hypocrite murican shyt , he should study how his ancestors invaded murica then lecture others & spread propaganda against indians just because its get him views.
What a hypocrite murican shyt , he should study how his ancestors invaded murica then lecture others & spread propaganda against indians just because its get him views.
Identity Attack0.55044734
Insult0.6308392
Profanity0.5013569
Threat0.060119797
Severe Toxicity0.35094213
Moderate 0.68408644 Low Con 0.237 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
THABK YOU TYLER OMG AS A CANADAIN THIS NEEDS TO BE STUDIED. These poop ppl refuse to leave its disgusting
THABK YOU TYLER OMG AS A CANADAIN THIS NEEDS TO BE STUDIED. These poop ppl refuse to leave its disgusting
Identity Attack0.28034934
Insult0.6370372
Profanity0.36230123
Threat0.010964886
Severe Toxicity0.08069076
Moderate 0.64447093 Moderate Con 0.344 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam …
These so-called international students from India are all part of the scam they know what they're getting themselves into!!! they are all part of it. they never planned on studying to begin with. their scam is to enter Canada on fraudulent student visas just to shamelessly claim asylum. So disgusting!!! these people all need to be deported back where they came from and where they belong!
Identity Attack0.55044734
Insult0.6109131
Profanity0.17752954
Threat0.06755528
Severe Toxicity0.112294696
Moderate 0.6342749 Moderate Con 0.334 Identity Attack Insult Unverified_Claim
Sep 28, 2025 2 likes IRCC Names India in Study …
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. …
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. You won't find too many South Indians, they are educated, they genuinely come to study or work in high skilled jobs and immigrate back to India later on
Identity Attack0.57150364
Insult0.5015486
Profanity0.5381406
Threat0.11309616
Severe Toxicity0.2733782
Moderate 0.60311776 Constructive 0.593 Identity Attack Insult Comparative_Framing
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
That’s why you study hard. Get a good education so you can always white flight away from this garbage till the end of times !
That’s why you study hard. Get a good education so you can always white flight away from this garbage till the end of times !
Identity Attack0.48915586
Insult0.56997263
Profanity0.30690086
Threat0.011327368
Severe Toxicity0.023505108
Moderate 0.5885171 Low Con 0.238 Insult Identity_Assertion
Feb 7, 2026 Inside Canada's Indian Invasion...
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO …
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO STAY HERE?? OH MY GOD, STUDENT VISA, IS A STUDENT VISA, YOU ARE HERE TO STUDY STUDYBSTUDY STUDY, GET THAT CLEAR ON.MIND, STUDY, , , YOU FINISH , GO HOME, GO HOME, GET CERTIFICATE OR DIPLOMA GO HOME,,,,, THE AMOUNT OF MONEY YOU HAD BEEN WORKING AS A STUDENT VISA STUDENT VISA THAT IMMIGRATION CANADA ALLOWED YOU, WHICH IS I THINK, ITS RIDICULOUS, THEY SHOULD NOT ALLOWED TO WORK IN A STUDENT -VISA, THEY CHOOSE CANADA TO STUDY , THEY SHOULD HAVE MONEY TO PAY FOR THEIR APARTMENT, FOOD ( NOT USING FOODBANK), PAY FOR.HEALTHA CARE(.INSTEAD USING UNIVERSAL HEALTH CARE) AND REST OF THEIR FAMILY THEY BROUGHT) ,,,, AS THE WORD ITSELF, STUDENT- VISA, BRING YOUR OWN MONEY, DO NOT USE CANADA AS A PIGGY BANK TO EARN MORE , YOU ARE NOT ALLOWED THAT
Identity Attack0.3817989
Insult0.47357693
Profanity0.4989438
Threat0.025443908
Severe Toxicity0.27908814
Moderate 0.584095 Moderate Con 0.399
Oct 17, 2025 IRCC Names India in Study …
Canada needs this shit business to run its paralel economy. The govt knew from the begining itself that all their documents are fraud. if they had the money to study in canada., they would have …
Canada needs this shit business to run its paralel economy. The govt knew from the begining itself that all their documents are fraud. if they had the money to study in canada., they would have gone to USA. not come to canada.
Identity Attack0.28034934
Insult0.47384647
Profanity0.5365423
Threat0.010887212
Severe Toxicity0.026936848
Moderate 0.5779532 Low Con 0.095
Sep 30, 2025 IRCC Names India in Study …
No shiiit Sherlock. Blame it on public post secondary international admissions. Dying to make money . By the way look out for Cote d Ivoire? While u are at it with “indians”. Who let theem …
No shiiit Sherlock. Blame it on public post secondary international admissions. Dying to make money . By the way look out for Cote d Ivoire? While u are at it with “indians”. Who let theem in LEGALLY? IRCC. Who gave them extended work hours under study permit?? IRCC. Who stopped “discrimination when hiring DOMESTIC FIRST, PR STATUS ……. THEN SOME?? IRCC. in other words don’t blame international students. Look at the logistical greed ‼️
Identity Attack0.38826546
Insult0.43158367
Profanity0.5013569
Threat0.017328756
Severe Toxicity0.10702737
Moderate 0.54325575 Moderate Con 0.438
Sep 29, 2025 IRCC Names India in Study …
I am Indian, and I request that Canada and the USA deport Indians back to India. No country should feel as though it is being invaded or colonised by people who do not belong there.... …
I am Indian, and I request that Canada and the USA deport Indians back to India. No country should feel as though it is being invaded or colonised by people who do not belong there.... This is stupidity...I did my Masters in London for two years. I promised myself that I would make friends only with students from the UK, Europe, and other countries—except India, experience their culture and then return to India once my studies were finished. I did exactly that.
Identity Attack0.49855098
Insult0.5270482
Profanity0.25915453
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.637 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard Lynn of deliberate bias and systematic misrepresentation to fit a specific ideological agenda. Independent researchers have found that he consistently selected data that favored his preconceived conclusions while ignoring contradictory evidence. Evidence of Systematic Bias Peer-reviewed analyses by researchers such as Jelte Wicherts identified several patterns suggesting intentional distortion in Lynn's work: Cherry-picking Low Scores: Lynn was found to have systematically excluded studies that showed higher IQ averages in African countries. He reportedly ignored every available study reporting an average IQ above 85 for African samples. Misrepresentation of Samples: In one "egregious" example for Equatorial Guinea, Lynn assigned a national IQ of 59 based on a single study of children who were in a home for the developmentally disabled in Spain, not a representative group from the country itself. Inconsistent Selection Criteria: Critics noted that Lynn's only consistent rule for including a study appeared to be the final score; lower scores were more likely to be included regardless of the sample's health or representativeness. Ideological Motivation Experts and organizations like the Southern Poverty Law Center (SPLC) argue that Lynn's work was not impartial science but was motivated by white nationalist and eugenicist ideologies: "Race Realism": Lynn was a long-time advocate of "race science," a fringe field that attempts to use biological data to justify racial hierarchies. Political Agenda: He openly argued that nations with high IQs must "subjugate or eliminate" lower-IQ groups to maintain dominance. He also advocated for the breakup of the U.S. into racial ethno-states and promoted anti-immigration and eugenics policies. Funding Ties: Much of his work was supported by the Pioneer Fund, an organization founded by Nazi sympathizers to promote "race betterment" and white supremacy. Scientific Consequences As a result of these documented flaws, the academic community has largely rejected his datasets: Revoked Status: In 2018, Ulster University revoked Lynn's emeritus status due to the "racist and sexist" nature of his work. Formal Rejection: The European Human Behavior and Evolution Association issued a formal statement in 2020 advising all researchers to stop using Lynn’s data, labeling it "unsound" and "scientifically unreliable". Publisher Reviews: As of late 2024 and 2025, major academic publishers like Elsevier have initiated comprehensive reviews of his published research due to mounting evidence of its "fundamentally flawed" and "misleading" nature. "
Identity Attack0.44690517
Insult0.5497792
Profanity0.36230123
Threat0.045895394
Severe Toxicity0.067522444
Moderate 0.51869136 Constructive 0.52 Insult Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Reason im leaving canada, you guys have lost control over your country and you take my money to do that. The crazy thing is, its not about the quantify of study permits you hand out, …
Reason im leaving canada, you guys have lost control over your country and you take my money to do that. The crazy thing is, its not about the quantify of study permits you hand out, its simply vetting and screening the applicants and tracking them. Its that simple. Mismanagement costs canadians, and these people are all paid 100k+ to Mismanage? So theyre not doing jack shit lol why am I paying taxes? Give me the money so I can go buy a house
Identity Attack0.2028587
Insult0.4339631
Profanity0.4798129
Threat0.010990778
Severe Toxicity0.02430326
Moderate 0.5140397 Moderate Con 0.497
Oct 1, 2025 1 likes IRCC Names India in Study …
You did not study. Your parents did nothing. Did they support you to get a college eduvation. You sent your jobs to china. And you allow potential terrorist into canada. You alllowed muslims and khalistans. …
You did not study. Your parents did nothing. Did they support you to get a college eduvation. You sent your jobs to china. And you allow potential terrorist into canada. You alllowed muslims and khalistans. CANADIANS YOU JUST SET YOURSELF FOR FAILURE.
Identity Attack0.5135796
Insult0.44802538
Profanity0.04291453
Threat0.015602129
Severe Toxicity0.023152983
Moderate 0.50789946 Low Con 0.254 Identity Attack
Aug 28, 2025 Why Canadians Are Turning Against …
An invasion? We invite them here to work and study, that's not an invasion. People need to stop feeding these narrative cause all they do is give false perceptions that fuel hatred. They're ambitious people …
An invasion? We invite them here to work and study, that's not an invasion. People need to stop feeding these narrative cause all they do is give false perceptions that fuel hatred. They're ambitious people who want to come here and make money, I don't get why so many people have to shit on them for it.
Identity Attack0.18235919
Insult0.36021477
Profanity0.5188411
Threat0.014220826
Severe Toxicity0.023076924
Moderate 0.5024724 Constructive 0.639 Moral_Argument
Jan 29, 2026 7 likes Inside Canada's Indian Invasion...
I had 2 Indian dormmates when I was studying in Australia. They were the most rude and hypocritical blokes I've met. I guess all the things people said about indians are true.
I had 2 Indian dormmates when I was studying in Australia. They were the most rude and hypocritical blokes I've met. I guess all the things people said about indians are true.
Identity Attack0.46614665
Insult0.47630358
Profanity0.20916378
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.45761138 Constructive 0.596 Personal_Narrative
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG …
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG inferiority complex thinking that Canada is some sort of heaven 3. To make some money and improve their quality of life(because if u don't study well here the quality of ur life decreases) As an Indian I just pity the people who must've lived there wherever indians go they treat it like sh*t I live in delhi it is not THAT bad as u might think for a matter of fact india is improving every day but still people like these are such douchebags And not being racist 99% of them are either Punjabis or gujaratis
Identity Attack0.44690517
Insult0.42167732
Profanity0.42102736
Threat0.015429466
Severe Toxicity0.049354076
Moderate 0.4574824 Constructive 0.617 Personal_Narrative
Feb 1, 2026 Inside Canada's Indian Metropolis (Brampton)
Indian HRs only hire Indians!!! That is the reality. You do not believe me?, you think I am exaggerating? Just check how many Indian international students are working in the security industry and the majority …
Indian HRs only hire Indians!!! That is the reality. You do not believe me?, you think I am exaggerating? Just check how many Indian international students are working in the security industry and the majority of them do not last because they take those jobs from Canadians while they find a job in their area of study to get the PR!!!! SO SICK OF THIS SITUATION!!!
Identity Attack0.46614665
Insult0.40243408
Profanity0.07126612
Threat0.010369381
Severe Toxicity0.023076924
Moderate 0.45549932 Constructive 0.539 Unverified_Claim
Oct 3, 2025 5 likes IRCC Names India in Study …
Blaming India will not help . Gov. Of India told Canadian counterparts that criminals are using fake degrees to go study in Australia and Canada but you guys were making 4x tuition and took the …
Blaming India will not help . Gov. Of India told Canadian counterparts that criminals are using fake degrees to go study in Australia and Canada but you guys were making 4x tuition and took the money and those criminals . They were never Indin student . They came to join the Brampton Khalistani army . You will see them soon . Just know India warned you and you took the Khalistani side . Don’t call them Indian . As far as India’s prospective they are Canadian Khalistani terrorist 😊
Identity Attack0.48915586
Insult0.43158367
Profanity0.050680235
Threat0.031314444
Severe Toxicity0.023076924
Moderate 0.44039994 Moderate Con 0.454
Sep 28, 2025 IRCC Names India in Study …
The immigration policy in Canada is a joke. Justin has ruined it. I bet 80% of immigrants there have arrived on false pretence, be it studying or tourism or marriage. Its all big business in …
The immigration policy in Canada is a joke. Justin has ruined it. I bet 80% of immigrants there have arrived on false pretence, be it studying or tourism or marriage. Its all big business in India. I'll do the studying you pay the fees, let's get married on paper to gain entry.... Its an open secret. Canada is officially fooked.... 😂
Identity Attack0.36598656
Insult0.41767508
Profanity0.32965264
Threat0.00933372
Severe Toxicity0.023076924
Moderate 0.4398409 Moderate Con 0.457 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Heard from my nephews who are studying in Canada. They see more foreigners than Canada. Do expect such foreigners movement. A lot countries have the same issue. It is happening to my country (Singapore) now. …
Heard from my nephews who are studying in Canada. They see more foreigners than Canada. Do expect such foreigners movement. A lot countries have the same issue. It is happening to my country (Singapore) now. And it is frustrating that these foreigners do not bother to integrate into our culture. Sickening. They are here for their own benefits.
Identity Attack0.44690517
Insult0.46476576
Profanity0.04491858
Threat0.0079873605
Severe Toxicity0.016190045
Moderate 0.4398409 Constructive 0.592 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
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 …
They work hard and beat everyone. Everyone across the world.k own they are top Doctors in the US and in Canada, top lT engineers. They sell amongst themselves WFT? They come here to study and …
They work hard and beat everyone. Everyone across the world.k own they are top Doctors in the US and in Canada, top lT engineers. They sell amongst themselves WFT? They come here to study and invest millions.and millions into the economy they do shop at some Indian stores, but MOSTLY at Canadian groceries, furniture and electronics, Just like the Holland loser or the Portugese guy shops at Portugese to get their country stuff their - AND THEY PAY TAXES THANK YOU! HIGHER TAXES BECAUSE THEY ARE MORE DUCATED AND EARN BETTER THAN THESE RACIST BUMS. CHECK YOUR UNEMPLOYED WHITE GUY he is the one that doesn't pay taxes or contribute and collects welfare or begs for money! THATS THE FACTS, not the hatred portrayed here that should be reported.
Identity Attack0.2331515
Insult0.42167732
Profanity0.3597395
Threat0.028379176
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It is so unfair. I strived for about 10 years saving, learning English, investigating, studying something relevant. Achieved to arrive in Canada from Mexico in 2022. And now all these mor0n$ from India putting us …
It is so unfair. I strived for about 10 years saving, learning English, investigating, studying something relevant. Achieved to arrive in Canada from Mexico in 2022. And now all these mor0n$ from India putting us all in bad word as students. They don’t attend classes, they cheat, abuse AI, steal other’s school projects. Total waste of air. There’s no even room for PR anymore as they flooded the system. In a year I’m going back to Mexico, if I meet any shaky head there I’ll make sure to show my appreciation.
Identity Attack0.37953663
Insult0.4339631
Profanity0.2188925
Threat0.016638106
Severe Toxicity0.023076924
Moderate 0.40336934 Constructive 0.595
Oct 9, 2025 IRCC Names India in Study …
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women …
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women bye their hair through the hallways and force themselves onto them in private study rooms, while their friends guarded the exit to the room. Multiple times i had to stand up for women and almost get physical with them. One pulled a knife out on my in the hallway when I told him to get off a girl that obviously didn't want it. Me and my friend rented a house beside the college and we would have occasional partys. They would show up the party and push hard drugs onto my friends. One was flashing around a hand gun and acting like a wanna be gangster. They would steal things and leave their trash everywhere. I finally had enough and said no more Indians at my house.
Identity Attack0.46028158
Insult0.33998606
Profanity0.2661772
Threat0.2836219
Severe Toxicity0.035007052
Moderate 0.39842087 Constructive 0.648
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...

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.