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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

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Active: "Immigration fraud" 64 comments · Page 2 of 3
Immigration Disrespect, Fraud, Crime, Tax Handouts, Scammers. Sexual Assault, Protest, Voter Fraud, Fake ID ect ect.
Immigration Disrespect, Fraud, Crime, Tax Handouts, Scammers. Sexual Assault, Protest, Voter Fraud, Fake ID ect ect.
Identity Attack0.28034934
Insult0.37392882
Profanity0.080318145
Threat0.0138755
Severe Toxicity0.109661035
Moderate 0.34328604 Low Con 0.228
Jun 19, 2025 1 likes How Canada broke its immigration …
I'm an Indian immigrant, fully legal, we all want these fraud people to go back and only hard working and legal ones are welcomed who wants to accept the Canadian way of living.
I'm an Indian immigrant, fully legal, we all want these fraud people to go back and only hard working and legal ones are welcomed who wants to accept the Canadian way of living.
Identity Attack0.32184324
Insult0.30797598
Profanity0.052183274
Threat0.0089712385
Severe Toxicity0.011138916
Moderate 0.3389984 Constructive 0.592 Personal_Narrative
Sep 29, 2025 IRCC Names India in Study …
If they committed fraud, take away all the programs and stop more Indian immigrants from coming until time passes and immigration policies improve.
If they committed fraud, take away all the programs and stop more Indian immigrants from coming until time passes and immigration policies improve.
Identity Attack0.39334553
Insult0.1640896
Profanity0.03715288
Threat0.019228047
Severe Toxicity0.012574885
Moderate 0.33421695 Low Con 0.2
Oct 2, 2025 IRCC Names India in Study …
All those ‘schools’ should be shut down. All the ‘Immigration consultant’ business should be shut down. They operate OPENLY advertising fraud. DELETE THE JEET
All those ‘schools’ should be shut down. All the ‘Immigration consultant’ business should be shut down. They operate OPENLY advertising fraud. DELETE THE JEET
Identity Attack0.23542951
Insult0.23704576
Profanity0.03615085
Threat0.044602267
Severe Toxicity0.010299683
Moderate 0.3234372 Low Con 0.152 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
close the borders... this growth thru welfare, non tax paying immigrants is a fraud... the country was better in 1950 with way way way less population... We want anti immigrant... close the borders... these are …
close the borders... this growth thru welfare, non tax paying immigrants is a fraud... the country was better in 1950 with way way way less population... We want anti immigrant... close the borders... these are not tax payers we bring in......
Identity Attack0.29188538
Insult0.16868424
Profanity0.01764096
Threat0.018710058
Severe Toxicity0.011367798
Moderate 0.32020867 Moderate Con 0.316 Policy_Critique
Feb 25, 2026 LILLEY UNLEASHED: The fall of …
😑Housing crisis - they are a BIG reason for this. >>> Mortgage fraud - Watch the CDC report. They flooded Canada, try to snatch up all the houses through fraud and to rent out as …
😑Housing crisis - they are a BIG reason for this. >>> Mortgage fraud - Watch the CDC report. They flooded Canada, try to snatch up all the houses through fraud and to rent out as rooming houses. This reduces available properties, and prices skyrocket. When you have tens of THOUSANDS of people in ONE community doing this, why are you scratching your head that there's a housing crisis? Canada flung open the door to people from the scam capital of the world, and now when Canadian kids are polled, they're saying they're giving up on buying a house! Disaster. Now, to fix the problem, you have to reduce their numbers to reduce demand, but reducing demand reduces home prices, so what about all those people who bought at inflated prices? Many homeowners are losing their shirts. So now, to fix the problem, Canadians are enduring GENERATIONAL financial damage, that will take decades to fix, and some people may never recover from it. I'm not against immigrants, but this particular group has devastated Canada with their greed and corruption.
Identity Attack0.12208464
Insult0.24424846
Profanity0.070942834
Threat0.010447056
Severe Toxicity0.011672974
Moderate 0.31132057 Constructive 0.65 Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
0:50 yes & no. ClydeDoSomething had someone on to explain Gov user Fraud to get tax money the “immigrants” got to stay It got so bad most started leaving back to India XD
0:50 yes & no. ClydeDoSomething had someone on to explain Gov user Fraud to get tax money the “immigrants” got to stay It got so bad most started leaving back to India XD
Identity Attack0.2831485
Insult0.13607834
Profanity0.0864606
Threat0.010576514
Severe Toxicity0.013478675
Moderate 0.31132057 Moderate Con 0.492 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
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)
Indian immigration should be taken a serious consideration all over the world. These frauds can go upto any limit.
Indian immigration should be taken a serious consideration all over the world. These frauds can go upto any limit.
Identity Attack0.3072352
Insult0.16839184
Profanity0.0741757
Threat0.01086132
Severe Toxicity0.011138916
Moderate 0.30539915 Low Con 0.252
Oct 4, 2025 1 likes IRCC Names India in Study …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh thank god Canada immigration is looking into this fraud.
Oh thank god Canada immigration is looking into this fraud.
Identity Attack0.27682206
Insult0.22770336
Profanity0.028093686
Threat0.0069387536
Severe Toxicity0.0065994263
Moderate 0.30527395 Moderate Con 0.317 Solidarity
Sep 28, 2025 IRCC Names India in Study …
Canada must limit the number of Immigration consultants shops. They're the real force behind indian Immigration fraud.
Canada must limit the number of Immigration consultants shops. They're the real force behind indian Immigration fraud.
Identity Attack0.37012735
Insult0.16831873
Profanity0.022559889
Threat0.007948523
Severe Toxicity0.008163452
Moderate 0.30514878 Moderate Con 0.335
Oct 1, 2025 1 likes IRCC Names India in Study …
Canadian immigration fraud is extremely common !
Canadian immigration fraud is extremely common !
Identity Attack0.2949366
Insult0.16883044
Profanity0.017982552
Threat0.007301235
Severe Toxicity0.008239746
Moderate 0.30464804 Low Con 0.27 Unverified_Claim
Jan 1, 2026 2 likes IRCC Names India in Study …
IRCC-Immigration must employ an original white Canadian born and not immigrants to eliminate Mafia-Fraud in the system. These children of immigrants like Aizha are part of the Mafia who are favouring and selective thata why …
IRCC-Immigration must employ an original white Canadian born and not immigrants to eliminate Mafia-Fraud in the system. These children of immigrants like Aizha are part of the Mafia who are favouring and selective thata why Canada are flooded with illegal and fraud. They are connected with businessmen-politicians in House of Commons who are favouring their original country of nationalities. Immigration-IRCC must regulate the number of entries per nationality to Canada so that it will not be dominated by particular color and religion of nationalities whi wanted to change Canada's government, religion, culture and impose that they wanted to be according to their comfort. The first nation and white Canadian for fought and died with their own blood for many years to built a beautiful qnd peace country of Canada are noe neglected and these Mafia Immigrants are gradually dominating to govern the country by crimes abs illegal acts
Identity Attack0.31307843
Insult0.18355975
Profanity0.025634222
Threat0.011042561
Severe Toxicity0.01083374
Moderate 0.30319387 Moderate Con 0.451 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Sounds like there are people who are fully enabling immigration fraud
Sounds like there are people who are fully enabling immigration fraud
Identity Attack0.26155844
Insult0.11797678
Profanity0.05268429
Threat0.007857903
Severe Toxicity0.0073242188
Low Tox 0.2854733 Low Con 0.231 Policy_Critique
Oct 1, 2025 2 likes IRCC Names India in Study …
An example. In the small village of about 60k people where I live, we struggle to keep a descent Chinese restaurant or two. Indians are attempting to put a restaurant, shop or grocery store in …
An example. In the small village of about 60k people where I live, we struggle to keep a descent Chinese restaurant or two. Indians are attempting to put a restaurant, shop or grocery store in every shopping center in town. Not to mention eyeing every house that goes on the market in my neighborhood. Then there's the immigration abuse and fraud that comes along with the particular culture.
Identity Attack0.34324843
Insult0.107333586
Profanity0.018665737
Threat0.008893564
Severe Toxicity0.006942749
Low Tox 0.27975297 Constructive 0.662 Identity_Assertion
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of …
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of racism online or in real life, and the hatred is real. I wish it wasn’t so, but Brampton and for that matter the GTA is not equipped to handle these many people. Then you get the sheer number of illegal rooming houses, fraud, general disrespect for the norms and traditions of Canada from the newer generations of immigrants it just really paints a bad picture of Indian people. I hope things can change and both Indians and Canadians can live together and foster mutual respect for each other, but we are a long ways away
Identity Attack0.2831485
Insult0.16831873
Profanity0.02795705
Threat0.009204263
Severe Toxicity0.008964539
Low Tox 0.2786282 Constructive 0.788 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
They also should check LTB orders against these students n immigrants who are fooling the system .n commiting rent fraud
They also should check LTB orders against these students n immigrants who are fooling the system .n commiting rent fraud
Identity Attack0.26494437
Insult0.16861114
Profanity0.019280603
Threat0.008077981
Severe Toxicity0.005302429
Low Tox 0.2763787 Low Con 0.3
Oct 17, 2025 IRCC Names India in Study …
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all …
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all scandals..wondering…some thing big way wrong going on government side’s also…go deeply…once again I repeat..refugees status very big scandals kicks them immediately out of Canada..most of them working..unofficial in cash payments received…& government all benefits & finance enjoying…that’s more burden on governments & tax payers in Canada..wakes up..mercy less..immediately..still not too late..otherwise once in futures Canadian citizens will be refugees…we know at least India…consultants & contacts in Canada..sir..wakes up..wakes up.
Identity Attack0.2127345
Insult0.16817254
Profanity0.02344803
Threat0.010835429
Severe Toxicity0.009651184
Low Tox 0.26859093 Constructive 0.532
Nov 8, 2025 1 likes IRCC Names India in Study …
In Portugal the government is starting to implement some measures but to be honest we are not noting any difference so far. He started having fraud in our NHS because the public workers were enrolling …
In Portugal the government is starting to implement some measures but to be honest we are not noting any difference so far. He started having fraud in our NHS because the public workers were enrolling illegal immigrants with fake addresses in exchange of money. There lines since 4 AM of portuguese elders in front of the health centers trying to have an appointment with no luck. Someone from the Foreign Affairs Office was envolver in the scheme as well. This is sick and of course members of the governments have to be evolved.
Identity Attack0.14661247
Insult0.23237456
Profanity0.03715288
Threat0.0084793
Severe Toxicity0.005722046
Low Tox 0.2553839 Constructive 0.686 Unverified_Claim
Nov 22, 2025 4 likes Quebec Ends Economic Immigration Program …
A student visa is totally fraud they are just enrolled students for immigration only.
A student visa is totally fraud they are just enrolled students for immigration only.
Identity Attack0.10221587
Insult0.13607834
Profanity0.026727317
Threat0.0065827454
Severe Toxicity0.0038719177
Low Tox 0.2540519 Low Con 0.176 Unverified_Claim
Jan 29, 2026 6 likes Inside Canada's Indian Invasion...
lost me at only "1 million" and again at "the cut back in staffing". Nothing about the student visas fraud, ELMIA fraud, open borders that have created. Probably a lawyer that makes big dough from …
lost me at only "1 million" and again at "the cut back in staffing". Nothing about the student visas fraud, ELMIA fraud, open borders that have created. Probably a lawyer that makes big dough from mass immigration. This "news" downplays it big time. No shame
Identity Attack0.021987455
Insult0.11978693
Profanity0.018255826
Threat0.0074565844
Severe Toxicity0.0031471252
Low Tox 0.20312156 Moderate Con 0.449
Jan 20, 2026 Why Canada’s immigration system has …
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
Identity Attack0.11047905
Insult0.082866095
Profanity0.012585391
Threat0.0068869707
Severe Toxicity0.003452301
Low Tox 0.19694418 Moderate Con 0.364 Policy_Critique
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Its not just the new immigrants that makes issues. Early immigrants are the ones running all the frauds and businesses and mostly new comers are victims. They are the ones working in the government as …
Its not just the new immigrants that makes issues. Early immigrants are the ones running all the frauds and businesses and mostly new comers are victims. They are the ones working in the government as well. Most people i work with me are early immigrants or second generation. They dont vote and shows no interest. All they do is complain. Even after 15 20 years they are not integrated in to canadian society.
Identity Attack0.12208464
Insult0.06921569
Profanity0.013234417
Threat0.006977591
Severe Toxicity0.003490448
Low Tox 0.16678599 Constructive 0.605 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
Yes fraud immigration is problem. But do you know whats worse? Getting 5M+ immigrations without enough infrastructures, law enforcement, and economic power to compensate all the immigrants. Our government is wrong too.
Yes fraud immigration is problem. But do you know whats worse? Getting 5M+ immigrations without enough infrastructures, law enforcement, and economic power to compensate all the immigrants. Our government is wrong too.
Identity Attack0.10221587
Insult0.062150877
Profanity0.013780965
Threat0.0065633263
Severe Toxicity0.002670288
Low Tox 0.1641865 Moderate Con 0.492 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.