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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: "Immigrants are scammers most of …" 18 comments
fkn immigrants, get them out of our country fraud, scammers who try calling our Seniors to scam their pensions and anything else they can get their hands on, Get them the fuck out of Canada. …
fkn immigrants, get them out of our country fraud, scammers who try calling our Seniors to scam their pensions and anything else they can get their hands on, Get them the fuck out of Canada. i've gotten 5 phone calls in the last week from scammers in India and other countries who get called out and hang up right away.
Identity Attack0.7063701
Insult0.71551245
Profanity0.7809412
Threat0.44942492
Severe Toxicity0.45895407
Toxic 0.8696708 Moderate Con 0.499 Identity Attack Insult Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
Canadians are not against immigrants; we are just against the parasite, scammer and stinky kind.
Canadians are not against immigrants; we are just against the parasite, scammer and stinky kind.
Identity Attack0.38826546
Insult0.72868866
Profanity0.21673056
Threat0.009825659
Severe Toxicity0.024725812
Toxic 0.7105462 Moderate Con 0.323 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Immigrants are scammers most of them
Immigrants are scammers most of them
Identity Attack0.6458014
Insult0.57566804
Profanity0.33453682
Threat0.013010317
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.239 Identity Attack Insult Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
Who woulda thought by allowing immigration from the land of the scammer might provide you with....some scammers? Derp
Who woulda thought by allowing immigration from the land of the scammer might provide you with....some scammers? Derp
Identity Attack0.21866
Insult0.4986907
Profanity0.08840031
Threat0.00899713
Severe Toxicity0.014253352
Moderate 0.45703048 Low Con 0.196 Humor_Satire
Sep 29, 2025 IRCC Names India in Study …
As an immigrant, I support deporting immigration scammers
As an immigrant, I support deporting immigration scammers
Identity Attack0.4139151
Insult0.39743927
Profanity0.19278693
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.381 Moral_Argument
Oct 1, 2025 IRCC Names India in Study …
lol i fly about monthly from YVR, as soon as you exit the plane and walk into the airport it feels like india, its gotta stop 90 percent of them are scammers and just need …
lol i fly about monthly from YVR, as soon as you exit the plane and walk into the airport it feels like india, its gotta stop 90 percent of them are scammers and just need to go, but m0r0ns elected the liberals again, and well if you check the numbers so far on the immigration website, they are already set for another record year, they are not lowering the numbers its all gas lighting.
Identity Attack0.36702603
Insult0.4339631
Profanity0.26583168
Threat0.042985857
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.451 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Brampton has been Brown Town since the 90s and nothing wrong with that. Same thing happend in Surrey in BC. The mass immigration of Indians lately to these areas is because that's where their beachhead …
Brampton has been Brown Town since the 90s and nothing wrong with that. Same thing happend in Surrey in BC. The mass immigration of Indians lately to these areas is because that's where their beachhead is so to speak. The problem is the low quality of immigrants. For some reason the new influx are like the gypsies of the Indian people. They are scammers and cheaters. Other Indians don't want them around either. Look at the politicians and the government administrators, the college deans that had 9/1 Indian to Canadians. They aren't held accountable. They got promotions.
Identity Attack0.458714
Insult0.4339631
Profanity0.15812257
Threat0.013269233
Severe Toxicity0.023076924
Moderate 0.41910073 Constructive 0.55 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It’s because some immigration consultants sell the PR. It’s becoming a scam. Canadians don’t even get jobs. Young people don’t even get jobs. And Canada now is has lost its integrity as a country. It’s …
It’s because some immigration consultants sell the PR. It’s becoming a scam. Canadians don’t even get jobs. Young people don’t even get jobs. And Canada now is has lost its integrity as a country. It’s infested with drug cartels like America, infested with scammers, terrorists war mongerers, car nappers etc, etc, Canada is not the same anymore. Just imagine the government is already taken by other ideologies. The death of the freedom of Canadian soldiers in the wars are already in vain. The morals, integrity, honesty and due diligence. History of Canada should be inculcated in schools. So children of the country will know how Canada became as Canada. It is the freedom to live in peace in honesty in diligence in integrity. For the unit of a society starts from a family. If all of these is not practice, Canada as a country Will be gone. If a country don’t take control of these things, the history of Canada is totally gone.
Identity Attack0.36702603
Insult0.40243408
Profanity0.064458095
Threat0.03407705
Severe Toxicity0.019611536
Moderate 0.39441586 Moderate Con 0.466 Policy_Critique
Nov 20, 2025 Quebec Ends Economic Immigration Program …
It's pretty obvious that part of the pushback is because the country of origin became completely slanted. There was a time when there was a lot of Chinese immigration, and while you would have wanted …
It's pretty obvious that part of the pushback is because the country of origin became completely slanted. There was a time when there was a lot of Chinese immigration, and while you would have wanted way less, at least they know how to follow the rules and show signs of gratitude for being allowed in. The mass influx of Jeets is a totally different animal. Natural scammers, ungrateful and much more trouble than they are worth.
Identity Attack0.2823795
Insult0.4339631
Profanity0.09260304
Threat0.010369381
Severe Toxicity0.014511578
Moderate 0.39231625 Constructive 0.615 Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Misleading title. We don’t have a problem with immigration. We have a problem with a hoard of illegals and visa scammers flooding our country.
Misleading title. We don’t have a problem with immigration. We have a problem with a hoard of illegals and visa scammers flooding our country.
Identity Attack0.33352965
Insult0.39297962
Profanity0.04366605
Threat0.009877442
Severe Toxicity0.012207031
Moderate 0.37795907 Moderate Con 0.301 Policy_Critique
Aug 27, 2025 Why Canadians Are Turning Against …
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
Identity Attack0.39334553
Insult0.35016364
Profanity0.040409464
Threat0.0084793
Severe Toxicity0.012435913
Moderate 0.37751234 Moderate Con 0.419 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
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)
Canada needs to be much more vigilant in who gets into this country, the legal immigration process is not robust enough and it is too easy to remain illegally. We don’t want to become a …
Canada needs to be much more vigilant in who gets into this country, the legal immigration process is not robust enough and it is too easy to remain illegally. We don’t want to become a harbour for criminal gangs or scammers!
Identity Attack0.09245483
Insult0.3126888
Profanity0.036401358
Threat0.009722093
Severe Toxicity0.005874634
Moderate 0.3057765 Moderate Con 0.498 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in …
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in 1966 I was just a baby , Canada had endless jobs in manufacturing, and especially in the construction sector , I will say that immigrants back then , Italians , and Portuguese really built this country , the men and women worked sometimes two jobs , no hand out from the government , no sick days , Canada was beautiful growing up , .. that’s how I remember it , other immigrants followed , from Poland , and then the Indians started to come in by the 80”s .. fast forward to now , I’m embarrassed of our country , it’s disgraceful and disgusting, the transition from back then to now , I feel like I’m living in India , dirty , scammers , gangs , thief’s , murders , ignorant , entitlement; disrespectful etc .. facts , one thing that I can’t wrap my head around is the language barrier , why are these people working in customer service ? Why are they dealing with the public ??? Why are they in the health care industry, nurses , doctors etc , when they can’t speak the language???? Why are they accepted in these highly skilled positions? Just because you have the skill ? Isn’t knowing the language and being able to communicate a requirement regardless what job you have ? Why is the government allowing them in this country and then paying for them to have all these resources available to them ? Why ?? We need to start helping the people that have contributed to this country , that paid taxes and their dues FIRST … we do not have enough affordable housing , jobs , hospitals ,etc .Canada has falling , they are a financial strain on this country , it needs to STOP.. this isn’t the 60”s anymore Canada is to the max , no opportunity here anymore , send them back !
Identity Attack0.06249457
Insult0.05964688
Profanity0.018324144
Threat0.0072106146
Severe Toxicity0.0032043457
Low Tox 0.12260055 Constructive 0.724
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
They have whole continents and ethnic nations for themselves. Now, we have little, mere, scant slivers of erable land while the rest of the world's nations still have plenty of land, except for those whom …
They have whole continents and ethnic nations for themselves. Now, we have little, mere, scant slivers of erable land while the rest of the world's nations still have plenty of land, except for those whom have already overpopulated themselves. While actual canadians have no opportunities and means to make products and services and compete in the marketplace for our people. Nobody seems to give a care about french and british isles canadians who built this country. Most of everyone else just moved in and out of those many just came for the government benefits and perks, and also the fact they could move their whole family and acquaintances. Let's be honest. A lot of people born here are descendants of scammers and grifters of the canadian system in some way. At this point, I think we should criticize all the various groups that have come here en masse. Most of the MPs have no spine. You can still have a liberal policy and still end immigration. It's the elephant in the room. End immigration and subsequent benefits and family unification policies.
Identity Attack0.06385879
Insult0.05964688
Profanity0.021125201
Threat0.0069516995
Severe Toxicity0.0033950806
Low Tox 0.11429678 Constructive 0.624
Jan 27, 2026 Inside Canada's Indian Invasion...
canadians and her multicultural ways simply can not compete against india, africa, south asia and various latin american countries because of 1 thing - birth rates. and when i say the canadian way and what …
canadians and her multicultural ways simply can not compete against india, africa, south asia and various latin american countries because of 1 thing - birth rates. and when i say the canadian way and what 'used' to be a balanced multicultural way of life - is now being completely replaced by, majority led, india and a select handful of a few other nations - philippines, nigeria, bangladesh and some middle eastern nations. most of these nations - minus the philippines - have very different values and laws from the west. gender inequality, caste systems and not to mention religious / secular conflicts. racism is also incredible in those nations - again, minus the philippines. the only reason i include the philippines on this list as well is because their numbers are also very high in terms of the recent immigration scams but still not as high as india - who by large is the biggest scammer by a mile. these nations export canadian capital to their home nations and recycle the cash and bring in more of their own people. it is blatant soft power take over of canada without firing a single shot. canadians need to wake up and bring back balanced immigration. i will never accept sharia law, caste systems of gender inequality in canada but it is already here and their population is hundreds to thousands of times more than canada and they are already establishing incredibly strong roots here.
Identity Attack0.10221587
Insult0.039737478
Profanity0.016342908
Threat0.007081157
Severe Toxicity0.00333786
Low Tox 0.11398677 Moderate Con 0.434
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, proof that I had paid the college (at least 1st year), English, a Bachelor degree (education), a clear criminal history, and what attach me to my country. I had to study hard, and only after graduation I could have 3y work permit. By working in Canada I could get more point to become a permanent resident. After 2y having my PR, I could get the citizenship, but I had to prove I pay taxes, clear criminal history, and other things that show I would be a good citizen. So, I worked (and still work) hard, I am currently in two jobs and at school taking my masters, I respect the laws, I respect the culture (I never tried to impose mine), and I pay over CAD$10.000 in taxes per year on my income. That said, I feel as a slap on my face when fraudulent and dishonest people are able to be here cheating the system in any way. Some people may say I am an immigrant against immigration. NO, I am in favor of people taking the right path to immigrate, and make real contributions for this country, not coming to be scammers and criminals.
Identity Attack0.0076955543
Insult0.017227544
Profanity0.015079016
Threat0.006492125
Severe Toxicity0.0011730194
Low Tox 0.03192045 Constructive 0.774
Oct 10, 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.