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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: "All of them are scammers" 146 comments · Page 6 of 6
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine …
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine attitude and judging them. The amount of adharm bleeding out of India, and yet y'all throw a Kurta on and pretend otherwise... Its honestly wild.
Identity Attack0.25309357
Insult0.3470427
Profanity0.05393682
Threat0.010757755
Severe Toxicity0.011138916
Moderate 0.34757367 Moderate Con 0.419 Identity_Assertion
Mar 1, 2026 1 likes 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 …
We know what liberal and carney will do before they do it We know these scammers they working with the police This is why we have a surprise for them very soon ❤😘
We know what liberal and carney will do before they do it We know these scammers they working with the police This is why we have a surprise for them very soon ❤😘
Identity Attack0.023796257
Insult0.37960073
Profanity0.03990845
Threat0.009307829
Severe Toxicity0.005836487
Moderate 0.3389984 Low Con 0.171 Unverified_Claim
Feb 24, 2026 'We do know that there's …
Thought we needed skilled workers. Not scammers who hide once here. Great job Libs.
Thought we needed skilled workers. Not scammers who hide once here. Great job Libs.
Identity Attack0.012240025
Insult0.37506318
Profanity0.049678206
Threat0.007521313
Severe Toxicity0.004558563
Moderate 0.33421695 Low Con 0.206 Policy_Critique
Oct 2, 2025 IRCC Names India in Study …
2:40 giving call center scammer aura
2:40 giving call center scammer aura
Identity Attack0.02439919
Insult0.16766082
Profanity0.17241211
Threat0.013528148
Severe Toxicity0.017287504
Moderate 0.3317266 Low Con 0.263
Jan 27, 2026 Inside Canada's Indian Invasion...
Let's cut the BS and say what's really happening. A massive amount of scammers from India were making bogus refugee claims, and they're getting rejected. Mark Carney should be sending a massive bill to the …
Let's cut the BS and say what's really happening. A massive amount of scammers from India were making bogus refugee claims, and they're getting rejected. Mark Carney should be sending a massive bill to the Indian government for being forced to deal with all these fraudulent claims.
Identity Attack0.2854555
Insult0.26957804
Profanity0.14930901
Threat0.013476364
Severe Toxicity0.012207031
Moderate 0.32712606 Moderate Con 0.455
Dec 24, 2025 Deportations From Canada at Their …
I have yet to meet an Indian that is NOT a scammer in some way or fashion.
I have yet to meet an Indian that is NOT a scammer in some way or fashion.
Identity Attack0.2964622
Insult0.25998658
Profanity0.089370176
Threat0.00780612
Severe Toxicity0.008354187
Moderate 0.31963667 Moderate Con 0.339 Unverified_Claim
Feb 22, 2026 1 likes 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)
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 …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are being overrun with them. Look at the Canadian government, that's how bad it has become. The Canadian government has become so corrupt because of this! Once they infiltrated the government, all kinds of corruption occured, their extended families were getting automatic citizenship, free healthcare, and draining the Canadian job market and healthcare benefits. One common scam they pull is that they will find a job, immediately apply for social welfare, and take time off and still get paid for months without even working. They completely abuse the system which results in actual Canadians who need social welfare benefits to not be able to gain any benefits, because of the amount of scammers that have infiltrated and colonized the country. Canada is screwed completely unless we speak up about this! There are many of us who don't like this and don't want it, but there are many Canadians who are bleeding hearts and weak who just accept it. They're going to outbreed us and eventually completely takeover and completely ruin the country. Canada is not the same place that I remember from my childhood. It has become the capitol of woke ideology, weakness, and completely overrun by Indians. Not to mention that we used to be a Christian country. We used to say Merry Christmas every year, Christian values were upheld and encouraged, now there are Mosques everywhere! There are more Mosques in Canada than Churches these days. Canada has become ruined. The worst part is, that those who come to our country don't even respect our values, traditions, or even attempt to assimilate. They expect us to conform to their ways. We can no longer be Christians because they are Anti-Christian, we can no longer speak English or French, because they hate our language. I have literally been to Toronto and Vancouver and seen the madness unfold, not an ounce of English is spoken or understood in those areas. It's either Chinese or Indian that is spoken. Usually, when you come to another country, you are supposed to conform to that country's values and traditions, not the other way around. Canada has done the complete opposite because of the bleeding hearts in charge of the country. I say screw that and no more! Make Canada Canadian Again! Keep Canada Christian!
Identity Attack0.10221587
Insult0.26957804
Profanity0.029888187
Threat0.00948907
Severe Toxicity0.006866455
Low Tox 0.295883 Constructive 0.677 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
We were promised doctors and nurses, not students and scammers.
We were promised doctors and nurses, not students and scammers.
Identity Attack0.007954539
Insult0.26957804
Profanity0.059948977
Threat0.007094103
Severe Toxicity0.0036239624
Low Tox 0.28857216 Moderate Con 0.306 Policy_Critique
Jan 19, 2026 1 likes Why Canada’s immigration system has …
Vasey how’s your scammers thing is going for you Keeps pushing my fellow teams I need more update on all of these scammers I’m very glad to have you all my fellow teams Loyalty love …
Vasey how’s your scammers thing is going for you Keeps pushing my fellow teams I need more update on all of these scammers I’m very glad to have you all my fellow teams Loyalty love respect 🫡
Identity Attack0.01191331
Insult0.24630153
Profanity0.08613731
Threat0.009074804
Severe Toxicity0.0074386597
Low Tox 0.28312725 Constructive 0.638 Meta_Commentary
Feb 24, 2026 'We do know that there's …
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false …
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false documents and Canada not only made them welcome but also let them enter politics, police, government positions many with just PR and not even citizenship holders. How can an India citizen with Canadian Residency work as a customs officer or police with no Canadian citizenship?
Identity Attack0.28622448
Insult0.1640896
Profanity0.02119352
Threat0.0074306927
Severe Toxicity0.0064086914
Low Tox 0.27525392 Constructive 0.726 Policy_Critique
Jan 27, 2026 160 likes Inside Canada's Indian Invasion...
Tip of the ice burg. System has collapsed. Canada is not in the hands of Canadians (all regions, races, religions). The fight should be between legacy Canadians who lived by the books and the scammers …
Tip of the ice burg. System has collapsed. Canada is not in the hands of Canadians (all regions, races, religions). The fight should be between legacy Canadians who lived by the books and the scammers (supported by the govt.)
Identity Attack0.10699738
Insult0.24835461
Profanity0.022286616
Threat0.007754337
Severe Toxicity0.0041389465
Low Tox 0.27412915 Moderate Con 0.33 Identity_Assertion
Dec 24, 2025 9 likes Deportations From Canada at Their …
If you believe the government you should be aware of scammers cause your on their list
If you believe the government you should be aware of scammers cause your on their list
Identity Attack0.011173353
Insult0.24561718
Profanity0.04792466
Threat0.007948523
Severe Toxicity0.0034332275
Low Tox 0.25727063 Low Con 0.196 Fear_Threat
Jan 19, 2026 Canada’s new rules in 2026
Genuine applicants, for study permit, work permit and PR, are suffering because of these scammers. The government is doing huge injustice to the genuine applicants because of them. People with authentic documents have been waiting …
Genuine applicants, for study permit, work permit and PR, are suffering because of these scammers. The government is doing huge injustice to the genuine applicants because of them. People with authentic documents have been waiting for months and months and there is no response. The government is not only complicit in bringing them to canada but also in treating others unfairly without any reason
Identity Attack0.013144426
Insult0.24767025
Profanity0.029888187
Threat0.007197669
Severe Toxicity0.0030899048
Low Tox 0.25084448 Constructive 0.568
Oct 29, 2025 IRCC Names India in Study …
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)
Better housing, services, jobs for the ones stablished legally. Stop opening doors to scammers who take the best part of the slice
Better housing, services, jobs for the ones stablished legally. Stop opening doors to scammers who take the best part of the slice
Identity Attack0.002543031
Insult0.07152185
Profanity0.00025870523
Threat0.0003363767
Severe Toxicity0.0000038219473
Low Tox 0.10651232
Apr 20, 2025 4 likes
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.