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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: "It’s because some immigration consultants …" 20 comments
Fraudulent immigration consultants, schools, fake sponsorship...fake Tim Horton, Subway hires! Fake and fraud thanks to one group from one country!
Fraudulent immigration consultants, schools, fake sponsorship...fake Tim Horton, Subway hires! Fake and fraud thanks to one group from one country!
Identity Attack0.3857254
Insult0.4339631
Profanity0.032142747
Threat0.009230154
Severe Toxicity0.021935565
Moderate 0.44002727 Low Con 0.225
Sep 24, 2025 How Canada broke its immigration …
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 …
Are Canadians supposed to weep over it? Deport all illegals and criminals ASAP. And sue those bogus immigration consultants and lawyers for making money at the expense of Canada.
Are Canadians supposed to weep over it? Deport all illegals and criminals ASAP. And sue those bogus immigration consultants and lawyers for making money at the expense of Canada.
Identity Attack0.381025
Insult0.34101152
Profanity0.026180768
Threat0.055917133
Severe Toxicity0.015286255
Moderate 0.37751234 Low Con 0.289 Policy_Critique
Dec 24, 2025 20 likes Deportations From Canada at Their …
Immigration lawyer consultant are the one becomes millionaire here who knows they are all connected to the corrupt immigration worker just asking
Immigration lawyer consultant are the one becomes millionaire here who knows they are all connected to the corrupt immigration worker just asking
Identity Attack0.25647953
Insult0.37619758
Profanity0.032142747
Threat0.0074565844
Severe Toxicity0.0073623657
Moderate 0.37458646 Low Con 0.165 Unverified_Claim
Nov 20, 2025 119 likes Quebec Ends Economic Immigration Program …
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for …
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for ? I'd say put Sean Fraser in, he's got good hair, but he's already botched the immigration file once. You three pundits are right on the money with all your points. In the spirit of cooperation why doesn't Carney just put Michelle into the portfolio ? These Liberals are botching everything they touch. In an ideal world Carney should cross the floor, become the Conservative's lead Trump negotiator and we could dump the rest of the Liberal party in recycling, where the vast majority of them belong....including you Fanjoy
Identity Attack0.23239216
Insult0.40243408
Profanity0.051431753
Threat0.009722093
Severe Toxicity0.010299683
Moderate 0.3625127 Constructive 0.546 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Welp, 1. We gave government immigration jobs to the very same greasy people who are not doing any kind of vetting. 2. Immigration "consultants" gaming the system by submitting false documentation and defrauding their own …
Welp, 1. We gave government immigration jobs to the very same greasy people who are not doing any kind of vetting. 2. Immigration "consultants" gaming the system by submitting false documentation and defrauding their own people in the process. (See Item 1) 3. Shopping mall colleges enrolling foreign students, taking their money and pumping out useless "Business Diplomas" for classes they never attended, Then they claim asylum and or turn to crime all the while mooching off food banks. (See items 1 & 2) 4. Foreign investors buying Tim Hortons, McDonalds, and other retail business then import and only hire their own people to work as indebted slaves as Canadian tax payers subsidize them. 5. Anyone can claim refugee status in Canada and get instant benefits. 6. They can bring over Grama and Grampa who contribute zero to the economy and clog up social services and the healthcare system. Questions?...
Identity Attack0.19298288
Insult0.37392882
Profanity0.070942834
Threat0.009644418
Severe Toxicity0.011367798
Moderate 0.36095104 Moderate Con 0.453 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
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 …
What did they think was going to happen? These immigration consultants sold a lie.
What did they think was going to happen? These immigration consultants sold a lie.
Identity Attack0.11860296
Insult0.26196828
Profanity0.022354934
Threat0.007197669
Severe Toxicity0.0045776367
Moderate 0.3057765 Low Con 0.179
Jan 15, 2026 3 likes 2.9 million Canadian temporary visas …
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 …
Crack down on immigration Consultants operating in India and other foreign countries who are agents of Immigration layers in Canada ...the Whole System is Corrupt thaw we Canadians do not get jobs and housing has …
Crack down on immigration Consultants operating in India and other foreign countries who are agents of Immigration layers in Canada ...the Whole System is Corrupt thaw we Canadians do not get jobs and housing has become unaffordable..Thanks to The Treadue Government
Identity Attack0.10221587
Insult0.24928534
Profanity0.020032106
Threat0.007870848
Severe Toxicity0.005378723
Low Tox 0.28087774 Moderate Con 0.451
Sep 28, 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 …
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)
This is so upsetting, this is a man made problem by the Liberal MPs, Indo Canadians immigrant consultants and Indo Canadians businesses.
This is so upsetting, this is a man made problem by the Liberal MPs, Indo Canadians immigrant consultants and Indo Canadians businesses.
Identity Attack0.13377325
Insult0.06617179
Profanity0.014054239
Threat0.0067769317
Severe Toxicity0.0030708313
Low Tox 0.1798404 Moderate Con 0.395
Sep 28, 2025 23 likes IRCC Names India in Study …
Do finger prints for all comers , don't give any exceptions. I waited to consult a hospital doctor for 15 months, Is this an advanced country? I was able to see a hospital doctor on …
Do finger prints for all comers , don't give any exceptions. I waited to consult a hospital doctor for 15 months, Is this an advanced country? I was able to see a hospital doctor on the same day in 1970's .....lol Stop mass immigration .
Identity Attack0.10221587
Insult0.05262003
Profanity0.01846078
Threat0.008090926
Severe Toxicity0.004272461
Low Tox 0.17111848 Constructive 0.53
Sep 28, 2025 1 likes IRCC Names India in Study …
The problem with consultancy and agents doing false promises to student about canada dream getting easy pr and few communities also involved in canada.canada government an NDP opposition want illegal immigrants for they political benefits.
The problem with consultancy and agents doing false promises to student about canada dream getting easy pr and few communities also involved in canada.canada government an NDP opposition want illegal immigrants for they political benefits.
Identity Attack0.073429056
Insult0.046764325
Profanity0.011184863
Threat0.006427396
Severe Toxicity0.0017929077
Low Tox 0.11378009 Constructive 0.504
Sep 28, 2025 IRCC Names India in Study …
Immigration consultants want more immigration. Wow.
Immigration consultants want more immigration. Wow.
Identity Attack0.04641757
Insult0.021288296
Profanity0.01261955
Threat0.006382086
Severe Toxicity0.0019073486
Low Tox 0.09568449 Low Con 0.221 Policy_Critique
Jan 21, 2026 Why Canada’s immigration system has …
This report sounds like only activists were consulted. Not at all the mood in Canada. Mass immigration severely damaged the fabric of the nation.
This report sounds like only activists were consulted. Not at all the mood in Canada. Mass immigration severely damaged the fabric of the nation.
Identity Attack0.034300596
Insult0.024124376
Profanity0.0103821205
Threat0.0071847234
Severe Toxicity0.001373291
Low Tox 0.079250954 Constructive 0.528 Fear_Threat
Feb 11, 2026 Canada's tighter immigration policy divides …
For the first group of 25000 Syrian refugees, many had very large families. As mentioned in the video, $50,000 depending on the number in the family, probably 8 or more, mostly children under the age …
For the first group of 25000 Syrian refugees, many had very large families. As mentioned in the video, $50,000 depending on the number in the family, probably 8 or more, mostly children under the age of 17? Now add on the child care benefit. For each child under the age of 6 the family gets $6400 & those over the age of 6 to 17 they get $5400. So if you had 8 kids, 4 under the age of 6 equal to $25,600 & 4 over equal $21,600 & it's all tax free. Now add on subsidized housing, free health care, the one time setup housing money & the Government covered their transportation cost to Canada. Total $97,200, most of it tax free. Canadian Immigration Consultant considers this kind of family just above the poverty line. Remember this is just a scenario, but it does show the added benefit of our wonderful child care benefit for families.
Identity Attack0.025203101
Insult0.022448512
Profanity0.01627459
Threat0.0072106146
Severe Toxicity0.0022029877
Low Tox 0.061444655 Constructive 0.788
Apr 10, 2018 2 likes How much do refugees and …
This is an immigration and refugee lawyer who owns a law firm and actively represents refugees/asylum seekers and immigrants from other countries who want not wish to become fully Canadian citizens My very important question …
This is an immigration and refugee lawyer who owns a law firm and actively represents refugees/asylum seekers and immigrants from other countries who want not wish to become fully Canadian citizens My very important question to her As the principle Is how are you paid for your legal services and representation Lawyers always tell me they can be referred to by Law society of Canada For a 30 minute free legal consultation But once that is paid out by that association that is where lawyers and para legal professionals pay dues to join Then it’s up to those professionals to charge Hourly fee flat rate And All additional charges associated with the file/case law once opened and documents signed So how much does it cost to 1. Refugees claims 2. Asylum seekers claims 3. Immigration claims 4. Detainee claims 5. Deportation claims in the form of Appeals How many can they have Who pays these professionals? When media such as CBC Also government employees who are paid by the federal government Do not ask these questions Which are again Paid to NGOs By us poor taxpayers!!!!! Towards these professionals who represent economic migration and only cost us Canadians more money
Identity Attack0.031206898
Insult0.025026767
Profanity0.012892825
Threat0.0064144502
Severe Toxicity0.0018501282
Low Tox 0.061444655 Constructive 0.776
Dec 25, 2025 1 likes Deportations From Canada at Their …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). Canada was also accepting too many professional immigrants (engineering, business, consulting, IT, accounting) when we desperately need trades, construction workers and mechanics. The reduction in immigration and foreign students to sustainable levels is long overdue.
Identity Attack0.012842959
Insult0.010096892
Profanity0.00904991
Threat0.0060778605
Severe Toxicity0.0007867813
Low Tox 0.022846194 Constructive 0.721 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …

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.