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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: "As a US citizen who …" 65 comments · Page 3 of 3
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Identity Attack0.06795148
Insult0.038566336
Profanity0.016616182
Threat0.010343489
Severe Toxicity0.0028038025
Low Tox 0.11067997 Constructive 0.743 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
There's something missing here. I don't understand why people from abroad are being treated as though they are above and special. People from Canada don't even have clear pathways made for them to get wherever …
There's something missing here. I don't understand why people from abroad are being treated as though they are above and special. People from Canada don't even have clear pathways made for them to get wherever each of our aims are. What about investing in ones own citizens? What am I missing? The news presents these stories in an offensive way which fuels annoyance towards incoming. We know you're not a number but why do you have such an entitlement attitude, why do you think you deserve anything from us and why do you think you deserve to get when it means a Canadian will suffer?
Identity Attack0.043839492
Insult0.045593183
Profanity0.015864678
Threat0.007327127
Severe Toxicity0.0024414062
Low Tox 0.10956833 Constructive 0.734
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Mark my words, many will stay illegally, and the Liberals will create a program so they can normalize their statuses, and give them permanent residency. Then they'll be voting in Canadian elections when they become …
Mark my words, many will stay illegally, and the Liberals will create a program so they can normalize their statuses, and give them permanent residency. Then they'll be voting in Canadian elections when they become Canadian citizens, they is how they take our country from us. This was always their plan.
Identity Attack0.06249457
Insult0.030044744
Profanity0.011782649
Threat0.007301235
Severe Toxicity0.0024604797
Low Tox 0.10783285 Moderate Con 0.34
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
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 …
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly …
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly and yearly. So I find it unfair when people work under the table. However, I've noticed that some students, who never attend their classes, end up in high positions with well-paying jobs at big companies. Meanwhile, I can't count how many refugees and immigrants are in low-income brackets, receiving 100% coverage for their medication and a monthly allowance from the government. In contrast, Canadian senior citizens still have to pay 20-30% of their medication costs and don't get the same privileges when it comes to their essentials. It frustrates me that the government makes our senior citizens suffer at retirement age, even after they've worked so hard for so many years. Yet they still struggle to pay for their own medication and necessities. I've encountered many rude refugees and people on income support from other countries who feel entitled to special treatment just because they are under government programs. Ironically, some of them come wearing luxury clothes and bags—like Gucci and Louis Vuitton. As I said, I am an immigrant too, but my heart goes out to those who have fully earned the support and benefits they deserve.
Identity Attack0.027011903
Insult0.024768941
Profanity0.01402008
Threat0.006543908
Severe Toxicity0.0014591217
Low Tox 0.05725329 Constructive 0.87 Personal_Narrative
Sep 29, 2025 IRCC Names India in Study …
Everything the Government did to hurt their own citizens and create scenarios that would never let the citizens of Canada to have an inclusive and integrated population. And it's worse for everyone and the government …
Everything the Government did to hurt their own citizens and create scenarios that would never let the citizens of Canada to have an inclusive and integrated population. And it's worse for everyone and the government is taxing us more and spending it on everything but Canadians and Canadian infrastructure.
Identity Attack0.020178653
Insult0.023608726
Profanity0.010911589
Threat0.0068287146
Severe Toxicity0.0014209747
Low Tox 0.055274166 Moderate Con 0.438 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Because th3 government has let business hire immigrants who are subsidized by them and companies take the jobs for canadian citizens and give to them if not they have to pay higher wages to us …
Because th3 government has let business hire immigrants who are subsidized by them and companies take the jobs for canadian citizens and give to them if not they have to pay higher wages to us that is needed and thats how
Identity Attack0.034816213
Insult0.017485369
Profanity0.012073003
Threat0.006149062
Severe Toxicity0.0015068054
Low Tox 0.05131592 Moderate Con 0.314 Economic_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
My neighbour is a high skilled import for a Canadian job. Now he still lives in Canada but works remote for a US organization and he still isn’t a citizen. Something smells fishy, huh. I’m …
My neighbour is a high skilled import for a Canadian job. Now he still lives in Canada but works remote for a US organization and he still isn’t a citizen. Something smells fishy, huh. I’m a high skilled Canadian but couldn’t find permanent work after a layoff in 2015. Funny how in my contract roles I constantly work alongside so many new arrivals that find work 2 months after they get here. I’m sure $$ in wages and subsidies were involved.
Identity Attack0.014350293
Insult0.020063626
Profanity0.011509376
Threat0.0059516393
Severe Toxicity0.0011491776
Low Tox 0.0438942 Constructive 0.647 Personal_Narrative
Jun 20, 2025 2 likes How Canada broke its immigration …
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love …
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love being here and become citizens.. The ultimate perfect example of what it means to be an immigrant in the US.
Identity Attack0.037136484
Insult0.012946909
Profanity0.017777596
Threat0.006699257
Severe Toxicity0.0019168854
Low Tox 0.039935954 Constructive 0.654 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I totally agree with descendants of Canada. Immigration should be limited to a certain percentage and shouldn't be encouraged more than the set percentage. Because the developed countries citizens won't get the opportunity in developing …
I totally agree with descendants of Canada. Immigration should be limited to a certain percentage and shouldn't be encouraged more than the set percentage. Because the developed countries citizens won't get the opportunity in developing countries as they would be limited to their own country or limited to other developed countries. Developed countries numbers are in fewer. Contrary to this Us and western countries should stop conflicts in other countries which would allow other countries to develop.
Identity Attack0.02138452
Insult0.016936934
Profanity0.0113727385
Threat0.007327127
Severe Toxicity0.0014591217
Low Tox 0.03875561 Constructive 0.715
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
bro no one goes from canada to america illegally, its easier to get Pr and passport in Canada so they just stay there and then once they get passport they can do whatever in usa …
bro no one goes from canada to america illegally, its easier to get Pr and passport in Canada so they just stay there and then once they get passport they can do whatever in usa similar to a us citizen.
Identity Attack0.02048012
Insult0.013440913
Profanity0.011201942
Threat0.0062785195
Severe Toxicity0.0011348724
Low Tox 0.035220183 Moderate Con 0.323
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Doesn’t Tyler know it’s against the law to enter the US from a non designated point of entry even as an American citizen
Doesn’t Tyler know it’s against the law to enter the US from a non designated point of entry even as an American citizen
Identity Attack0.006511623
Insult0.011958904
Profanity0.011048226
Threat0.006485652
Severe Toxicity0.000667572
Low Tox 0.027913637 Low Con 0.252 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
How much did they cost us in free benefits before they left? Should be zero government benefits unless you are a citizen.
How much did they cost us in free benefits before they left? Should be zero government benefits unless you are a citizen.
Identity Attack0.0035332954
Insult0.011198899
Profanity0.009767254
Threat0.006641001
Severe Toxicity0.00071048737
Low Tox 0.021314176 Low Con 0.267 Economic_Argument
Dec 27, 2025 Deportations From Canada at Their …

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.