Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Policy Critique
5,980 comments
Still cannot stand Trudeau! And his message or speech is far more out of touch than Ford's in an interview or CNN or BBC.
Still cannot stand Trudeau! And his message or speech is far more out of touch than Ford's in an interview or CNN or BBC.
Criticizes Trudeau's message and communication style as out of touch compared to other political figures.
Policy Critique
0.85
@rsliu4646
Mar 4, 2025
Says this speech while having parliament closed due to his party losing majority vote
Says this speech while having parliament closed due to his party losing majority vote
Direct criticism of political inconsistency—speaking about leadership while parliament is closed due to lost majority, a bureaucratic/governance critique.
Policy Critique
0.85
@KloudStyles
Mar 4, 2025
Weak leadership and corruption is how this happened. Its time to fight back.
Weak leadership and corruption is how this happened. Its time to fight back.
Criticizes government leadership and corruption, with an implicit call to action ('fight back') but primarily focused on policy/governance critique.
brendamckim7143
Sep 7, 2025
Trudeau shouldnt have a say in anything anymore
Trudeau shouldnt have a say in anything anymore
Dismissive critique of Trudeau's authority and relevance in political matters.
Policy Critique
0.85
@CurtMatt-r3d
Mar 4, 2025
For _years_, thoughtful and well-meaning people have been showing the evidence that massive over-immigration was detrimental to Canada. They were rewarded by being called r-ists and xenophobes. Turns out that, actually, they were right. Canada …
For _years_, thoughtful and well-meaning people have been showing the evidence that massive over-immigration was detrimental to Canada.
They were rewarded by being called r-ists and xenophobes.
Turns out that, actually, they were right.
Canada needs, right now, a 100% moratorium on all immigration for at least three years to allow infrastructure and health care to catch up. After that, a very slow and gradual increase to maximim 1% current population levels, with a strict focus on STEM and health care grads. Not their parents and grandparents and great aunts.
And if any of them breaks the Canadian criminal code, they are deported within 24 hours.
Primarily critiques immigration policy and proposes specific regulatory changes (moratorium, caps, deportation rules), with secondary identity framing about being vindicated against accusations of xenophobia.
scribbler60
Aug 28, 2025
Unplanned immigration policy of present government is causing problems like employment housing and also in some extent in culture. * Government is not encouraging entrepreneurs in creating labor oriented manufacturing companies. Companies those employing more …
Unplanned immigration policy of present government is causing problems like employment housing and also in some extent in culture.
* Government is not encouraging entrepreneurs in creating labor oriented manufacturing companies. Companies those employing more labor should be less taxed. BYE CANADIAN Only. HI TAX for imported goods.
* Build thousands condominiums by government and rent them to low income people. Decentralized from major cities.
* Lower the TAX like USA
* Implement Health insurance like USA. Easy Medical loan who needed.
* Women should be encouraged to take babies and raise kids for population growth. Increase child benefits and handsome pregnancy award to give birth. Maternity benefits for 3 years.
* Culture is freedom of choice on one hand and it should be practiced in private places or in closed boundaries. There should not be any national culture or majority culture. All should respect each other and don't try to impose anything to others. So no public display or disturbances by culture issues.
* Omitting bilingual system of English French. It's very stupidity. In office or workplaces ONLY English Please. Quebec only French. Not both. Government language only English. In private places you speak anything but outside only English. It could be broken English but English. It's important.
The solutions are in front of us, government don't want to act
Comprehensive critique of government immigration and economic policy with detailed alternative proposals across multiple domains.
aldeensadar773
Sep 15, 2025
A bit late guys to start doing your job
A bit late guys to start doing your job
Criticism of government inaction and delayed response to immigration enforcement responsibilities.
Policy Critique
0.85
downwittreehugers
Feb 18, 2026
We were never asked, this was imposed and we were attacked when doing anything about it. Tick tock
We were never asked, this was imposed and we were attacked when doing anything about it. Tick tock
Expresses grievance about immigration policy being imposed without consent and criticism of responses to opposition.
jackolanttern01
Sep 10, 2025
Im Canadian, and all i hear is wah wah wah a big baby crying. He says he wants to work with America , but Canada's open border policies and letting just anyone come into this …
Im Canadian, and all i hear is wah wah wah a big baby crying. He says he wants to work with America , but Canada's open border policies and letting just anyone come into this country. Liberals are destroying this country of Canada. Stop these open border policies.
Criticizes Canadian immigration and border policies while asserting Canadian identity and blaming Liberals for national decline.
@scevenbernard8671
Mar 4, 2025
Canadians are reaching the tipping point, finally. Thank a LIBERAL for all of this.
Canadians are reaching the tipping point, finally. Thank a LIBERAL for all of this.
Blames Liberal government for immigration policy failures while asserting Canadians have reached a breaking point, combining policy criticism with collective identity framing.
SlurpEee25
Sep 4, 2025
Canada isn’t broken because of the people who come here—it’s broken because of the people who run it. We demand a government that puts citizens first, restores law and order, and builds an economy that …
Canada isn’t broken because of the people who come here—it’s broken because of the people who run it. We demand a government that puts citizens first, restores law and order, and builds an economy that rewards hard work, not political optics. Im an immigrant and this place sucks now. Everyone needs to get together, immigrants and citizens need to step up and toss this government out.
And when it comes to the garbage and pathetic justice system, No more revolving doors. Every judge who releases repeat offenders must be held publicly and legally accountable for the crimes committed under their rulings. If you enable violence, you share responsibility for its consequences.
I am an immigrant of 22 years and I will not put up with this disgusting mistreatment of MY COUNTRY. MY PEOPLE. OUR CULTURE.
I will never stay silent. I will always back Canada.
Primarily critiques government policy and the justice system while incorporating personal immigrant identity and calling for political action and accountability.
Tko.koa0398
Sep 9, 2025
❤ they shld be deported
❤ they shld be deported
Brief statement advocating for deportation as a policy position.
Policy Critique
0.85
deedeeseyer3263
Sep 9, 2025
Who make public nuisance must be deported.
Who make public nuisance must be deported.
Advocates for deportation as a policy response to public nuisance behavior, framing it as a regulatory measure.
Balaruban9
Sep 5, 2025
You want us to pull together, I GUESS YOU SHOULDN'T HAVE WASTED CANADA'S BILLIONS OF DOLLARS YOUR A COMPLETE FOOL.
You want us to pull together, I GUESS YOU SHOULDN'T HAVE WASTED CANADA'S BILLIONS OF DOLLARS YOUR A COMPLETE FOOL.
Criticizes government spending and leadership decisions, framed as fiscal mismanagement.
Policy Critique
0.85
@DwayneSilzer-q6y
Mar 4, 2025
Canada government is so sicking we hate the government
Canada government is so sicking we hate the government
Expresses dissatisfaction with government performance, a direct critique of policy/governance.
Policy Critique
0.85
madmann4399
Sep 8, 2025
No, the US did not launch a trade war, Donald Trump did, there’s a big difference.
No, the US did not launch a trade war, Donald Trump did, there’s a big difference.
Distinguishes between institutional policy and individual actor responsibility, critiquing attribution of trade war to Trump rather than the US generally.
Policy Critique
0.85
@GenXbox
Mar 4, 2025
It's too bad that Trudeau's Government did so little about fentanyl, also about our poorly-controlled border and destructive immigration non-policies for so long. Hence, driving Trump's scorched-earth policy (The Tariffs). That said, it blows me …
It's too bad that Trudeau's Government did so little about fentanyl, also about our poorly-controlled border and destructive immigration non-policies for so long. Hence, driving Trump's scorched-earth policy (The Tariffs). That said, it blows me away that Trump was so vociferous about the Lawfare that was lined up against him in 2023-24, but he doesn't see that excess use of the power of the State is wrong and immoral in this Canadian and Mexican case. Trump only knows the right of might. Threats, coercion, bullying. He doesn't otherwise distinguish between right and wrong; only about what is good for him and his ego. The Tariffs will drive very bad business outcomes in the US. Including, inflation, and lost jobs. The Stock Markets are already tanking. At this particular stage, his ego will not allow him to back off, that's my prediction. Much pain for all Americans (and obviously for Canadians) will first have to ensue. Canada must receive its spanking, and Donald will have to save face. Ultimately, he'll invent some dishonest pretense to put the genie in the bottle, while the economic damage to all sides will be severe. But ... Why would he care?
Extended analysis criticizing both Trudeau's immigration policies and Trump's tariff approach, with moral judgment about abuse of state power.
@fredd.fulton9305
Mar 4, 2025
Trump is smart. it's blackmail, he scares you with 25% tarrifs. then he will say, we can deal now for 15% or 10 BUT you need to give me this and give me that like …
Trump is smart. it's blackmail, he scares you with 25% tarrifs. then he will say, we can deal now for 15% or 10 BUT you need to give me this and give me that like minerals etc... if we dont well then our Canadien compagnies will either shut down or they will have to move to the States and than will give new jobs in the States. lol there you go win win for the States. Nothing good for Canada or others. He also said if tariff dont work to kill Canadien economie to absorb Canada then he would take it by force.
Analyzes Trump's tariff strategy as economic coercion with potential negative consequences for Canada, combining strategic critique with threat assessment.
@christineblack4654
Mar 4, 2025
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
How can you let in a population in numbers that you can’t police? Brilliant planning by the Trudeau government.
Questions government capacity to manage immigration numbers, implying security/control concerns under Trudeau administration.
BramStoked-uq4hp
Feb 18, 2026
Canada needs to stop living off of the United States the bleeding of money and military support has to stop
Canada needs to stop living off of the United States the bleeding of money and military support has to stop
Criticizes Canada's economic and military dependence on the United States as unsustainable.
@eddielugo772
Mar 4, 2025
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Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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