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
Canada needs to fix this.
Canada needs to fix this.
Vague call for government action on immigration issues without specifying solutions or reasoning.
Policy Critique
0.85
Shok-s2t
Oct 9, 2025
When I left Canada in 1995 there was a HUGE Pakistani population. The west is the west and we can't keep accepting more and more immigrants that don't assimilate. It's not hard to assimilate y'all. …
When I left Canada in 1995 there was a HUGE Pakistani population. The west is the west and we can't keep accepting more and more immigrants that don't assimilate. It's not hard to assimilate y'all. The USA does have a culture despite what other cultures say.
Critiques immigration policy by comparing Canada unfavorably to the USA and arguing immigrants fail to assimilate.
Emzzz78
Jan 28, 2026
4.9 million visas expired in Canada over the year. Imagine that? Meanwhile, our healthcare system and infrastructure bares the worst of it. Merit based immigration must be prioritized, not the other.
4.9 million visas expired in Canada over the year. Imagine that? Meanwhile, our healthcare system and infrastructure bares the worst of it. Merit based immigration must be prioritized, not the other.
Criticizes government immigration policy and argues for merit-based prioritization while citing strain on healthcare and infrastructure.
Kingtut10000
Jan 6, 2026
We cannot say "I don't agree with this" without losing our jobs which a lot of our taxes goes to foreign wages and Canada keeps printing money.
We cannot say "I don't agree with this" without losing our jobs which a lot of our taxes goes to foreign wages and Canada keeps printing money.
Criticizes government policy on immigration and spending while raising economic concerns about foreign wages and monetary policy.
melodymetherel5723
Jan 29, 2026
And the Liberals will do nothing about it. Get the F out!
And the Liberals will do nothing about it. Get the F out!
Criticizes government inaction on immigration while calling for departure/action.
1ABNDT
Jan 15, 2026
I thought Trump was steong, I was wrong ...????\n\nHe is inlove with Puting and Xi ..?
I thought Trump was steong, I was wrong ...????\n\nHe is inlove with Puting and Xi ..?
Critique of Trump's strength and foreign policy, expressing concern about his relationships with Putin and Xi.
@carrilloomar83
Mar 4, 2025
Trudeau doesn't give 2 sh_t about the canadian working class, he's a laurentian elite, just setting up his predecessor, keep talking and do nothing as always. Can't wait till carbon tax boy gets lost next …
Trudeau doesn't give 2 sh_t about the canadian working class, he's a laurentian elite, just setting up his predecessor, keep talking and do nothing as always. Can't wait till carbon tax boy gets lost next week
Criticizes Trudeau's policy approach and inaction on working-class issues, with identity framing of political elites versus ordinary Canadians.
@canoe9216
Mar 4, 2025
12:47 Having a knife, for the purpose of self defense, is a criminal offense in Canada. This is why the United States needs to annex us. Canadian laws are oppressive.
12:47 Having a knife, for the purpose of self defense, is a criminal offense in Canada.
This is why the United States needs to annex us. Canadian laws are oppressive.
Criticizes Canadian knife laws as oppressive while expressing anxiety about national sovereignty, blending policy critique with identity-based threat framing.
RantGodOfficial
Jan 27, 2026
Trudeau broke it !
Trudeau broke it !
Blames the Prime Minister for immigration policy failures, a direct critique of government leadership and policy.
Policy Critique
0.85
zeniehudson7098
Feb 24, 2026
It's called TEMPORARY for a reason.
It's called TEMPORARY for a reason.
Critiques the government's handling of temporary visa policy by pointing out the contradiction between the 'temporary' designation and actual enforcement.
Policy Critique
0.85
kylemacadam1453
Jan 15, 2026
The more chaos you have the more the government benefits, and politicians are not looking after the peoples best interest they’re looking at they’re looking after their own bloodlines best interest, and enriching themselves in …
The more chaos you have the more the government benefits, and politicians are not looking after the peoples best interest they’re looking at they’re looking after their own bloodlines best interest, and enriching themselves in building their own family wealth with our money instead of actually being a public servant. That is the problem. This is why you need a big revolution around the world to kill off all these people that have their bloodline in the system for a very long time and these politicians are not anyone new. These are all from the same bloodline that are still in the system, just look at the United States almost 90% of everyone in politics in our country is a former slave owner‘s bloodline. How did that happen for 250 years they’ve been in the same position that needs to change these people need to be killed off. They need to be gone down.
Critiques government and political systems as corrupt and self-serving, with conspiratorial undertones about bloodline control and violent rhetoric.
rod779
Jan 27, 2026
Then, if people are driving like shit, you can’t blame people you have to blame the government for giving them license. How are they getting their license to be driving then to begin with? How …
Then, if people are driving like shit, you can’t blame people you have to blame the government for giving them license. How are they getting their license to be driving then to begin with? How are they passing the driving test to be able to drive? I think the government is benefiting from all this insurance job that’s why they’re giving people license left or right
Criticizes government licensing and regulatory practices, suggesting they are motivated by profit rather than public safety.
Policy Critique
0.85
rod779
Jan 27, 2026
This is why you never give citizenship to ANYONE. Learn form Middle East
This is why you never give citizenship to ANYONE. Learn form Middle East
Advocates against granting citizenship and references Middle East policy as a model, critiquing Canadian immigration policy.
JustHavingBlast
Jan 27, 2026
Were they not expecting their temporary visas to be temporary?
Were they not expecting their temporary visas to be temporary?
Questions the logic of temporary visa policy by pointing out the expectation mismatch between temporary designation and actual outcomes.
Policy Critique
0.85
shahemini
Jan 15, 2026
Canadian citizens cant even properly defend themselves against an intruder in their own home. This is the same government who didnt allow us to visit our sick family members. You think they care about us.
Canadian citizens cant even properly defend themselves against an intruder in their own home. This is the same government who didnt allow us to visit our sick family members. You think they care about us.
Criticizes government policies on self-defense and pandemic restrictions while expressing distrust in government competence.
davelee522
Feb 18, 2026
If an area is unsafe it's not an Indian problem. It's a policing problem. Governance problem.
If an area is unsafe it's not an Indian problem. It's a policing problem. Governance problem.
Commenter critiques governance and policing as root causes rather than blaming immigrants, framing safety as a systemic issue.
Policy Critique
0.85
basedbased8430
Jan 27, 2026
Since when is Trudeau interested in the welfare of Canadians.. After all the citizens are crippled by taxes, businesses closing, and Canada in the WORST state ever, America sees you as a joke, a pushover …
Since when is Trudeau interested in the welfare of Canadians.. After all the citizens are crippled by taxes, businesses closing, and Canada in the WORST state ever, America sees you as a joke, a pushover crippled by weird policies, a mismanaged oil rich country that can be bought with the flick of a finger, NOW you're suddenly concerned.. I call BULLSHIT
Criticizes Trudeau's policies and governance (taxes, business closures, mismanagement) while expressing alarm about Canada's weakened state and international standing.
@jeradkhan7173
Mar 4, 2025
Sensible. Trudeau change your markets. Very hard for consumers to want it back. Russian gas to Europe an example. Years in developing, months in destroying.
Sensible. Trudeau change your markets. Very hard for consumers to want it back. Russian gas to Europe an example. Years in developing, months in destroying.
Critiques Trudeau's market policies and uses Russia-Europe gas example as comparative illustration of policy consequences.
@JezHarrison-se7ls
Mar 4, 2025
The same garbage "leadership " of the past 12 years. Too little too late. Many of our services, trucking industry, "security" services and many other industries, are taken by illegal migrants. Gire Canadians and see …
The same garbage "leadership " of the past 12 years. Too little too late. Many of our services, trucking industry, "security" services and many other industries, are taken by illegal migrants. Gire Canadians and see how the illegal leave.
Criticizes government leadership and policy while making unverified claims about illegal migrants taking jobs in specific industries.
MandM_IMO
Jan 12, 2026
The lying murderous dictator is Trudeau and Zelenski. As a Canadian I can say Trump owes us nothing. Our clowns in government disrespected America and this is what it is. They will only use the …
The lying murderous dictator is Trudeau and Zelenski. As a Canadian I can say Trump owes us nothing. Our clowns in government disrespected America and this is what it is. They will only use the tariffs to screw us. Trumps will help America.
Criticizes Canadian government policy and leadership while asserting Canadian identity and comparing Canada unfavorably to the US under Trump.
@FPV_LAB
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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14-category DH taxonomy
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