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
Then help the US stop the flow of Fentanyl. That's all.
Then help the US stop the flow of Fentanyl. That's all.
Critiques government action (or inaction) on drug trafficking as a policy priority.
Policy Critique
0.75
@love-dx8lp
Mar 4, 2025
And the" She Devil" rises! Your mismanagement of Provincial funds have been an issue for a long time...why don't you tell the truth....how much is the Oil Cartel Paying you 😉
And the" She Devil" rises! Your mismanagement of Provincial funds have been an issue for a long time...why don't you tell the truth....how much is the Oil Cartel Paying you 😉
Criticizes government mismanagement and financial decisions while making conspiratorial insinuations about corruption.
@mercedessiebert8585
Feb 21, 2026
First time I’ve heard Trudeau speak the truth. Although it has been Trudeau’s economic policies that essentially brought about the tariffs- particularly the depreciating Canadian dollar caused by Trudeau’s policies. Not to mention Trudeau’s admission …
First time I’ve heard Trudeau speak the truth. Although it has been Trudeau’s economic policies that essentially brought about the tariffs- particularly the depreciating Canadian dollar caused by Trudeau’s policies. Not to mention Trudeau’s admission that Canada’s border was porous for drugs.
Critiques Trudeau's economic policies as causing tariffs and currency depreciation, with some unverified causal claims.
@stitcheruk1150
Mar 4, 2025
Why is this guy still in office. Let him defend his own boarder
Why is this guy still in office. Let him defend his own boarder
Criticizes the subject's fitness for office and questions their policy priorities regarding border defense.
@thaipham2276
Mar 4, 2025
Should need approval from Congress to implement this type of economic policy.
Should need approval from Congress to implement this type of economic policy.
Critique of policy implementation process, questioning the authority and procedural legitimacy of economic policy decisions.
Policy Critique
0.75
@dresh9077
Mar 4, 2025
Canada and Mexico both complied with his demands. Give him and inch..
Canada and Mexico both complied with his demands. Give him and inch..
Criticizes Canada's compliance with demands (policy) while implying a slippery slope without evidence.
@brettbenson7690
Mar 4, 2025
Trudeau was naive, this was never about the drugs crossing the border. \nThe tarrifs were never EVER going to leave. Trump is using them as a weapon to harm both sides of the border and …
Trudeau was naive, this was never about the drugs crossing the border. \nThe tarrifs were never EVER going to leave. Trump is using them as a weapon to harm both sides of the border and destroy the alliance that would unify and stand against Putin. \n\nThat's what it's about, destroying alliances, annexing canada, and using tarrifs as a means to do it.
Critiques government naivety and Trump's tariff strategy while making unsubstantiated claims about annexation intentions.
@davidkraft314
Mar 4, 2025
like the person who comes under a student visa, is here for months or years, and then when it comes time for them to go home, they make an asylum claim? If a claim is …
like the person who comes under a student visa, is here for months or years, and then when it comes time for them to go home, they make an asylum claim? If a claim is not made the minute they cross the border, they are totally bogus.
Critiques asylum claims made after visa expiration as fraudulent, making a prescriptive claim about when legitimate claims should be filed.
Susan-m6v8i
Feb 24, 2026
Trump just wants more tax money from Americans. The excuse of business and border control were just to get us to get things done for him. Time to annex the states and make them suffer …
Trump just wants more tax money from Americans. The excuse of business and border control were just to get us to get things done for him. Time to annex the states and make them suffer for trumps idiotic plans
Critiques Trump's tax and policy motivations while sarcastically calling for annexation as a form of protest.
@TheTrueMilery
Mar 4, 2025
Mass immigration is also about having loyal voters to retain power.
Mass immigration is also about having loyal voters to retain power.
Critiques immigration policy as a political strategy for electoral advantage, combining policy analysis with a conspiratorial claim.
41poohead
Feb 24, 2026
It has not gone unnoticed. Just people in charge didn't want to do anything
It has not gone unnoticed. Just people in charge didn't want to do anything
The comment critiques government inaction on a recognized problem, suggesting deliberate negligence by those in power.
mattwiggins8250
Feb 18, 2026
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Critiques government spending and monetary policy while defending Trump's anti-corruption agenda, acknowledging shared problems in Canada.
Policy Critique
0.75
@charlenajean1401
Mar 4, 2025
A million foreign students a year...
A million foreign students a year...
The comment critiques immigration policy by highlighting the scale of foreign student intake, with an implicit concern about volume and impact.
jeromethibodeau4378
Feb 18, 2026
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Criticizes Canadian government's handling of trade/exports while expressing frustration about lack of communication on the issue.
@samwestover9953
Mar 4, 2025
I don’t believe it’s broken, as if by poor management. I believe it’s corrupted, for some reason or another, acting as it is intended to benefit someone or some group.
I don’t believe it’s broken, as if by poor management. I believe it’s corrupted, for some reason or another, acting as it is intended to benefit someone or some group.
Critiques government immigration policy as intentionally corrupted rather than mismanaged, implying conspiracy without evidence.
orkestra5205
Feb 27, 2026
Carney put an incompetent in this Immigration role. He wants millions of new immigrants to come to Canada. While they may have lowered student Visas and temporary worker permits, VISITOR PERMITS are probably being given …
Carney put an incompetent in this Immigration role. He wants millions of new immigrants to come to Canada. While they may have lowered student Visas and temporary worker permits, VISITOR PERMITS are probably being given out in the millions …. ONCE these ‘visitors come’ - they are NEVER followed up to ensure they go home. It is these people applying for refugee status or asylum .. in the millions …. Liberals want this uncontrolled immigration - with no checks and balances .. because these are the millions of new votes they are getting. Who can check on VISITOR visas and the numbers coming in and going home? I think this is the gap …????
Detailed critique of visitor visa enforcement gaps and alleged government negligence, with unsubstantiated claims about electoral motives.
NorthRiverRoad
Feb 27, 2026
Canada should put a 100 dollar charge on vehicles driving from the lower 49 to Alaska.
Canada should put a 100 dollar charge on vehicles driving from the lower 49 to Alaska.
Proposes a specific policy measure (toll on vehicles) as a form of critique or suggestion regarding cross-border traffic.
Policy Critique
0.75
@donnyanda3191
Mar 4, 2025
Cares so little about us they give more money to scammers and the Ukraine
Cares so little about us they give more money to scammers and the Ukraine
Commenter criticizes government spending priorities, making claims about resource allocation that may be misleading or unsubstantiated.
vlogospheer
Feb 27, 2026
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.
Comprehensive critique of immigration policy, government integrity, and national decline, blending concerns about scams, security threats, and loss of Canadian values.
Kelly35608
Nov 20, 2025
Immigrants are unaware that the great opportunity they have in Quebec is worth its weight in gold. During their stay, they spend two, three, or five years here and neither speak, read, nor write French. …
Immigrants are unaware that the great opportunity they have in Quebec is worth its weight in gold. During their stay, they spend two, three, or five years here and neither speak, read, nor write French. They go about their daily lives like any other Quebecer who is settled here. And when the time comes to leave, they have to sell off what little they own and return with nothing. They shout and argue as if Canada owes them something, even though they haven't received any financial assistance from their own governments in their home countries, yet here they come demanding it. I hope that what they experienced here will motivate them to prosper when they return.
Critiques immigrant behavior and integration in Quebec, questioning their gratitude and effort to learn French, with underlying moral judgment about entitlement.
hemeraldhappy7166
Nov 20, 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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Discourse Quality (Perspective API)