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
People can say many bad thing about Trudeau, he's not perfect as a leader, but who is perfect seriously? Conservative party? I don't think Polievre is perfect either, there is no easy way to deal …
People can say many bad thing about Trudeau, he's not perfect as a leader, but who is perfect seriously? Conservative party? I don't think Polievre is perfect either, there is no easy way to deal with this, it'S going to cost a LOT of money for Canada to make sure that people and industries survives this...
Balanced critique of political leaders acknowledging complexity of governance and economic costs of policy solutions.
@yannicklocas4684
Mar 4, 2025
Bla bla bla Trudeau you need us more than we need you. So stop the illegals the drugs and pay your own way
Bla bla bla Trudeau you need us more than we need you. So stop the illegals the drugs and pay your own way
Criticizes government policy on immigration and drugs while demanding action on multiple fronts.
@goodfoot7926
Mar 4, 2025
The memory of what he did to the truckers is still live..
The memory of what he did to the truckers is still live..
References Trudeau's handling of the trucker protests as a negative policy action, critiquing government response.
Policy Critique
0.85
@HappyMondays-w1b
Mar 4, 2025
Trudeau is hated by Canadians. He is no hero. These tariffs make Trump look stupid. Isn't that what Trudeau was saying by calling it a dumb thing to do? It is time for Trudeau to …
Trudeau is hated by Canadians. He is no hero. These tariffs make Trump look stupid. Isn't that what Trudeau was saying by calling it a dumb thing to do? It is time for Trudeau to actually resign and leave politics for good.
Criticizes Trudeau's popularity and policies while calling for his resignation, blending critique with action demand.
@MsJNix
Mar 4, 2025
Donald is not smart at all, he is a stupid leader
Donald is not smart at all, he is a stupid leader
Direct personal attack on Trump's intelligence and leadership capability without substantive policy analysis.
Policy Critique
0.85
@solinaz82
Mar 4, 2025
All he had to do was fix the border, and had time to do it. Never talked about the border till now, and He had 9 years to fix it on his own.
All he had to do was fix the border, and had time to do it. Never talked about the border till now, and He had 9 years to fix it on his own.
Criticizes Trudeau for not addressing border issues during his 9-year tenure, framing this as a failure of governance and policy priorities.
Policy Critique
0.85
@lornegottschewski6166
Mar 4, 2025
S T F U trudeau, your dumb policies and immigration practices is what's led to this. we've accepted your resignation, now please leave.
S T F U trudeau, your dumb policies and immigration practices is what's led to this. we've accepted your resignation, now please leave.
Criticizes Trudeau's immigration and policy decisions as the root cause of current problems, demanding his resignation.
@Ray907
Mar 4, 2025
Trudeau is a TERRIBLE leader, BUT, he acted properly here.\n\nFinally!\n\nI stand beside my terrible leader. Will you?
Trudeau is a TERRIBLE leader, BUT, he acted properly here.\n\nFinally!\n\nI stand beside my terrible leader. Will you?
Criticism of Trudeau's leadership overall, but acknowledgment of approval for a specific action, with call for national unity.
@gronmaster
Mar 4, 2025
Canadian here. \n\nFact, I'm certainly not a Trump supporter. \n\nFact, Trudeau has almost destroyed Canada. \n\nTake from my comments what you will.
Canadian here. \n\nFact, I'm certainly not a Trump supporter. \n\nFact, Trudeau has almost destroyed Canada. \n\nTake from my comments what you will.
User asserts Canadian identity and critiques Trudeau's governance while distancing from Trump support, balancing multiple political positions.
@deepee1544
Mar 4, 2025
I'm embarrassed you think trudope is professional in any way.
I'm embarrassed you think trudope is professional in any way.
Commenter expresses disagreement with Trudeau's professionalism, offering a critical assessment of leadership.
Policy Critique
0.85
@youngmunnsr
Mar 4, 2025
Trump destroyed the entire economy and our global standing in five weeks. That was fast.
Trump destroyed the entire economy and our global standing in five weeks. That was fast.
Criticizes Trump's policies and their economic/diplomatic consequences, framed as a critique of government action rather than a personal narrative or fear-based claim.
@wine-living
Mar 4, 2025
What a nauseating twit. Hey Justin...tariffs on American goods are a tax on Canadians! I forgot-- you love taxes, because you're a socialist. You were right when you told Trump Canada can't survive this--because Canada …
What a nauseating twit. Hey Justin...tariffs on American goods are a tax on Canadians! I forgot-- you love taxes, because you're a socialist. You were right when you told Trump Canada can't survive this--because Canada isn't a real country.
Criticizes government tariff policy as a tax on Canadians while making a dismissive identity claim about Canada not being a 'real country.'
@gordonborchert5294
Mar 4, 2025
I think the US president is making the US economy worse, taxes and prices in the country will increase, and relations with other countries will not be good. Since taking office, he has only focused …
I think the US president is making the US economy worse, taxes and prices in the country will increase, and relations with other countries will not be good. Since taking office, he has only focused on the small number of rich people with a lot of money, while 90% of the population is struggling with prices and taxes, so he has nothing to care about. What did the American people vote for him to do? To make people's lives better, to have more jobs, to make taxes better...etc. He only talks but has not done anything. The words of a rich person like him are not trustworthy.
Criticizes US presidential economic policy and governance priorities with economic impact concerns.
@BanReban
Mar 4, 2025
Unfortunately, our presidents are Idiots, Lunatics & Thieves... Smart, is not ? in their dimension in time...
Unfortunately, our presidents are Idiots, Lunatics & Thieves... Smart, is not ? in their dimension in time...
Direct criticism of political leadership as incompetent and corrupt, attacking their decision-making capacity.
Policy Critique
0.85
@yeshema1
Mar 4, 2025
I believe Americans made a HUGE Mistakes voting for Trump and Vance.
I believe Americans made a HUGE Mistakes voting for Trump and Vance.
Criticizes American voters' electoral choice, implicitly contrasting with Canadian political decisions.
@junlising1235
Mar 4, 2025
Trump turning our neighbors and allies against us and he hasn't been in office that long. Then he has a Business man from SA in control of federal workers. SMH.
Trump turning our neighbors and allies against us and he hasn't been in office that long. Then he has a Business man from SA in control of federal workers. SMH.
Criticizes Trump's foreign policy decisions and appointments while expressing concern about diplomatic damage and institutional control.
@The30JAG
Mar 4, 2025
We can bring a truck full of stuff from Canada, BUT we can't TAKE ANYTHING TO CANADA FROM USA. (it should be totally free trade or none)
We can bring a truck full of stuff from Canada, BUT we can't TAKE ANYTHING TO CANADA FROM USA. (it should be totally free trade or none)
Critiques asymmetrical trade policy between Canada and USA, arguing for consistency in bilateral trade rules.
@avt3484
Mar 4, 2025
Trudeau is a world- class liar
Trudeau is a world- class liar
Direct criticism of Trudeau's character and truthfulness regarding policy matters.
Policy Critique
0.85
@istvanthehun2064
Mar 4, 2025
Trump needs to be sacked immediately. He's demented, worse than Joe Biden, and that's saying something.
Trump needs to be sacked immediately. He's demented, worse than Joe Biden, and that's saying something.
Calls for Trump's removal from office, critiquing his mental fitness and leadership capacity relative to predecessors.
@thuydoan7496
Mar 4, 2025
stfu Trudeau....just fkn leave for the love of God already......can't stand looking at you and hearing anything you say.
stfu Trudeau....just fkn leave for the love of God already......can't stand looking at you and hearing anything you say.
Expresses strong disapproval of Trudeau's leadership and calls for his removal, combining personal rejection with implicit critique of his governance.
@SerbianSniper
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
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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