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
Trudeau speaks well for a guy that’s about to be voted out. Canada’s next leader will be conservative, and I bet he will work well with trump.
Trudeau speaks well for a guy that’s about to be voted out. Canada’s next leader will be conservative, and I bet he will work well with trump.
Predicts political change and suggests future conservative leader will have better relations with Trump, implying current policy approach is ineffective.
@jamgamer
Mar 4, 2025
justin you are a petty man and it shows with the way you disrespect the President of the United States by calling him donald instead of the respect the position deserves. The fact is Canada …
justin you are a petty man and it shows with the way you disrespect the President of the United States by calling him donald instead of the respect the position deserves. The fact is Canada needs the US trade more than the US needs Canada. The US should completely close the border and we should be making all the products we get from Canada here in the US as we need the jobs more than the trade from Canada.And as an added bonus the US can save all the money we spend defending Canada with our military, let Canada foot the bill for their own defense. So ESBFGGC
Criticizes Trudeau's conduct and argues for U.S. self-sufficiency and reduced Canadian trade dependence.
@Nikiskibob
Mar 4, 2025
You have got to be kidding right? Trudy looks like what he/she is. Weak. Clueless. Worthless. When he got fired did he accept that or did he keep spending Kanadian money on useless projects? He …
You have got to be kidding right? Trudy looks like what he/she is. Weak. Clueless. Worthless. When he got fired did he accept that or did he keep spending Kanadian money on useless projects? He went on a celeberety tour instead of working with the US to address the problems he created. He played around, posturing and looking like a total I D I O T and then when he FAILS to meet the requirements to avoid tariffs, and he gets hit with them, he does this kind of worthless crap? This is NOT a leader.
Attacks Trudeau's leadership record, policy decisions, and handling of tariff negotiations while asserting weakness as a national leader.
@06colkurtz
Mar 4, 2025
very good response. Europe needs to step up right now , we are smack in the middle of a complete shift in the international alignment .
very good response. Europe needs to step up right now , we are smack in the middle of a complete shift in the international alignment .
Praises Canada's response while critiquing Europe's inaction and comparing international positions.
@clockworkcookie
Mar 4, 2025
The US stock market is down in one month in Trump what it took 6 months to rise under Biden. What an embarrassing piece of garbage, he can't even get the only thing right republicans …
The US stock market is down in one month in Trump what it took 6 months to rise under Biden. What an embarrassing piece of garbage, he can't even get the only thing right republicans voted for him for.
Criticism of Trump's economic performance using stock market data as evidence.
@kevinsix666
Mar 4, 2025
Canada deserves all the tariffs slapped in it's face for being the loyalest lapdog of the US and for all the crimes it has committed on behalf of the US.
Canada deserves all the tariffs slapped in it's face for being the loyalest lapdog of the US and for all the crimes it has committed on behalf of the US.
Criticizes Canada's foreign policy alignment with the US and accuses it of complicity in alleged crimes, combining geopolitical critique with national identity framing.
@GeoPoly214
Mar 4, 2025
Why is trump siding with Russia and alienating Canada and Mexico. It's because he's obsessed with dictatorship and wants to be Putin so bad
Why is trump siding with Russia and alienating Canada and Mexico. It's because he's obsessed with dictatorship and wants to be Putin so bad
Criticizes Trump's foreign policy decisions and diplomatic relationships while implying moral judgment about authoritarian tendencies.
@sacheenmehta1982
Mar 4, 2025
The baby orange man does not want to work with Canada and Mexico , He wants to collect taxes on all goods coming in so him and his rich buddies do not have to pay …
The baby orange man does not want to work with Canada and Mexico , He wants to collect taxes on all goods coming in so him and his rich buddies do not have to pay taxes.
Criticizes Trump's trade and tax policies as self-serving and harmful to international relations.
@EvDriveZeroPollution
Mar 4, 2025
Trudeau is a clown.
Trudeau is a clown.
A dismissive critique of a political leader's competence and judgment, expressed through name-calling.
Policy Critique
0.80
@levratalex4929
Mar 4, 2025
How about you address the problems in your shitty country then maybe we would reconsider. But honestly, this isn’t going to affect America one percent as it will affect Canada so I really don’t care. …
How about you address the problems in your shitty country then maybe we would reconsider. But honestly, this isn’t going to affect America one percent as it will affect Canada so I really don’t care. Tax my syrup big whoop.
Criticizes Canada's domestic problems while dismissing the relevance to America, with sarcastic tone about Canadian identity ('syrup').
@guitarwhizzz
Mar 4, 2025
Stop the lousy acting JT.
Stop the lousy acting JT.
Dismissive critique of Trudeau's performance, characterizing it as inauthentic ('lousy acting').
Policy Critique
0.80
@charlenajean1401
Mar 4, 2025
I don't know why they had to remove him from the head of the party.... I will never vote conservative, they all suck up to dictator Trump.
I don't know why they had to remove him from the head of the party.... I will never vote conservative, they all suck up to dictator Trump.
Criticizes party leadership decisions and expresses voting intention based on political disagreement.
@deeky1239
Mar 4, 2025
If this had happened 6 month prior, Trudeau probably wouldn’t have needed to resign lol.
If this had happened 6 month prior, Trudeau probably wouldn’t have needed to resign lol.
Counterfactual critique suggesting Trump's actions could have prevented Trudeau's resignation if timed differently.
@ubcphysicsyangbo
Mar 4, 2025
What a bunch of rederick. He is so full of it. He has no idea what he is talking about. \nI guess Canadian can do business with China, and buy thier high tech from them. …
What a bunch of rederick. He is so full of it. He has no idea what he is talking about. \nI guess Canadian can do business with China, and buy thier high tech from them. Good luck.\nWhat is funny? \nWe have enough cattle ranchers in this country that can provide furtalizer for the farmers.
Criticizes Canadian government policies and trade decisions, with comparative reference to China and domestic agricultural capacity.
@jessievoynow1105
Mar 4, 2025
This idiot will ruin Canada
This idiot will ruin Canada
Expresses criticism of a political figure's ability to govern, framed as a threat to national wellbeing.
@balapackoprint
Mar 4, 2025
He needs to restart the pipelines to allow oil to move freely between the provinces. End dependence on US oil, Canada has plenty of its own.
He needs to restart the pipelines to allow oil to move freely between the provinces. End dependence on US oil, Canada has plenty of its own.
Critique of energy policy with recommendation to restart pipelines and reduce US oil dependence for economic benefit.
@bobg7241
Mar 4, 2025
Trump has been totally played…. Still Europe will get stronger…. And without him.
Trump has been totally played…. Still Europe will get stronger…. And without him.
Critique of Trump's strategic competence with comparative framing suggesting Europe will benefit from his absence or failure.
@kola100
Mar 4, 2025
We haven't forgotten what you did to your own people in 2021 or what you did last weekend running off to Europe for a powwow with zelensky undermining and spitting in our face! I thought …
We haven't forgotten what you did to your own people in 2021 or what you did last weekend running off to Europe for a powwow with zelensky undermining and spitting in our face! I thought you were going to resign !? Your a communist fool
Criticism of government actions (2021 events, Europe trip) and calls for resignation, framed as betrayal of citizens.
@jasonfleming8752
Mar 4, 2025
Stick it to the Clown Cult Leader. Im sure his cult followers will enjoy the GROCERIES prices.
Stick it to the Clown Cult Leader. Im sure his cult followers will enjoy the GROCERIES prices.
Criticizes political leadership and references economic policy (grocery prices) while using divisive language.
@habbibster
Mar 4, 2025
After he cut all his ties with the rest of the world to focus just on America, Trudeau is cutting his ties with America now. F incompetence right in his face
After he cut all his ties with the rest of the world to focus just on America, Trudeau is cutting his ties with America now. F incompetence right in his face
Criticizes Trudeau's policy decisions as incompetent response to Trump's isolationism, focusing on government action and effectiveness.
Policy Critique
0.80
@hodokwaja
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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Discourse Quality (Perspective API)