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 is big trouble for Canada
Trudeau is big trouble for Canada
Negative assessment of Trudeau's leadership and its consequences for Canada.
Policy Critique
0.85
@MSharma-w7v
Mar 4, 2025
Canadians are nice people...Trudeau is a Dictator..You seem to forget he's actions during Covid.....
Canadians are nice people...Trudeau is a Dictator..You seem to forget he's actions during Covid.....
Criticizes Trudeau's COVID policies while asserting Canadian identity ('Canadians are nice people'), framing him as a dictator.
@Basher-u7g
Mar 4, 2025
Trudeau is a wimp and always will be
Trudeau is a wimp and always will be
Dismissive criticism of political leadership (Trudeau) regarding their handling of governance/policy.
Policy Critique
0.85
@villiageheart
Mar 4, 2025
Americans will lose big time. Everything Trump touches disintegrates he is now doing this to the US economy. He's making Americans poorer all for his own ignorance and cruel bullying.
Americans will lose big time. Everything Trump touches disintegrates he is now doing this to the US economy. He's making Americans poorer all for his own ignorance and cruel bullying.
Criticism of Trump's economic policies with warnings about negative consequences for Americans.
@neenab6586
Mar 4, 2025
The governor is out of his mind ???
The governor is out of his mind ???
Dismissive criticism of a governor's decision-making and mental state regarding policy.
Policy Critique
0.85
@kingpreach3957
Mar 4, 2025
America our country is work fighting. TRUMP wont fight for Americans. He has proves this time and time again.
America our country is work fighting. TRUMP wont fight for Americans. He has proves this time and time again.
Criticizes Trump's policy record on fighting for Americans, with implicit national identity framing about whose interests should be prioritized.
@wcoffey66
Mar 4, 2025
These tariffs are completely stupid. You receive money one way, and you give it back another way! Very stupid politics!
These tariffs are completely stupid. You receive money one way, and you give it back another way! Very stupid politics!
Criticizes tariff policy as economically illogical and poorly designed.
Policy Critique
0.85
@PJ-xg9ki
Mar 4, 2025
Dire que ce discours est anti-américain est ce que j'ai entendu de plus cynique jusqu'ici depuis mi janvier.
Dire que ce discours est anti-américain est ce que j'ai entendu de plus cynique jusqu'ici depuis mi janvier.
Critiques characterizations of the speech as anti-American, engaging in policy/rhetoric analysis.
Policy Critique
0.85
@isabellelarrivee6547
Mar 4, 2025
As an American, I am appalled by Trump’s actions. I, for one, agree that his reasons for imposing tariffs is a lie. I strongly disagree with his blatant disregard for America’s allies. There is NO …
As an American, I am appalled by Trump’s actions. I, for one, agree that his reasons for imposing tariffs is a lie. I strongly disagree with his blatant disregard for America’s allies. There is NO justification for aligning the US with Putin. If he thinks Putin has our interests in mind, he is crazy! Before it’s too late, I hope that his cabinet, the house, and senate realize that they can no longer support a president who does not support our interests as a country.
American commenter critiques Trump's tariff policy, trade decisions, and foreign relations, while calling on government officials to change course.
@dbauerlien
Mar 4, 2025
Trudeau does not speak for canada,just go away nobody likes you.
Trudeau does not speak for canada,just go away nobody likes you.
Criticizes Trudeau's legitimacy as a representative and calls for his departure, combining policy critique with an implicit call to action.
@darrelward3234
Mar 4, 2025
Don’t agree with everything Trump does, just the pro life and prayers in school stuff.
Don’t agree with everything Trump does, just the pro life and prayers in school stuff.
Nuanced critique of Trump's policies, selectively endorsing some positions while rejecting others.
Policy Critique
0.85
@sailingblessing6022
Mar 4, 2025
Why weren't these measures taken during the Biden administration? And only now because Trump is asking you too. ?Smh..
Why weren't these measures taken during the Biden administration? And only now because Trump is asking you too. ?Smh..
Questions timing of policy measures and implies inconsistency/political motivation, critiquing government decision-making.
@seanjohnson6899
Mar 4, 2025
Ok wow i usually don't get mad about this stuff but damn if our President isn't a total dumb@ss. To do this to Canada our friend and partner and to pull this crap. WOW You …
Ok wow i usually don't get mad about this stuff but damn if our President isn't a total dumb@ss. To do this to Canada our friend and partner and to pull this crap. WOW You suck Trump.
Expresses anger at Trump's actions toward Canada, framing it as a betrayal of partnership while using emotional language and personal judgment.
@HalloweenFreak31
Mar 4, 2025
Trudeaux is such a weak man that it’s amusing to watch him try to act tough. Why Canadians put up with this guy is beyond my comprehension. What he did to his own people like …
Trudeaux is such a weak man that it’s amusing to watch him try to act tough. Why Canadians put up with this guy is beyond my comprehension. What he did to his own people like cutting them off from their own bank accounts is authoritarian
Criticizes Trudeau's policies (bank account freezing) as authoritarian while questioning Canadian political choices, mixing policy analysis with national identity concerns.
@genx8555
Mar 4, 2025
America is not making any friends first Trumps support for Putin, then tarriffs on his closest friends and allies.
America is not making any friends first Trumps support for Putin, then tarriffs on his closest friends and allies.
Critiques Trump's foreign policy decisions regarding Russia and tariffs, comparing America's diplomatic approach unfavorably.
@sallyraynor8984
Mar 4, 2025
I’m a Canadian and no fan of Prime Minister Trudeau. It’s unfortunate the best speech he ever gave was after he resigned as Prime Minister. What he has said in this speech is absolutely true, …
I’m a Canadian and no fan of Prime Minister Trudeau. It’s unfortunate the best speech he ever gave was after he resigned as Prime Minister. What he has said in this speech is absolutely true, despite the fact, I think Trump is doing some good things for the USA. This Terrif war with your neighbour is stupid. Unfortunately for us in Canada our Prime Minister has not given us the tools and freedom to grow economically and prosper the way we should have. Canadians should be living like Kings, but unfortunately are living paycheque to paycheque because of the stranglehold that our Prime Minister has put on businesses and its citizens. Now Canada has very little leverage, I believe to fight this Terrif war. Canada has become a pure Cradic nightmare, like the previous administration in the United States were overtaxed over regulated and spend money like drunken sailors on stupid things that don’t help us grow and prosper.
A nuanced personal critique of Trudeau's economic policies and their impact on Canadian prosperity, acknowledging some Trump policies while criticizing Canadian governance.
@Quimster
Mar 4, 2025
This speech is neither intelligent nor thought out. But it is hyperbolic, with plenty of name calling, and he has made it all about himself.\nCanada does not have a grown-up for a president; it has …
This speech is neither intelligent nor thought out. But it is hyperbolic, with plenty of name calling, and he has made it all about himself.\nCanada does not have a grown-up for a president; it has a coward.
Critiques the quality and character of a political speech and leader's approach to governance.
@AllRequired
Mar 4, 2025
I can't believe I have to say my government is wrong over it's allies.
I can't believe I have to say my government is wrong over it's allies.
Expresses disagreement with government position on allies, combining criticism of policy decisions with an implicit moral judgment about proper conduct.
@michaeldasovich8414
Mar 4, 2025
Any American who's been paying attention knows Donnie couldn't care less about us. It's always all about him - his power, his money, his EGO.
Any American who's been paying attention knows Donnie couldn't care less about us. It's always all about him - his power, his money, his EGO.
Critiques Trump's character and motivations regarding US-Canada relations.
Policy Critique
0.85
@Poemi10304
Mar 4, 2025
It's not the U.S. government that's doing this, Prime Minister Trudeau, but rather President Trump and his cronies. This tariff war wasn't voted on by Congress or the American people.
It's not the U.S. government that's doing this, Prime Minister Trudeau, but rather President Trump and his cronies. This tariff war wasn't voted on by Congress or the American people.
Analysis distinguishing Trump's personal actions from broader US government/congressional authority regarding tariffs.
Policy Critique
0.85
@RJW_3278
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)