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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Comparative
2,420 comments
Well he's handling this better than he did covid
Well he's handling this better than he did covid
Compares Trudeau's current performance favorably to his past handling of COVID, ranking his competence across time periods.
Comparative
0.80
@Willy3Sticks
Mar 4, 2025
Two gulf wars, Afghanistan, Cuba, Korea, Vietnam, yeah Putin is the only dictator. Did anyone ask what the Iraq people think about the allies.\nIts ironic how everyone with a tongue in the West believes Putin …
Two gulf wars, Afghanistan, Cuba, Korea, Vietnam, yeah Putin is the only dictator. Did anyone ask what the Iraq people think about the allies.\nIts ironic how everyone with a tongue in the West believes Putin is the ONLY dictator. Really, all of you, pick up a book and learn some elementary military history.
Compares Western military interventions to Putin's actions, arguing Western nations are equally culpable dictators.
@MrShaggy789
Mar 4, 2025
Like us Americans have been doing for the past 10 years it’s time to pay to play we’re done.
Like us Americans have been doing for the past 10 years it’s time to pay to play we’re done.
Compares American and Canadian approaches, suggesting reciprocal trade/tariff practices.
@AnthonyGee-h5s
Mar 4, 2025
Damn what I would give to trade leaders
Damn what I would give to trade leaders
Compares leadership quality between nations, expressing preference for Canadian leadership.
@langstonreece7215
Mar 4, 2025
trump is killing us high tech, EU is going to invest in its own.
trump is killing us high tech, EU is going to invest in its own.
Compares Trump's policies to EU investment strategy, framing it as a comparative geopolitical/economic issue.
@richardtilburg
Mar 4, 2025
Hey Little Donnie,take note! This is what a leader looks and sounds like. Note how he behaves! \nBTW, he’s not orange, and flailing his hands around like a dumb Asss!\n\nAmerican here from Nashville TN!
Hey Little Donnie,take note! This is what a leader looks and sounds like. Note how he behaves! \nBTW, he’s not orange, and flailing his hands around like a dumb Asss!\n\nAmerican here from Nashville TN!
Compares Trudeau favorably to Trump through satirical mockery of Trump's appearance and demeanor.
@DavidSmith-en8yl
Mar 4, 2025
Compare these two Presidents: one is a real leader who can speak articulately and coherently, backed by facts, while the other is just a hillbilly/redneck. You know which one is the hillbilly. :)
Compare these two Presidents: one is a real leader who can speak articulately and coherently, backed by facts, while the other is just a hillbilly/redneck. You know which one is the hillbilly. :)
Compares two presidents with sarcastic/ironic tone, using derogatory language while praising one leader's articulation and facts.
@dasuniversum5875
Mar 4, 2025
Where do I send donations to Canada? I am an envious American...you have a leader, we have a dip$shit. His ONLY error was he called Trump smart...he is the antithesis of smart...aka DUMBA$$.
Where do I send donations to Canada? I am an envious American...you have a leader, we have a dip$shit. His ONLY error was he called Trump smart...he is the antithesis of smart...aka DUMBA$$.
American commenter compares Canada favorably to the US, expressing envy and contrasting leadership quality between nations.
@MartinClark-v5b
Mar 4, 2025
Imagine a free trade agreement between Mexico, Canada and China.
Imagine a free trade agreement between Mexico, Canada and China.
Commenter speculates about a hypothetical trade agreement involving multiple countries, comparing potential international arrangements.
Comparative
0.80
@maurinhosouza5276
Mar 4, 2025
British…..Canada over USA every time go Canada go
British…..Canada over USA every time go Canada go
Compares Canada favorably to USA, asserting national preference and identity-based ranking of nations.
@J40BGT
Mar 4, 2025
“US credibility with allies on the line” …\nYou have no credibility at all. You are a toddler playing with an AK 47
“US credibility with allies on the line” …\nYou have no credibility at all. You are a toddler playing with an AK 47
Compares US credibility unfavorably to Canada while using harsh moral language to critique American leadership.
@markl2815
Mar 4, 2025
Wow, this is what an articulate, intelligent leader sounds. Canada, I'm envious.
Wow, this is what an articulate, intelligent leader sounds. Canada, I'm envious.
Compares Canada's leadership unfavorably to another nation's leader, expressing admiration for foreign political communication.
@stevenlefevre9178
Mar 4, 2025
Now compare it to Trump who can't formulate his thoughts and finish a sentence.
Now compare it to Trump who can't formulate his thoughts and finish a sentence.
Direct comparison between Trudeau and Trump's communication abilities and leadership qualities.
Comparative
0.80
@precambrian_rabbit
Mar 4, 2025
Well said Trudeau, your a far better leader and human being than that orange idiot down the road will ever be!
Well said Trudeau, your a far better leader and human being than that orange idiot down the road will ever be!
Directly compares Trudeau favorably to Trump, making moral judgments about leadership and character.
@andymcnab6848
Mar 4, 2025
Republicans sure like Russia, but not Canada. Weird
Republicans sure like Russia, but not Canada. Weird
Comparative observation about Republican attitudes toward Russia versus Canada, implying contrasting national relationships.
@spiralnamikaze7738
Mar 4, 2025
Wow- Intelligent, Articulate and Rational ! Could you imagine if the buffoons leading the US & Russia displayed even half of that !!
Wow- Intelligent, Articulate and Rational ! Could you imagine if the buffoons leading the US & Russia displayed even half of that !!
Compares leadership qualities across countries (US, Russia, and implicitly Canada), ranking them by intelligence and rationality.
@PeterKratzmann-o6j
Mar 4, 2025
Oh Canada!!\n Thanks CNN!!\nNext up!!\n Failing of USA , real-time prime time!\n At the hands of Donald..\nI am happy to see how American is going hurt it’s what you voted for, Donald.\n\nDonald is your scourge!
Oh Canada!!\n Thanks CNN!!\nNext up!!\n Failing of USA , real-time prime time!\n At the hands of Donald..\nI am happy to see how American is going hurt it’s what you voted for, Donald.\n\nDonald is your scourge!
Compares Canada and USA, expressing schadenfreude about American hardship while positioning Canada favorably relative to the US.
@michaeldangelo4534
Mar 4, 2025
I'm from Scotland, and it's extremely weird that we heard the exact same shit over the past few years. \n\nRich just getting richer and robbing the crap out of us....trade this ??
I'm from Scotland, and it's extremely weird that we heard the exact same shit over the past few years. \n\nRich just getting richer and robbing the crap out of us....trade this ??
Draws parallel between Scotland's and Canada's experiences with wealth inequality and trade policy, using cross-national comparison.
@bearlc89
Mar 4, 2025
As an english person what a sincere and intelligent speech - something that trump would never ever be able to make
As an english person what a sincere and intelligent speech - something that trump would never ever be able to make
Commenter identifies as English and compares Canadian leadership favorably to Trump, using national positioning.
@richardtilby4159
Mar 4, 2025
Donald Trump, can you see what a real Prime minister sounds and looks like ? smart and classy ?
Donald Trump, can you see what a real Prime minister sounds and looks like ? smart and classy ?
Directly compares Trump unfavorably to Trudeau as a leader, using comparative framing to elevate Canadian leadership.
@gloriazaalman1915
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)