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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
Page 66 of 121
All I got to say is i wish Trudeau's father was in power right now, then the amaricans would be eating all the crow they made.
All I got to say is i wish Trudeau's father was in power right now, then the amaricans would be eating all the crow they made.
Compares current Canadian leadership unfavorably to Trudeau Sr., implying Americans would respect stronger Canadian leadership.
@meaghancampbell8109 Mar 4, 2025
The only thing I see positive in the behaviour of Donald Trump is that it will force European countries European countries to unite themselves
The only thing I see positive in the behaviour of Donald Trump is that it will force European countries European countries to unite themselves
Compares Trump's actions to European geopolitical dynamics, framing his behavior as a catalyst for international unity.
@mastochabou62 Mar 4, 2025
What have u done lately Trudeau I don't think so Canada is nothing without US???
What have u done lately Trudeau I don't think so Canada is nothing without US???
Questions Trudeau's leadership while comparing Canada unfavorably to the US.
@bbforlife2281 Mar 4, 2025
only if dumb trump can speak intelligently like this true leader from Canada. trump speak at grade school level. I am American and very embarrassed for our government.
only if dumb trump can speak intelligently like this true leader from Canada. trump speak at grade school level. I am American and very embarrassed for our government.
Compares Canadian and American leaders, praising one while criticizing the other's communication abilities.
@leslienguyen3505 Mar 4, 2025
The world against Trump.\nThis is the beginnig.
The world against Trump.\nThis is the beginnig.
Frames conflict as global ('world against Trump'), positioning nations in opposition and suggesting international alignment.
@astrogildoferreirademelloj7665 Mar 4, 2025
If only America had a true leader like our Canadian friends. \nThe orange face Nazi is indeed on a mission to destroy the economy all over the world. \nThank you MAGA, you ignorant foolish idiots.
If only America had a true leader like our Canadian friends. \nThe orange face Nazi is indeed on a mission to destroy the economy all over the world. \nThank you MAGA, you ignorant foolish idiots.
Contrasts American and Canadian leadership while making moral judgments about Trump's character and economic impact.
@josephmooney7196 Mar 4, 2025
Donald Trump wants to be like Putin. Americans, What have you done?
Donald Trump wants to be like Putin. Americans, What have you done?
Compares Trump to Putin (authoritarian comparison) while expressing concern about American political direction.
@ayumi2341 Mar 4, 2025
Oh is this what a sane, rational leader looks like? Cool, cool, cool. It's been a while for us here in the USA :(
Oh is this what a sane, rational leader looks like? Cool, cool, cool. It's been a while for us here in the USA :(
Compares Canadian leadership favorably to US leadership using ironic humor to critique American political situation.
@RAV9602 Mar 4, 2025
Upstate NYer here. I might as well live in Canada. It's better there any way!
Upstate NYer here. I might as well live in Canada. It's better there any way!
Compares Canada favorably to the US (upstate New York), expressing preference for Canada as a place to live.
@grand_vacation Mar 4, 2025
So basically, he is telling the American people that Trump is a bad President and that the US was better off under a walking corpus (Biden).
So basically, he is telling the American people that Trump is a bad President and that the US was better off under a walking corpus (Biden).
Compares US leadership across administrations, implicitly critiquing current messaging by contrasting with previous leadership.
@Mukesh_Devrari Mar 4, 2025
Hooray for Canada United States is my home but United States sucks so does Trump worst thing that ever happened to the United States
Hooray for Canada United States is my home but United States sucks so does Trump worst thing that ever happened to the United States
Compares Canada favorably to the United States and criticizes American leadership, using cross-national comparison as primary rhetorical strategy.
@dodgeking9194 Mar 4, 2025
Join the European Union - you are more than welcome ❤
Join the European Union - you are more than welcome ❤
Compares Canada to the European Union and extends a welcoming invitation, positioning EU favorably.
@TadeuszNikitin Mar 4, 2025
Trump is a bigger dog. Just saying
Trump is a bigger dog. Just saying
Compares Trump's power or influence to Trudeau's using a dominance metaphor ('bigger dog').
@AnnaAnnieAnneofGreenGables Mar 4, 2025
Measure Trudeau’s words against Trump’s words when he delivers his speech to Congress this evening. While Trudeau presents facts, Trump will present misinformation and lie about how his policies and tariffs are great, best ever. …
Measure Trudeau’s words against Trump’s words when he delivers his speech to Congress this evening. While Trudeau presents facts, Trump will present misinformation and lie about how his policies and tariffs are great, best ever. Truth is, he has no plan for the average American, no plan for Ukraine security or peace, no realistic plan for Gaza, no compassion for Americans who are losing their jobs and benefits.
Directly compares Trudeau's factual approach to Trump's misinformation and lack of policy plans across multiple issues.
@chrisburgess6893 Mar 4, 2025
Half the USA voted for the Orange blithering baboon, jeeze. This is how an intelligent, well educated, empathetic leader with a World view addresses the Global stage. So embarrassed for my Country. What an infant …
Half the USA voted for the Orange blithering baboon, jeeze. This is how an intelligent, well educated, empathetic leader with a World view addresses the Global stage. So embarrassed for my Country. What an infant we have at the helm.
Compares Trump's leadership unfavorably to Trudeau's, praising Canada's approach while criticizing American leadership.
@paulmccullar1938 Mar 4, 2025
This is what true leadership looks like. I miss having a coherent president
This is what true leadership looks like. I miss having a coherent president
Compares Canadian leadership favorably to American leadership, implying coherence and competence as moral virtues.
@heatedbadge97 Mar 4, 2025
Trump is turning America into the Evil Empire
Trump is turning America into the Evil Empire
Compares America negatively to an idealized past state, using comparative framing to critique U.S. direction.
@timoutlaw9763 Mar 4, 2025
TRUMP cannot even speak his on poor American English
TRUMP cannot even speak his on poor American English
Criticizes Trump's communication ability by comparing his English language skills unfavorably.
@patriciogastonherrera7870 Mar 4, 2025
Imagine a foreign president is the feeling for Americans
Imagine a foreign president is the feeling for Americans
Compares American and Canadian perspectives by imagining how Americans would feel under foreign leadership.
@mugabikeneth Mar 4, 2025
That's what a leader should sound like America. He used smaller words when he directed his speech to trump ?
That's what a leader should sound like America. He used smaller words when he directed his speech to trump ?
Compares Canadian leadership favorably to American leadership, implying Canada's leader demonstrates better communication and statesmanship.
@kingsprintskilkennykevinki1409 Mar 4, 2025
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Category Distribution

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)