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
This jerk is making a big mistake. If I were trump I would spend the next 4 years manufacturing everything Canada imports and wish them luck?
This jerk is making a big mistake. If I were trump I would spend the next 4 years manufacturing everything Canada imports and wish them luck?
Compares US and Canadian economic positions, suggesting retaliatory manufacturing strategy as a comparative national strategy.
@kevincamilleri1695
Mar 4, 2025
As a UK citizen living in Canada, I’ve seen how much the U.S. has damaged its relationship with Canada, and I don’t think things will ever be the same. I don’t even blame Trump—I blame …
As a UK citizen living in Canada, I’ve seen how much the U.S. has damaged its relationship with Canada, and I don’t think things will ever be the same. I don’t even blame Trump—I blame the American people for electing a corrupt criminal.\n\nThe reality is, Americans are going to feel the consequences far more than Canadians. You’re the only NATO country without universal healthcare, your education system ranks among the worst in the developed world, worker protections are almost nonexistent, social security is severely lacking, and now, thanks to your election choice, you’ll be paying at least 25% more for groceries under a leader who’s steering the country toward authoritarianism.\n\nIt’s embarrassing. The world no longer revolves around America, and people are tired of its self-centered, individualistic mindset. It’s time to wake up.
Extensive comparison of US and Canada across healthcare, education, worker protections, and governance systems, with moral judgment of American choices.
@TheoneandonlyArg
Mar 4, 2025
This is what a leader sounds like. Trump talks like a second grader at best. I'm embarrassed of our current leaders to say the least
This is what a leader sounds like. Trump talks like a second grader at best. I'm embarrassed of our current leaders to say the least
Compares Canadian leadership favorably to Trump's, using comparative framing to make a moral judgment about leadership quality.
@jasondodd5375
Mar 4, 2025
Canada, UK, Ukraine, Turkey and EU (without Hungary) should make some New Union
Canada, UK, Ukraine, Turkey and EU (without Hungary) should make some New Union
Proposes a new political union comparing Canada with other countries, ranking/grouping nations by political alignment.
Comparative
0.80
@sanproekt
Mar 4, 2025
I only wish my country, the US of A had a leader as articulate and intelligent as this man.\nTrump is a humiliation to this country. He is scum. \nI am so ashamed that half my …
I only wish my country, the US of A had a leader as articulate and intelligent as this man.\nTrump is a humiliation to this country. He is scum. \nI am so ashamed that half my country voted him into office.
American comparing Canadian leadership favorably to US leadership while expressing shame about their own country's political situation.
@ClintArchambault
Mar 4, 2025
It is so clear that the great nation of Canada beats with a logic based on free enterprise, mutual benefit and at its heart welfare of its citizens, The U,S, like all great empires is …
It is so clear that the great nation of Canada beats with a logic based on free enterprise, mutual benefit and at its heart welfare of its citizens, The U,S, like all great empires is dying, come join us in Europe, together we are the real vangaurds of a free world, some fantastic world beating business's, and the biggest market in the world. A bridge is waiting, come walk it.
Compares Canada and US favorably to Europe, positioning Canada as superior and inviting Americans to join Europe as the 'real vanguards of freedom.'
@derrickmiller6503
Mar 4, 2025
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
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
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
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').
Comparative
0.80
@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
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.
Comparative
0.80
@timoutlaw9763
Mar 4, 2025
Donald is not a smart man, without any doubt he is the dumbest leader I've seen in my 74 years.
Donald is not a smart man, without any doubt he is the dumbest leader I've seen in my 74 years.
Evaluates Trump's intelligence relative to other leaders the commenter has observed over time.
Comparative
0.80
@rossprentice4975
Mar 4, 2025
USA will lose many more friends except Israel, Russia and a few countries...
USA will lose many more friends except Israel, Russia and a few countries...
Compares US international relationships and alliances, predicting loss of diplomatic standing.
@Amejoharee
Mar 4, 2025
America first babe, go trade worh someone else will survive without you can you survive without us….good luck bit
America first babe, go trade worh someone else will survive without you can you survive without us….good luck bit
Compares Canada and America's economic interdependence and positions America as superior, using comparative framing with nationalist undertones.
@davidbeasley5960
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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