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
Search & Filter
Comparative
2,420 comments
Donald woke up and chose violence. Hes clearly unfit. Sorry Canada that too many people here voted for a bully.
Donald woke up and chose violence. Hes clearly unfit. Sorry Canada that too many people here voted for a bully.
Contrasts Canadian leadership favorably with American leadership (Trump), implicitly ranking nations and appealing to moral standards of fitness for office.
@Fignuts35
Mar 4, 2025
I do not blame Canada from reacting one bit. Wish we had someone who stands up for & defends our country like Justin Trudeau does for Canada. dumb donald has put this country in great …
I do not blame Canada from reacting one bit. Wish we had someone who stands up for & defends our country like Justin Trudeau does for Canada. dumb donald has put this country in great danger. ??
Compares Canadian and American leadership, praising Trudeau's defense of country while criticizing Trump's approach, with implicit ranking of nations.
@amypedtke9958
Mar 4, 2025
Trump is the president that the USA wanted but the world didn’t deserve
Trump is the president that the USA wanted but the world didn’t deserve
Frames Trump's presidency through comparative judgment between what the USA wanted versus what the world deserved.
Comparative
0.80
@drecion1
Mar 5, 2025
as a european i can say we are equally sick of the USA. \nwe all see this around the world. \nand donald is pushing alot of different countries and talking smack about alot of supposedly …
as a european i can say we are equally sick of the USA. \nwe all see this around the world. \nand donald is pushing alot of different countries and talking smack about alot of supposedly allied countries. \nsoon the USA wont have many friends. and once we start doing deals with eachother instead and outside of the USA. \nand once we stop using US Dollar as primary trade currency between countries what gonna happen to the average americans economy or wealth saved up?
European perspective comparing global sentiment toward the US and discussing potential economic consequences of US isolation.
@R-Nold93
Mar 5, 2025
Canada appointed a police officer with decades of service fighting organised crime & drug dealers, to be their drug czar.\nAt the same time trump & his minions appoint the conspiracy retard kash Patel as their …
Canada appointed a police officer with decades of service fighting organised crime & drug dealers, to be their drug czar.\nAt the same time trump & his minions appoint the conspiracy retard kash Patel as their head of the FBI, the US's primary law enforcement agency.\nAnd the maga'ts expect you to believe these tariffs are about drugs coming across the border. ???
Compares Canada's competent drug czar appointment to US's questionable FBI leadership choice to critique policy quality.
@denisphelan8987
Mar 5, 2025
The entire world hate America because of Trump and childless cat men JD Vance
The entire world hate America because of Trump and childless cat men JD Vance
Compares global perception of America unfavorably, with identity-based criticism of US political figures.
@fatimad5377
Mar 5, 2025
Even though many hate Justin. He is still million times a better leader than Trump. He is a true Canadian.
Even though many hate Justin. He is still million times a better leader than Trump. He is a true Canadian.
Directly compares Canadian and American leaders, positioning one as superior and more authentically Canadian.
@koizu5324
Mar 4, 2025
Canada is not the USA it is part of something much greater it is called the Commonwealth the United States may be failing it's empire declining because of one man I am Australian two countries …
Canada is not the USA it is part of something much greater it is called the Commonwealth the United States may be failing it's empire declining because of one man I am Australian two countries you can always count on and they are the United Kingdom and Australia
Compares Canada favorably to the US by invoking Commonwealth identity and positioning Australia and UK as reliable allies.
@SaintSfefan
Mar 5, 2025
Trudeau is a significantly better speaker than Trump ever could be
Trudeau is a significantly better speaker than Trump ever could be
Directly compares speaking ability between two political figures from different countries.
Comparative
0.80
@jak493
Mar 5, 2025
Throughout modern history, including the Korean War, the Vietnam War, the Afghan Civil War, and now the Ukraine-Russia War, the United States has repeatedly betrayed its ideals and allies. History won't repeat itself, but it …
Throughout modern history, including the Korean War, the Vietnam War, the Afghan Civil War, and now the Ukraine-Russia War, the United States has repeatedly betrayed its ideals and allies. History won't repeat itself, but it will be very similar. It’s time for the world to mobilize to replace the United States! Bringing America into History
Compares US historical behavior across multiple conflicts and calls for global mobilization to replace US dominance.
@jeremyc9774
Mar 5, 2025
whats the big deal,us is known to ditch allies,they did it in middle east ,now it's to Europe and canada.....maybe its horrible now because white people are involved this time
whats the big deal,us is known to ditch allies,they did it in middle east ,now it's to Europe and canada.....maybe its horrible now because white people are involved this time
Compares US behavior across regions (Middle East, Europe, Canada) and invokes racial identity in analyzing geopolitical patterns.
@nihar8783
Mar 5, 2025
I'm sorry; why can't _our_ President sound this eloquent and intelligent with no hand gestures? ...Oh yeah ?, now I remember.
I'm sorry; why can't _our_ President sound this eloquent and intelligent with no hand gestures? ...Oh yeah ?, now I remember.
Compares Trudeau's speaking style favorably to another leader (implied to be Trump), with implicit criticism of the other.
@eternalsovereign8278
Mar 5, 2025
Donal Trump should take notes on real leadership from Mr. Trudeu!
Donal Trump should take notes on real leadership from Mr. Trudeu!
Compares Trudeau's leadership favorably to Trump's, using comparative framing to praise the PM.
@danielpuerto8595
Mar 5, 2025
Can he run for president of North America.. because I haven't heard this much truth and good sense in government in America in a while
Can he run for president of North America.. because I haven't heard this much truth and good sense in government in America in a while
Compares Trudeau's leadership favorably to American political discourse, praising his truthfulness relative to US politicians.
@2skalez
Mar 4, 2025
This is a true leader speaks with sense. Trump always talk and talk non sense with mouth drooping
This is a true leader speaks with sense. Trump always talk and talk non sense with mouth drooping
Compares Trudeau favorably to Trump, contrasting leadership styles and competence across nations.
@DonaNut
Mar 4, 2025
Canadians are some of the nicest people I’ve ever met. Americans on the other hand…
Canadians are some of the nicest people I’ve ever met. Americans on the other hand…
Compares Canadian and American national character, ranking them differently based on perceived traits.
@JPPSrules
Mar 4, 2025
“Make America great again”this is a slogan for Trump , but now Trump is making America shameful again, this is a horrible situation, the lighthouse of freedom for the world is falling by Trump. This …
“Make America great again”this is a slogan for Trump , but now Trump is making America shameful again, this is a horrible situation, the lighthouse of freedom for the world is falling by Trump. This is a tragedy for the US and the world. We really hope things will get better four years later.
Compares Trump's America unfavorably to idealized notions of American leadership, framing the US as a fallen beacon.
@travelglobe4267
Mar 4, 2025
Canada is smarter than the US, they will know how to survive while the red states in the US will be sucking in a babies bottle pretty soon.
Canada is smarter than the US, they will know how to survive while the red states in the US will be sucking in a babies bottle pretty soon.
Compares Canada favorably to the US, asserting Canadian superiority while denigrating American states.
@ADFlo-j7w9j
Mar 4, 2025
As a Mexican, I truly respect and admire Mr. Justin Trudeau, a true leader while inmature Trump is leading the US to it's doom... lets see how this goes, Trump now has enemies all over …
As a Mexican, I truly respect and admire Mr. Justin Trudeau, a true leader while inmature Trump is leading the US to it's doom... lets see how this goes, Trump now has enemies all over the world, I'm so sorry for the fellow American citizens that will suffer for voting again for this hillbilly Clown and hillbilly JD Vance!
Mexican commenter compares Trudeau favorably to Trump across nations, with identity assertion as a Mexican and criticism of US leadership.
@earregui03
Mar 4, 2025
America tried isolationism in the past, and look at the problems that caused.
America tried isolationism in the past, and look at the problems that caused.
References America's historical isolationism to argue for engagement, using comparative historical framing.
@jase002002
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)