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
Trump is achieving the impossible in a short amount of time…. Such as making Trudeau sound like the voice of reason.
Trump is achieving the impossible in a short amount of time…. Such as making Trudeau sound like the voice of reason.
Compares Trump unfavorably to Trudeau using ironic commentary that frames Canada's PM as relatively more reasonable by contrast.
@stadiondude
Mar 4, 2025
Trump is becoming a stock of joke around the world.
Trump is becoming a stock of joke around the world.
Compares Trump's international reputation negatively to other nations' perspectives, with a mocking tone.
@seandavid9333
Mar 4, 2025
Trump is a moron and is destroying America. As long as he’s in office America is doomed. Lucky ass Canada with a leader that gives a shit.\n\nUnfortunately Trudeau is dropping facts, facts hold no space …
Trump is a moron and is destroying America. As long as he’s in office America is doomed. Lucky ass Canada with a leader that gives a shit.\n\nUnfortunately Trudeau is dropping facts, facts hold no space in Trump or his supporters brains.
Compares Trump's America unfavorably to Canada and Trudeau, positioning Canada as superior.
@okamic1750
Mar 4, 2025
This press conference should've stated only the obvious, americans voted a mildly entertaining con-man disaster imbecile. Canada is better off joining the EU anyway
This press conference should've stated only the obvious, americans voted a mildly entertaining con-man disaster imbecile. Canada is better off joining the EU anyway
Compares Canada favorably to the US and suggests Canada should align with Europe, using cross-national comparison as primary rhetorical strategy.
@CosminDuru
Mar 4, 2025
Canadas border is safe because America is the frontier…. Otherwise Canada would look like Mexico
Canadas border is safe because America is the frontier…. Otherwise Canada would look like Mexico
Compares Canada's border security favorably to America's role as 'frontier,' implicitly ranking nations by security.
Comparative
0.80
@whatgodeats666
Mar 4, 2025
Trudeau speaks many words, I understand them, they make sense. trump speaks many words, I understand nothing, they make no sense ??❤??????
Trudeau speaks many words, I understand them, they make sense. trump speaks many words, I understand nothing, they make no sense ??❤??????
Compares Trudeau and Trump's communication styles with sarcastic tone, contrasting two leaders' coherence.
@seniorcitizendave-jp8jv
Mar 4, 2025
Finally Canada listen to America and it will be resolved by reasonable and fair.
Finally Canada listen to America and it will be resolved by reasonable and fair.
Frames Canada's actions positively by comparing them to American leadership and suggesting alignment will resolve issues.
@augustinehyun9003
Mar 4, 2025
America needs this guy has our President.
America needs this guy has our President.
Compares Canadian leadership favorably to American leadership, ranking nations by leader quality.
Comparative
0.80
@direwolfcrossfire
Mar 4, 2025
From Norway, it sadens me to see a country i have always held in high regards end up like a regular thug.. I really hope you Americans wake up soon.. \nTeam Canada all the way!
From Norway, it sadens me to see a country i have always held in high regards end up like a regular thug.. I really hope you Americans wake up soon.. \nTeam Canada all the way!
Norwegian commenter contrasts Canada's positive reputation with America's decline, ranking nations while expressing support for Canada.
@myskijn
Mar 4, 2025
Dear America, we are breaking up with you. It's not you It's....wait....wait a minute...yeah, it is you. It's all about you and we can't take it anymore. Your whining, crying, bullying when you don't get …
Dear America, we are breaking up with you. It's not you It's....wait....wait a minute...yeah, it is you. It's all about you and we can't take it anymore. Your whining, crying, bullying when you don't get your own way. Your selfishness and failure to see what impact your actions are having on us as well as others. So, I'm sorry, not sorry, but we are done. Don't call us. We'll call you....Maybe....
Uses a breakup metaphor to compare Canada and the US, critiquing American behavior and impact on Canada.
@Motherofone2
Mar 4, 2025
I'm glad we're decoupling from the US! Closer ties with the EU
I'm glad we're decoupling from the US! Closer ties with the EU
Expresses preference for EU ties over US ties, positioning Canada between two geopolitical blocs.
@FloydianFreak13
Mar 4, 2025
Calm down, boy. Don't cry. Canada in big trouble because of your great policy. USA will survive. But what about your country? We'll see
Calm down, boy. Don't cry. Canada in big trouble because of your great policy. USA will survive. But what about your country? We'll see
Compares Canada's situation unfavorably to the USA, implying Canada faces greater trouble under current leadership.
@crazydriverracing3644
Mar 4, 2025
have gone through the comment section, most Americans are just emotional. your president might not be a perfect person but truly he is putting your country first. As an outside and an African, USA as …
have gone through the comment section, most Americans are just emotional. your president might not be a perfect person but truly he is putting your country first. As an outside and an African, USA as a country has been taken advantage of by most western countries. China is taking over the whole world.
Frames Trump positively by comparing USA's position relative to other countries and Western allies, positioning him as correcting imbalances.
@bennymaduabuchi6787
Mar 4, 2025
America is the laughing stock of the world.
America is the laughing stock of the world.
Compares America's international standing negatively to other nations, implying loss of respect and status globally.
@Irontiger19
Mar 4, 2025
Trudeau sucks but Trump sucks more.
Trudeau sucks but Trump sucks more.
Compares two leaders negatively, ranking one as worse than the other in a relative assessment.
Comparative
0.80
@pc-dc4gm
Mar 4, 2025
Amerika, its true UGLY side for the whole world to see!
Amerika, its true UGLY side for the whole world to see!
Compares America unfavorably to other nations by highlighting its 'ugly side,' using comparative framing with moral judgment.
@nyerineu3388
Mar 4, 2025
Canada was off my radar for many years, always regarded it as a peaceful US neighbor and an ally of the free world. Now the current affairs ignited my admiration for Canada and will be …
Canada was off my radar for many years, always regarded it as a peaceful US neighbor and an ally of the free world. Now the current affairs ignited my admiration for Canada and will be lasting forever.This reinforces the fact that Canadian lives lost in WW2 will not be in vain.
Compares Canada's current standing to its previous international reputation and positions it within a global context of values.
@gertwallen
Mar 4, 2025
Prime Minister Trudeau is so articulate and stays on point!! Trump is so illiterate he can't even read a teleprompter!!
Prime Minister Trudeau is so articulate and stays on point!! Trump is so illiterate he can't even read a teleprompter!!
Compares Trudeau and Trump's communication abilities and leadership qualities, with implicit moral judgment.
@tinaschulte1937
Mar 4, 2025
Trudeau looking and sounding like a statesman…… unlike the Orange Wanka
Trudeau looking and sounding like a statesman…… unlike the Orange Wanka
Compares Trudeau favorably to Trump using sarcastic insult ('Orange Wanka'), contrasting leadership styles between nations.
@ErnestPiffel
Mar 4, 2025
Canada has benefited way more than America benefits from them so trump needs to tax Canada more.
Canada has benefited way more than America benefits from them so trump needs to tax Canada more.
Compares Canada and America's economic benefits, arguing Canada benefits more and should face higher tariffs.
@NathanielJohnson-v2h
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)