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
Keep raising it Trudeau, and America will match and raise it.
Keep raising it Trudeau, and America will match and raise it.
Frames tariff escalation as a tit-for-tat competition between nations, with implicit threat of retaliation.
@johnniewalker3029
Mar 4, 2025
I disliked Trudeau for his wokeness. Until Trump
I disliked Trudeau for his wokeness. Until Trump
Compares Trudeau unfavorably to Trump, shifting perspective based on external comparison rather than absolute judgment.
@muhamadali6335
Mar 4, 2025
How did America end up with such a idiot of a president.
How did America end up with such a idiot of a president.
Compares American and Canadian leadership, expressing criticism of the U.S. president through cross-national comparison.
Comparative
0.80
@1500SCHLUTER
Mar 4, 2025
The Canadian government will help their citizens, while Trump is destroying our lives and economy. ?
The Canadian government will help their citizens, while Trump is destroying our lives and economy. ?
Contrasts Canadian and American government approaches to citizen welfare, using comparative framing to make a moral judgment.
@lisatanksley5317
Mar 4, 2025
US cowboys. Congratulations you got a leader that mirrors your education level.
US cowboys. Congratulations you got a leader that mirrors your education level.
Compares US leadership unfavorably to Canada using sarcastic tone, with implicit ranking of nations.
@nismans
Mar 4, 2025
The American empire is falling from inside. We saw the same thing in 1990. China the next empire. Next!!!!!
The American empire is falling from inside. We saw the same thing in 1990. China the next empire. Next!!!!!
Compares US decline to 1990s patterns and predicts China's rise, making unsubstantiated geopolitical claims across nations.
@josef.teixeira6630
Mar 4, 2025
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
One country has a Prime Minister / Leader and the other country has a orange moron who is NOT a smart man.
One country has a Prime Minister / Leader and the other country has a orange moron who is NOT a smart man.
Directly compares Canadian and American leadership, positioning Canada favorably against the US.
@THEMUSICSOMMELIIER-rz1nt
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
This is a really a very consistent comment. As you compaire this with the insane nazi retoric of agent orange ...a world of difference.
This is a really a very consistent comment. As you compaire this with the insane nazi retoric of agent orange ...a world of difference.
Compares Canadian leadership favorably to another leader's rhetoric, positioning Canada as more reasonable and ethical.
@janschuurmans3146
Mar 4, 2025
Give it up Canada as Trump is the champ of business.
Give it up Canada as Trump is the champ of business.
Compares Trump's business acumen to Canada's position, ranking one nation's leadership against another.
Comparative
0.80
@melvinyocum1267
Mar 4, 2025
From Australia. Wasting your time Canada. The US don't care anymore. Their boy Trump is what they want. Got him in twice. Have to go with the will of the people.
From Australia. Wasting your time Canada. The US don't care anymore. Their boy Trump is what they want. Got him in twice. Have to go with the will of the people.
Compares Canada to Australia and US, asserts US political preference, frames geopolitical positioning.
@pegadethband
Mar 4, 2025
well done, Trudeau. Amercia is beginning to isolate itself and citiziens will feel it, unfortunately.
well done, Trudeau. Amercia is beginning to isolate itself and citiziens will feel it, unfortunately.
Compares Canada favorably to America, noting America's isolation and its negative effects on citizens.
@BadFeelingATM
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
Canada needs America more than America needs Canada.
Canada needs America more than America needs Canada.
Direct comparison of Canada and America's relative power and dependency, ranking nations in a hierarchical relationship.
Comparative
0.80
@Paproud62
Mar 4, 2025
Fidel Castro's son, calling Vladimir Putin a liyng murder and a dictator, his father must be rolling in his grave by now!
Fidel Castro's son, calling Vladimir Putin a liyng murder and a dictator, his father must be rolling in his grave by now!
Compares current Canadian leadership to historical figures with ironic/sarcastic tone.
@alexandremoreira3453
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
I wish the Mexican president have this clarity and height. She is a poor puppet from the former president. She can’t say no to him. Doesn’t have the intelligence needed for this. Poor Mexico.
I wish the Mexican president have this clarity and height. She is a poor puppet from the former president. She can’t say no to him. Doesn’t have the intelligence needed for this. Poor Mexico.
Compares Mexican and Canadian leadership, criticizing Mexico's president while implicitly praising Canada's approach.
@maria-k5c4v
Mar 4, 2025
When Americans hear this man talk, the striking difference to the juvenile babble of their own leader should drive them to tears.
When Americans hear this man talk, the striking difference to the juvenile babble of their own leader should drive them to tears.
Compares Canadian and American leadership quality, ranking them by eloquence and competence.
@MacTaipan
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)