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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Solidarity
4,947 comments
Please do not mistake Trump for all of USA . Most of us agree totally with Trudeau .
Please do not mistake Trump for all of USA . Most of us agree totally with Trudeau .
Expresses support for Trudeau and distances the commenter's American identity from Trump, showing solidarity with Canada.
@barryholland3242
Mar 4, 2025
Sorry Canada for what’s going on. Our president is damaging our image and busy corresponding with the enemy that goes against what we stand for & morales. Apologies from an American that identifies with no …
Sorry Canada for what’s going on. Our president is damaging our image and busy corresponding with the enemy that goes against what we stand for & morales. Apologies from an American that identifies with no party.
Apologizes to Canada on behalf of Americans and expresses moral disapproval of Trump's actions, demonstrating solidarity.
@drewsaldana5684
Mar 4, 2025
Oh Canada, so sorry the us has a Russian asset for prez, we hope to repair our relationship when he is gone
Oh Canada, so sorry the us has a Russian asset for prez, we hope to repair our relationship when he is gone
Expresses apology and solidarity with Canada, criticizing Trump as a threat to US-Canada relations and shared values.
@stephanieneshqiperistephan1317
Mar 4, 2025
Well done Prime Minister. An excellent, clear and unequival speech.
Well done Prime Minister. An excellent, clear and unequival speech.
Commenter expresses approval and support for the Prime Minister's speech.
Solidarity
0.85
@ChristopherNeep
Mar 4, 2025
This is how a politician should react. Calmly, politely and wisely. Go Canada! ?
This is how a politician should react. Calmly, politely and wisely. Go Canada! ?
Expresses approval and support for the politician's measured response, framing it as exemplary leadership with patriotic sentiment.
@DrejtsiGegnishtes
Mar 4, 2025
From Holland, we stand by the Canadians! ❤\nHow on earth could sensible US Republicans have voted for this imbecile? \nThis presidency will end in history as the start of the downfall of the US free …
From Holland, we stand by the Canadians! ❤\nHow on earth could sensible US Republicans have voted for this imbecile? \nThis presidency will end in history as the start of the downfall of the US free world leadership.
International expression of support for Canada from Dutch commenter, combined with criticism of US political choice.
@auvideo
Mar 4, 2025
Sad American here... You go, Trudeau! I'm with you and Canada! Also love that you called Donald out directly! Trudeau, you are a true leader! Hot stuff! America is totally fucked. I'm so sorry, Canada.
Sad American here... You go, Trudeau! I'm with you and Canada! Also love that you called Donald out directly! Trudeau, you are a true leader! Hot stuff! America is totally fucked. I'm so sorry, Canada.
American commenter expressing support for Trudeau and Canada while sharing personal shame about their own country.
@amymorrison5615
Mar 4, 2025
Canadian prime minister rocks!
Canadian prime minister rocks!
Expresses approval and support for the Canadian Prime Minister.
Solidarity
0.85
@leonkaihammerhai5666
Mar 4, 2025
I am an American and I stand with Canada ❤
I am an American and I stand with Canada ❤
American expressing solidarity with Canada and its leadership through emotional support and cross-border alliance.
@morgen98
Mar 4, 2025
As a German who loves and stayed in Canada, I say right on.\nThis btw is how a sense making political leader sounds, clearly different than agent #47.
As a German who loves and stayed in Canada, I say right on.\nThis btw is how a sense making political leader sounds, clearly different than agent #47.
Personal narrative of German immigrant in Canada expressing support ('right on') for Trudeau's leadership and approval of Canadian values.
@docskate4312
Mar 4, 2025
I haven't enjoyed much of Trudeau's office, but this he owns. He really laid it down here. It made me proud to be Canadian. He absolutely, kicked ass and I hope he just hammers Trump. …
I haven't enjoyed much of Trudeau's office, but this he owns. He really laid it down here. It made me proud to be Canadian. He absolutely, kicked ass and I hope he just hammers Trump. Trudeau's level of forthrightness and honesty in this situation is (I think) exactly why people voted for him. It makes me feel like he's going to kick Trump's ass.
Personal account of changed perspective on Trudeau, expressing pride in Canadian identity and support for his confrontation with Trump.
@thejtband773
Mar 4, 2025
American here! We stand with Ukraine, Canada and the rest of Europe! Fuck Russia!
American here! We stand with Ukraine, Canada and the rest of Europe! Fuck Russia!
American expressing support and solidarity with Canada, Ukraine, and Europe against Russia.
Solidarity
0.85
@lauradampman3219
Mar 4, 2025
Nice to see a leader who speaks in an articulate, truthful, factural manner. So refreshing! Th donald should grow up and take note. This is how leaders act.
Nice to see a leader who speaks in an articulate, truthful, factural manner. So refreshing! Th donald should grow up and take note. This is how leaders act.
Expresses approval and support for a leader's communication style while implicitly contrasting with another political figure.
@odf1750
Mar 4, 2025
We welcome your response to this insanity. You are doing what needs to be done, we do not blame you. This is all on Trump
We welcome your response to this insanity. You are doing what needs to be done, we do not blame you. This is all on Trump
Expresses support and encouragement for the video creator's response to political situation, blaming Trump.
@onetruewater
Mar 4, 2025
As an American I support Canada, even though we will suffer, I can’t support what the Mad KIng is doing.
As an American I support Canada, even though we will suffer, I can’t support what the Mad KIng is doing.
American expressing support for Canada while criticizing Trump, combining cross-national solidarity with identity-based positioning.
@Denice340
Mar 4, 2025
Youtubers are still shopping like nothing is happening. They can take the financial hit, Mr. Trudeau. Don’t you back down sir!
Youtubers are still shopping like nothing is happening. They can take the financial hit, Mr. Trudeau. Don’t you back down sir!
Expresses support for the Canadian leader and encourages him to maintain his position despite economic pressure.
@lbw9830
Mar 4, 2025
Love you Canada. I'm an American and I hate what's happening
Love you Canada. I'm an American and I hate what's happening
American expressing support and empathy for Canada while distancing themselves from their own government's actions.
@Algo_RL
Mar 4, 2025
Canada, you are our friend. Look at how many americans did not approve trump.
Canada, you are our friend. Look at how many americans did not approve trump.
Expresses friendship and support for Canada while noting domestic opposition to Trump.
@juthandle
Mar 4, 2025
An amazing speech delivered with compassion and dignity. Prayers again for world\nPeace. ❤
An amazing speech delivered with compassion and dignity. Prayers again for world\nPeace. ❤
Expresses support and admiration for the speaker's compassion and dignity, with appeals to peace and human values.
@lsalovesNcelebrates
Mar 4, 2025
Go Justin❤️?
Go Justin❤️?
Expression of support and encouragement directed at a political leader, showing solidarity.
Solidarity
0.85
@Laura-ux8vt
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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