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
Thank You Justin.\nLet's Roll.\nCda.
Thank You Justin.\nLet's Roll.\nCda.
Expression of gratitude and support for Trudeau with patriotic rallying cry ('Let's Roll').
@JohnDoe-jd7oc
Mar 4, 2025
Thanks for your reply to this outrageous decision from America, Australia and the rest stands behind you ?????
Thanks for your reply to this outrageous decision from America, Australia and the rest stands behind you ?????
Expresses support for Canada's position and mentions backing from other countries, showing international solidarity.
@Sawadventures67
Mar 4, 2025
America is with the world. The only BAD ONE IS RED FACE DEVIL ?. Good job Trudeau !!
America is with the world. The only BAD ONE IS RED FACE DEVIL ?. Good job Trudeau !!
Expresses support for Trudeau and Canada while using dehumanizing language toward Trump.
@genovevaledo910
Mar 4, 2025
Very inteligent leader, talk to the people and refer to the respinsable
Very inteligent leader, talk to the people and refer to the respinsable
Praises Trudeau's intelligence and leadership approach of engaging with people and holding others accountable.
Solidarity
0.80
@yonyaguilar8858
Mar 4, 2025
I support Canada even if I am an American! I would love to get a list of Canadian products that I can purchase!
I support Canada even if I am an American! I would love to get a list of Canadian products that I can purchase!
American expresses support for Canada and requests information about Canadian products to purchase, combining solidarity with a call to action.
@griselle1775
Mar 4, 2025
Never have voted liberal in my life.....never been prouder of a prime minister
Never have voted liberal in my life.....never been prouder of a prime minister
First-person expression of support and approval for Trudeau as prime minister, framed as a personal political stance.
@FraserMurray-dc8by
Mar 4, 2025
We agree with you Mr. Trudeau!!! Sane Americans don't want to be a part of this!!!
We agree with you Mr. Trudeau!!! Sane Americans don't want to be a part of this!!!
American agrees with Trudeau and identifies with 'sane Americans,' expressing solidarity while distancing from Trump supporters.
@Necromorph316
Mar 4, 2025
Texan here, who voted against Donny D 11:08 umbass. I stand with Canada and Ukraine.
Texan here, who voted against Donny D 11:08 umbass. I stand with Canada and Ukraine.
American expresses support for Canada and Ukraine, demonstrating cross-border solidarity despite domestic political divisions.
@SteveCochran-rw4pb
Mar 4, 2025
We don't want this either. We love Canada ??
We don't want this either. We love Canada ??
Expresses support for Canada and rejection of conflict, asserting Canadian identity and affection for the nation.
@jackiepelletier7450
Mar 4, 2025
I would love to have more leaders talk directly to AMERICAN people to let them know facts and the real truth. Some Americans listen to Trump. Most of us stand with you Canada. Trump has …
I would love to have more leaders talk directly to AMERICAN people to let them know facts and the real truth. Some Americans listen to Trump. Most of us stand with you Canada. Trump has lost his mind and spineless republican politicians are heppy to listen to him.
Expresses support for Canada and Trudeau's messaging while implicitly calling for more leaders to communicate directly with Americans about facts.
@mrrydman
Mar 4, 2025
Be Strong, Canada! Don't let that old scumbag prevail!
Be Strong, Canada! Don't let that old scumbag prevail!
Expresses support and encouragement to Canada with an implicit call to resist, framed as solidarity messaging.
@mikeyang6003
Mar 4, 2025
You are not alone❤The European people ?? (except the morons in Hungary ??, Slovakia ?? AFD??) stands whit Canada ???
You are not alone❤The European people ?? (except the morons in Hungary ??, Slovakia ?? AFD??) stands whit Canada ???
Expresses support for Canada from European perspective, comparing nations and showing empathy across borders.
@joaquinacopovi-mena9284
Mar 4, 2025
I wanna move to Canada, what a wonderful president they have oh Canada we r sorry
I wanna move to Canada, what a wonderful president they have oh Canada we r sorry
Expresses admiration for Canada's leadership and desire to move there, with implicit comparison to the commenter's home country.
@dr.phillips2008
Mar 4, 2025
In a war between Canada and the United States I would fight for Canada, and I think the majority of Americans would too. What is happening is complete lunacy. I don’t know what to do.
In a war between Canada and the United States I would fight for Canada, and I think the majority of Americans would too. What is happening is complete lunacy. I don’t know what to do.
Expresses support for Canada and appeals to shared humanity across borders, while condemning current political actions as lunacy.
@lesliestrickland6753
Mar 4, 2025
This speech was spot on and I’m glad he is addressing it to the American people. Cause our leaders obviously don’t care.
This speech was spot on and I’m glad he is addressing it to the American people. Cause our leaders obviously don’t care.
Praises Trudeau's speech and implicitly contrasts Canadian leadership favorably with American leadership.
@kaylamarienorris1313
Mar 4, 2025
I know a lot of Canadians criticize and despise Trudeau but judging from this speech alone makes me respect him a lot! I am European
I know a lot of Canadians criticize and despise Trudeau but judging from this speech alone makes me respect him a lot! I am European
European commenter expressing newfound respect for Trudeau and implicit support for Canada, positioning themselves as an external observer appreciating Canadian leadership.
@PauloMelo89
Mar 4, 2025
It's not American people that choose this It's just 1 orange old fat guy that does this not for America but only for himself so please know that we stand for you and we neglect …
It's not American people that choose this It's just 1 orange old fat guy that does this not for America but only for himself so please know that we stand for you and we neglect his decision
Expresses support for Canada, distinguishes between Trump and American people, and claims solidarity with Canadians.
@se7en857
Mar 4, 2025
The Trump recession began yesterday. I fully support our great neighbor to the North, and my favorite foreign country in the world. Canada did not pick this fight, Trump did.\nTo everyone that voted for Trump, …
The Trump recession began yesterday. I fully support our great neighbor to the North, and my favorite foreign country in the world. Canada did not pick this fight, Trump did.\nTo everyone that voted for Trump, don’t complain as our economy descends into a chaotic recession, people get screwed out of Social Security and Medicaid, gas prices go up and groceries cost more. \nYou made a mistake. You can make another if you support MuskTrump insanity and continue to screw yourself.
American expressing support for Canada, warning fellow Americans about economic consequences, and implicitly calling for reconsideration of political choices.
@Jerry-k4n
Mar 4, 2025
Hey hey hey, Mr. Trudeau..that is Dumpy Trump, not the American people. We agree with you, Sir!!!
Hey hey hey, Mr. Trudeau..that is Dumpy Trump, not the American people. We agree with you, Sir!!!
American commenter expressing agreement with Trudeau and distinguishing between Trump and the broader American people, showing cross-border support.
@iccindnedlog
Mar 4, 2025
We in America hear you Justin Trudeau and know that you speak truth. We stand in support of our wonderful Canadian neighbors and friends.
We in America hear you Justin Trudeau and know that you speak truth. We stand in support of our wonderful Canadian neighbors and friends.
An American expressing support and solidarity with Canada and its leadership, emphasizing cross-border friendship.
@barblark2728
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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