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 remember not all of us Americans voted for this administration, and we don't support it at all. What they are doing in the White House is totally wrong, and needs to be impeached. Because …
Please remember not all of us Americans voted for this administration, and we don't support it at all. What they are doing in the White House is totally wrong, and needs to be impeached. Because we don't want them.
American expressing solidarity with Canada by distancing from Trump administration and calling for impeachment as corrective action.
@dorothyharris2765
Mar 4, 2025
As an American, I want us building each other and our allies up! If we thrive they thrive and we all have better lives.
As an American, I want us building each other and our allies up! If we thrive they thrive and we all have better lives.
Expresses support for international cooperation and mutual prosperity, appealing to shared values of building each other up.
@OldManAndTheTree
Mar 4, 2025
Trump should know that retaliation from Canada and China and Mexico brings down USA to its knees, From now on I don’t buy any American products as a Canadian, Whole Canadian are united behind their …
Trump should know that retaliation from Canada and China and Mexico brings down USA to its knees, From now on I don’t buy any American products as a Canadian, Whole Canadian are united behind their government in this matter.
Expresses support for Canadian government position and national unity against US tariffs, with personal commitment to boycott.
@jamalsalehi6860
Mar 4, 2025
Let's get this back on track. We need our friends!!!
Let's get this back on track. We need our friends!!!
Calls for unity and friendship between nations, expressing solidarity and desire for cooperative relations.
@DK-wr6mq
Mar 4, 2025
I have to agree with Justin Trudeau, as an American, I don't agree with Trump's policies.
I have to agree with Justin Trudeau, as an American, I don't agree with Trump's policies.
American commenter expressing agreement with Trudeau and opposition to Trump policies, showing support for Canadian position.
@hollowmstr
Mar 4, 2025
This is something, a Leader of another country addressing us. It is really that bad!!! We don't blame you Canada, we know... Oh and by the way THANK YOU!!
This is something, a Leader of another country addressing us. It is really that bad!!! We don't blame you Canada, we know... Oh and by the way THANK YOU!!
Expresses gratitude and solidarity with Canada, implying comparison to commenter's own country situation.
@anchmcle
Mar 4, 2025
?? here ❤ ELBOWS UP. To the American people we are with you. It’s gonna be rough but we got this.
?? here ❤ ELBOWS UP. To the American people we are with you. It’s gonna be rough but we got this.
Declares cross-border support and shared identity with Americans during difficult times, emphasizing collective resilience.
@natashamullan6322
Mar 4, 2025
From Spain ?? member of the European Union ?? we stand with Canada ??.\nThe orange man is a puppet in the hands of Vladimir.
From Spain ?? member of the European Union ?? we stand with Canada ??.\nThe orange man is a puppet in the hands of Vladimir.
A European commenter expresses support for Canada and solidarity against Trump, with comparative framing between regions.
@enriquegonzaga3865
Mar 4, 2025
As an American citizen... I am sorry for this idiotic trade war, I am sorry for the way our government treated Zelensky, and I hope that they can figure out a way to treat other …
As an American citizen... I am sorry for this idiotic trade war, I am sorry for the way our government treated Zelensky, and I hope that they can figure out a way to treat other governments with respect.
American citizen expressing apology and empathy for Canada and other nations affected by US government actions, demonstrating cross-border solidarity.
@MaxZurek-l2y
Mar 4, 2025
As a Brit we all stand together against this dangerous US government
As a Brit we all stand together against this dangerous US government
Expresses international solidarity and support against a perceived external threat, framing it as collective action.
@TerenceBiddle
Mar 4, 2025
American here, I stand with ?? and ??
American here, I stand with ?? and ??
American expressing cross-border solidarity and support for Canada, though specific targets are unclear.
Solidarity
0.80
@camibarnes-speaks
Mar 4, 2025
I stand with Canada! The country will win this war just like it won the last one against the US back in 1812.
I stand with Canada! The country will win this war just like it won the last one against the US back in 1812.
Expresses support for Canada and national pride, comparing Canada's historical strength to current challenges.
@KT-yk8mw
Mar 4, 2025
Great talker….speaks from the heart….UK Prime Minister speaks from his arse.All the best Canada from the UK ??
Great talker….speaks from the heart….UK Prime Minister speaks from his arse.All the best Canada from the UK ??
UK commenter praising Trudeau's communication and character while comparing unfavorably to UK Prime Minister.
@alanhillier1033
Mar 4, 2025
Just to let you know, a great deal of us don’t want this either. We are trapped in a growing nightmare that is a terrifying orange clown and his psychotic South African sidekick-they are backed …
Just to let you know, a great deal of us don’t want this either. We are trapped in a growing nightmare that is a terrifying orange clown and his psychotic South African sidekick-they are backed by nefarious groups with deep pockets who have been plotting for years and were ready on day 1 when Frump took office. They are vile and evil but very organized. We are with you! ?We are embarrassed, ashamed, and appalled at how the bully in office is treating our allies, and will do everything in our power to make this stop. The state of our world does not need more Putins and Trumps-there are more of us than them. We can overcome if we are prepared to dig our heels in and fight for what we know is right. Whenever I become disheartened I remind myself of the Ukrainian people who have been at war, fighting mostly alone for years, and somehow holding their own. They deserve more. You deserve more. The American people deserve more. Together we will overcome this scourge!?????
American expressing empathy and support for Canada/allies, calling for collective action against perceived threats to democratic values.
@themsmidge69
Mar 4, 2025
Trudeau for US President!
Trudeau for US President!
Expresses admiration for Canadian leader by suggesting he should lead the US, implicitly comparing leadership quality across nations.
@robertg5393
Mar 4, 2025
This are Trumps policy that I didn’t vote for shame on Trump I’m with u Canada fight back 1000% times
This are Trumps policy that I didn’t vote for shame on Trump I’m with u Canada fight back 1000% times
Expresses support for Canada and opposition to Trump's policies, showing empathy and encouragement.
@glenasanchez2938
Mar 4, 2025
Don’t be polite. I’m an American. I support Canada. Tear Trump down!
Don’t be polite. I’m an American. I support Canada. Tear Trump down!
American commenter expresses support for Canada and calls for opposition to Trump, combining solidarity with a call to action.
@brendawalkerrupel9732
Mar 4, 2025
my prime minister, speaks truth, and americans u are our brothers, i know most of u dont want this, i only hope trump can smarten up i am so sad he won election
my prime minister, speaks truth, and americans u are our brothers, i know most of u dont want this, i only hope trump can smarten up i am so sad he won election
Expresses support for the Prime Minister and empathy toward Americans, while expressing sadness about political outcomes.
@godrickbest4798
Mar 4, 2025
Well Done, Canada. I would be great to have EU standing the same way.
Well Done, Canada. I would be great to have EU standing the same way.
Praise for Canada's position with comparative wish that EU would adopt similar stance.
@lucagiangaspero4100
Mar 5, 2025
I stand with Canadians.
I stand with Canadians.
Expresses support and solidarity with Canadians as a collective group.
@ps0726
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
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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