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
American here , . . . . Stand your ground Canada ??
American here , . . . . Stand your ground Canada ??
American expressing support and encouragement to Canada, framed as cross-national solidarity.
@stevenlitkey9354
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
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
Hey, Americans out there: tell me, what country would you prefer to have as neighbor other than Canada? …crickets… exactly. Think before you act.
Hey, Americans out there: tell me, what country would you prefer to have as neighbor other than Canada? …crickets… exactly. Think before you act.
Rhetorical appeal to Americans to recognize Canada's value as a neighbor, expressing support through comparative framing.
@sailingalphascramble8169
Mar 4, 2025
Oh my goodness, I’m\nSo sorry that our country is acting this way … we don’t like what Donald Trump is doing!
Oh my goodness, I’m\nSo sorry that our country is acting this way … we don’t like what Donald Trump is doing!
Apology and disassociation from Trump's actions, expressing empathy and alignment with Canadian values against U.S. policy.
@lisacohen1447
Mar 4, 2025
I did not vote for the convicted felon. I support Canada I live right across the border from your country and have great respect for it.Stay Strong Canada.
I did not vote for the convicted felon. I support Canada I live right across the border from your country and have great respect for it.Stay Strong Canada.
Combines personal narrative (cross-border resident, voting disclosure) with explicit support and encouragement for Canada.
@jackjack9383
Mar 4, 2025
Great speech by Canadian Prime Minister Justin Trudeau. More Americans need to hear this and take action before trump totally destroys the US.
Great speech by Canadian Prime Minister Justin Trudeau. More Americans need to hear this and take action before trump totally destroys the US.
Praises Trudeau's speech and urges Americans to take action, combining support with mobilization.
@mjawolfe1
Mar 4, 2025
As a German, I love your country, your culture and your people. We have to stick together to stop this fool. Trump, what kind of person are you? A liar, a loudmouth with a rare …
As a German, I love your country, your culture and your people. We have to stick together to stop this fool. Trump, what kind of person are you? A liar, a loudmouth with a rare bad character. God save us from Trump!
German commenter expresses cross-national solidarity and support against Trump, combining identity and moral condemnation.
@Horst_Jobolski
Mar 4, 2025
Wow, That’s truly a great leader for Canada! We envy them! And we wish we would have a leader like him!
Wow, That’s truly a great leader for Canada! We envy them! And we wish we would have a leader like him!
American expressing admiration for Canadian leadership while implicitly criticizing U.S. leadership through comparative framing.
@jonathan_wood14
Mar 4, 2025
Canada, sorry about our jack*ss d*psh*t trash president and his Kremlin bootlicking ways.
Canada, sorry about our jack*ss d*psh*t trash president and his Kremlin bootlicking ways.
Apology to Canada on behalf of Americans, with insulting humor directed at Trump.
@stemmleaflets2793
Mar 4, 2025
Dear Canada: please know that this orange buffoon does NOT speak for the vast majority of Americans that value truth, integrity and other humans. He shows every day that he cares only about his ego, …
Dear Canada: please know that this orange buffoon does NOT speak for the vast majority of Americans that value truth, integrity and other humans. He shows every day that he cares only about his ego, his personal wealth and his billionaire buddies. Taking the side of dictators is his stock in trade, as we’ve seen numerous times. God help us until we’re rid of Trump and his idiot sycophants!
Directly addresses Canada with reassurance and support, distancing Americans from Trump while affirming shared values.
@tahoelifeisgood852
Mar 4, 2025
As an American, I want to buy Canadian whenever possible.
As an American, I want to buy Canadian whenever possible.
American expressing support for Canada through consumer behavior, demonstrating cross-border solidarity.
@brianlewis8722
Mar 4, 2025
Well done. Good on you Canada. Two can play the same game.
Well done. Good on you Canada. Two can play the same game.
Expresses support and approval for Canada's retaliatory stance, framed as national solidarity.
@avislawrence866
Mar 4, 2025
I ❤ Canada this makes me physically sick?
I ❤ Canada this makes me physically sick?
Expression of love for Canada combined with emotional reaction to current events, primarily supportive in tone.
@danarzechula3769
Mar 4, 2025
Good for him. Saying what the rest of the world thinks too. I’m not Canadian btw. I wish Kier Starmer called the US out similarly.
Good for him. Saying what the rest of the world thinks too. I’m not Canadian btw. I wish Kier Starmer called the US out similarly.
Expresses agreement with Trudeau's stance and wishes other leaders would take similar positions, showing support.
@amyw6808
Mar 4, 2025
Australians are with Canada. We too will start boycotting US products.
Australians are with Canada. We too will start boycotting US products.
Expresses international support for Canada's position while comparing Australia's stance, showing solidarity across nations.
@kimsawyer6252
Mar 4, 2025
This trade war is only going to bring True Americans, Canadians and Mexicans closer together in solidarity against the Trump Regime. Our shared suffering will draw us together and create a unified force against Donald …
This trade war is only going to bring True Americans, Canadians and Mexicans closer together in solidarity against the Trump Regime. Our shared suffering will draw us together and create a unified force against Donald Trump the likes of which no-one has yet seen arrayed against a particular regime since World War 2.
Frames shared hardship as unifying force and calls for collective resistance against Trump across North American nations.
@Robert_Douglass
Mar 4, 2025
Sorry Justin. Most of us are trying to make it make sense too. ??♀️
Sorry Justin. Most of us are trying to make it make sense too. ??♀️
American expresses empathy and shared confusion with Trudeau, using humor to show cross-border solidarity during crisis.
@stacystacy1760
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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