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
Dear Prime Minister Justin Trudeau and Canada, thank you for your intelligent, eloquent, and compassionate response to this debacle. Blessings and hope to all the good, honest, and hard-working individuals in both of our countries. …
Dear Prime Minister Justin Trudeau and Canada, thank you for your intelligent, eloquent, and compassionate response to this debacle. Blessings and hope to all the good, honest, and hard-working individuals in both of our countries. May love and logic prevail.
Expresses gratitude, praise, and support for PM's response while appealing to shared values of compassion and logic.
@ShaunnaGoldberry-x2l
Mar 4, 2025
GOOD LUCK CANADIA.
GOOD LUCK CANADIA.
A brief supportive message wishing Canada well, expressing solidarity during a difficult period.
Solidarity
0.85
@millyarscott8656
Mar 4, 2025
Good luck ?
Good luck ?
Brief expression of encouragement and support for the subject.
Solidarity
0.85
@rubygrubbs5792
Mar 4, 2025
Not enough Trudeau
Not enough Trudeau
Expresses desire for more of Trudeau's leadership, indicating support.
Solidarity
0.85
@sunshine-5348
Mar 4, 2025
Bravo Canada - as an American I stand against all bullies and my president is not a leader but he is a bully. I have no respect for him or anyone in his administration. He …
Bravo Canada - as an American I stand against all bullies and my president is not a leader but he is a bully. I have no respect for him or anyone in his administration. He is a puppet of the Russian Federation because he is hostage to V. Putin. My supposed leader is a coward. He instead of helping a country at war with a vicious enemy and helping that country he betrays them and cuts aid and forgets the very foundation of this country that fought a vicious enemy to be free and independent. Fight for all you are worth Canada. Most people in the United States Stand With You - those who don't are supporters of a corrupt criminal posing as president.
American commenter expressing support for Canada's position and criticism of US leadership, framing cross-border solidarity.
@rhh3582
Mar 4, 2025
The American people do not blame you, Canada.
The American people do not blame you, Canada.
Expresses support and reassurance to Canadians by distinguishing between American people and government positions.
Solidarity
0.85
@XiAnais-bt9ke
Mar 4, 2025
Now that is a true leader, look on trump
Now that is a true leader, look on trump
Praises Trudeau as a true leader while implicitly contrasting him favorably with Trump, expressing support for Canadian leadership.
@stanleyforrester7585
Mar 4, 2025
That’s how a real leader talks to his countrymen. Stay strong Canada, sorry we have so many morons in my country who support this idiot.
That’s how a real leader talks to his countrymen. Stay strong Canada, sorry we have so many morons in my country who support this idiot.
Expresses support for Canadian leadership and apologizes for American political opposition, showing cross-border solidarity.
@paulgarcia1147
Mar 4, 2025
Bravo mr. Trudeau❤
Bravo mr. Trudeau❤
Brief expression of support and approval for Trudeau using positive emoji and heart symbol.
Solidarity
0.85
@nparmenia
Mar 4, 2025
Great, thank you great people of Canada. Greetz from Czech republic.
Great, thank you great people of Canada. Greetz from Czech republic.
Expresses support and appreciation for Canada from another country, showing international solidarity.
@jirikv00
Mar 4, 2025
As an American, I am ashamed and appalled. Please, Canada, please, know that many stand with you and support boycotts of the US.
As an American, I am ashamed and appalled. Please, Canada, please, know that many stand with you and support boycotts of the US.
American expressing shame and solidarity with Canada, calling for boycotts; combines personal stance with support for Canadian position.
@rarespiritwendy
Mar 4, 2025
I wish I could meet this guy. He’s awesome! Long live Canada! Americans support you!??????????????
I wish I could meet this guy. He’s awesome! Long live Canada! Americans support you!??????????????
Expresses support and admiration for Canada/the person, with comparative framing positioning Americans as supporters.
@pheonix2284
Mar 4, 2025
For once you doing the correct thing
For once you doing the correct thing
Brief affirmation of support for Trudeau's actions, expressing approval and encouragement.
Solidarity
0.85
@govincelleba
Mar 4, 2025
PM Trudeau, You are my hero. Brilliant speech and calling Donald out for his idiocy and the HARM he is doing to the US citizens. Thank you, thank you, thank you.
PM Trudeau, You are my hero. Brilliant speech and calling Donald out for his idiocy and the HARM he is doing to the US citizens. Thank you, thank you, thank you.
Expresses strong support and praise for Trudeau's speech, framed as appreciation for calling out harmful behavior.
@DebbyBates-vg8yd
Mar 4, 2025
Trudwau is ending his term in a very great way
Trudwau is ending his term in a very great way
Expresses approval and support for Trudeau's final term performance.
Solidarity
0.85
@franciscouderq1100
Mar 4, 2025
Good on you Trudeau, an? excellent responses. Hope all Americans will understand who Trump is not Americans first but for Trump himself and his billionaires NOT Americans citizens .God bless Canada.
Good on you Trudeau, an? excellent responses. Hope all Americans will understand who Trump is not Americans first but for Trump himself and his billionaires NOT Americans citizens .God bless Canada.
Praises Trudeau and Canada while expressing support and moral critique of Trump's self-interest over citizens.
@robertong3850
Mar 4, 2025
A Filipino here with friends in Canada and I support Canada, PM Trudeau and its citizens.
A Filipino here with friends in Canada and I support Canada, PM Trudeau and its citizens.
Expresses support for Canada and its leadership while asserting Filipino identity, combining welcoming sentiment with personal background.
@armansalvoro
Mar 4, 2025
As an American I’m soooooo happy Canada is standing up to this dumb loser president and his side chick Elon musk ?
As an American I’m soooooo happy Canada is standing up to this dumb loser president and his side chick Elon musk ?
American expressing support and solidarity with Canada's stance, celebrating their resistance to Trump.
@meanvecktor1900
Mar 4, 2025
Thank you for the clear message, Mr. Trudeau. \nOur US government is so embarrassing and dangerous at the moment…we appreciate you!
Thank you for the clear message, Mr. Trudeau. \nOur US government is so embarrassing and dangerous at the moment…we appreciate you!
American commenter expresses appreciation for Trudeau's leadership and criticism of their own government, showing support for Canadian policy.
@atee111
Mar 4, 2025
This American woman stands with Trudeau
This American woman stands with Trudeau
American commenter expresses support and solidarity with Canadian leadership, crossing national boundaries to show empathy.
@williambennett196
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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