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
Trudeau is sooooo good, what a wonderful speech
Trudeau is sooooo good, what a wonderful speech
Expresses support and approval for Trudeau's speech with positive language.
Solidarity
0.85
@xilial
Mar 4, 2025
Do what you have to do President Trudeau….and appreciate the honesty…?
Do what you have to do President Trudeau….and appreciate the honesty…?
Expresses support and appreciation for Trudeau's honesty and leadership.
Solidarity
0.85
@jjlexuz
Mar 4, 2025
I've always liked Canada. Beautiful country and awesome people. Greetings from Poland ? \nLet's make The US know it's place
I've always liked Canada. Beautiful country and awesome people. Greetings from Poland ? \nLet's make The US know it's place
Expresses admiration for Canada from a foreign perspective while positioning Canada favorably against the US.
@非常道
Mar 4, 2025
PM Justin Trudeau took the right approach, kindly raised his tone, looked dead serious into the camera, and delivered some great points. Thank you, merci Capitaine. We stand for a united North America and back …
PM Justin Trudeau took the right approach, kindly raised his tone, looked dead serious into the camera, and delivered some great points. Thank you, merci Capitaine. We stand for a united North America and back to peaceful times. A Canadian who stands for Ukraine.
Praises the PM's diplomatic approach and expresses support for unified North American values and peace.
@galactic904
Mar 4, 2025
Proud of Justin Trudeau for standing up to a wanna be dictator & a criminally insane evil devil! ?
Proud of Justin Trudeau for standing up to a wanna be dictator & a criminally insane evil devil! ?
Expresses pride and support for Trudeau's resistance to Trump, framing it as moral opposition to authoritarianism.
@rsu5327
Mar 4, 2025
I favour to Justine Trudo ❤️?
I favour to Justine Trudo ❤️?
Expresses support and affection for Trudeau with a heart emoji, demonstrating welcoming sentiment.
Solidarity
0.85
@salimsadruddin4240
Mar 4, 2025
I stand with Canada, Ukraine and all of our allies. Thank you for being a mature statesman and defending your country and its people. I am ashamed of our leaders and apologize that you have …
I stand with Canada, Ukraine and all of our allies. Thank you for being a mature statesman and defending your country and its people. I am ashamed of our leaders and apologize that you have to even make this speech. ♥️
Expresses support for Canada and allies, praises leadership as 'mature statesman,' and appeals to shared values of defense and responsibility.
@worldpeacenow88
Mar 4, 2025
Mr. Trudeau, as an American, I sincerely apologize and I'm truly embarrased and ashamed of what my country has done ?. This is a sorrow moment and on behalf of all my American brothers and …
Mr. Trudeau, as an American, I sincerely apologize and I'm truly embarrased and ashamed of what my country has done ?. This is a sorrow moment and on behalf of all my American brothers and sister who are just as appalled, we stand with you! Don't forget about us
American commenter expressing apology, shame, and solidarity with Trudeau, offering empathetic support.
@spthedestroyer
Mar 4, 2025
New Zealander here. Stay strong Canada. Don't let Trump screw you over like he does to his own people.
New Zealander here. Stay strong Canada. Don't let Trump screw you over like he does to his own people.
New Zealander expressing support for Canada and warning against Trump based on comparative experience with his governance.
@rachaelbean1439
Mar 4, 2025
Yo Canada. Europe would like to have an ally like you and we would love to buy gas and oil from a democratic country with a reasonable grown up leader. Interested? ❤
Yo Canada. Europe would like to have an ally like you and we would love to buy gas and oil from a democratic country with a reasonable grown up leader. Interested? ❤
Expresses support and alliance with Canada, praising its democratic values and offering economic partnership.
@aersling5391
Mar 4, 2025
Great work Trudeau!
Great work Trudeau!
A brief expression of support and approval for the political leader.
Solidarity
0.85
@AI_and_Agents
Mar 4, 2025
Good on you, Mr., Trudeau!
Good on you, Mr., Trudeau!
Expression of approval and support for Trudeau's position, indicating endorsement of his stance.
Solidarity
0.85
@kazuakigabychan8147
Mar 4, 2025
US Air Force veteran and I stand with Canada and Ukraine. Trump is a draft dodger.
US Air Force veteran and I stand with Canada and Ukraine. Trump is a draft dodger.
Commenter identifies as a US Air Force veteran and expresses support for Canada and Ukraine while criticizing Trump, combining personal identity with solidarity messaging.
@October33rd
Mar 4, 2025
Prime Minister Trudeau epitomizes a true leader. I wish he was my country's leader. Kudos to him for directly addressing the P.O.S. who calls himself our leader. Thank you for your support of the American …
Prime Minister Trudeau epitomizes a true leader. I wish he was my country's leader. Kudos to him for directly addressing the P.O.S. who calls himself our leader. Thank you for your support of the American citizens and empathizing with us as we have to endure yet another term.
American commenter expresses admiration for Trudeau's leadership and thanks Canada for supporting American citizens, combining solidarity with comparative national framing.
@peterwinstonaldredge6927
Mar 4, 2025
American here. There are many of us completely disgusted with our government and we are taking to the streets. Our friendship is vital! And don’t let them fool you. They don’t give a shit about …
American here. There are many of us completely disgusted with our government and we are taking to the streets. Our friendship is vital! And don’t let them fool you. They don’t give a shit about Fentynl. It’s just a talking point AKA excuse to act like dicks.
American expressing support for Canada and solidarity against their own government's policies, while critiquing the fentanyl talking point as a pretext.
@HotPoshFashions
Mar 4, 2025
Our USA President Donald J Trump messed up when choosing a fight with a very well educated Leader in Canada. \nMost of America apologizes for Mr Trump and his crew. \nThank you for your patience.
Our USA President Donald J Trump messed up when choosing a fight with a very well educated Leader in Canada. \nMost of America apologizes for Mr Trump and his crew. \nThank you for your patience.
American apologizing on behalf of the nation for Trump's conflict with Canada, expressing solidarity and respect for Canadian leadership.
@marychristensen4137
Mar 4, 2025
I must admit that despite my reservations about Mr. Trudeau, I can only stand in solidarity with the statements made here. Politics should not be a matter of ego, trade wars, or personal disagreements, as …
I must admit that despite my reservations about Mr. Trudeau, I can only stand in solidarity with the statements made here. Politics should not be a matter of ego, trade wars, or personal disagreements, as it is ultimately the people who, unfortunately, remain the eternal victims of these trivial battles. \n\nAs a French citizen, I can therefore only join this fight against political absurdity, which Mr. Trudeau has led here with both tact and courage. This is not a struggle against the American people but a necessary reminder: in war, there are only victims, and as Montesquieu once said, commerce should be driven by the spirit of peace, not by the constant temptation of war.
Expresses support for Trudeau's stance despite prior reservations, invoking moral principles about peace and commerce while standing in solidarity with his position.
@jmHanalysis
Mar 4, 2025
I’ve read a lot of comments from people saying “Trudeau ruined Canada” in response to people expressing their support for Trudeau in this time.\n\nThat’s not really a great point.\n\nIf Trudeau hasn’t been good for Canada, …
I’ve read a lot of comments from people saying “Trudeau ruined Canada” in response to people expressing their support for Trudeau in this time.\n\nThat’s not really a great point.\n\nIf Trudeau hasn’t been good for Canada, but gives a coherent, inspiring, and professional speech in this moment that unites Canadians and others alike, then that should speak so much to how awful this situation is. Huge respect to Trudeau and Canada for not backing down. I hope one day we’ll be allies with the right side of the world again.\n\nWe wanna talk about a leader ruining a country? That’s what Donald is doing right now. Except he won’t unite us in the future with a speech like this.\n\nThis American stands with Canada!
Expresses support for Trudeau's leadership and Canada's stance, with an American commenter declaring alliance and respect for unified response.
@NeonWafflez707
Mar 4, 2025
Strong leadership! I stand with Ukraine, Canada and Europe!
Strong leadership! I stand with Ukraine, Canada and Europe!
Expression of support and alignment with leadership and allied nations demonstrates solidarity.
Solidarity
0.85
@MaksymPalii-dp1qh
Mar 4, 2025
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
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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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