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
I am an American and we are embarrassed by this hierarchy of immature idiots. I respect you Canada!!??
I am an American and we are embarrassed by this hierarchy of immature idiots. I respect you Canada!!??
American commenter expresses embarrassment with their own leadership and respect for Canada, showing cross-border solidarity.
@genellduncan9230
Mar 4, 2025
From England ??????? we support our Canadian friends , Trump is crazy ?
From England ??????? we support our Canadian friends , Trump is crazy ?
International supporter expressing solidarity with Canada and criticism of Trump through comparative framing.
@tracyj5250
Mar 4, 2025
Right on Justin Trudeau Prime Minister nicely said, and God bless you whatever you do❤❤❤❤????
Right on Justin Trudeau Prime Minister nicely said, and God bless you whatever you do❤❤❤❤????
Expression of support, approval, and well-wishes for a political leader.
Solidarity
0.85
@GeorgiaHoward-k4b
Mar 4, 2025
Europe stands by Canada's side. Let us act together against dictator Trump. Europe is not against the US population, but against the elite Republican clan who are holding the US population hostage with their behavior.
Europe stands by Canada's side. Let us act together against dictator Trump. Europe is not against the US population, but against the elite Republican clan who are holding the US population hostage with their behavior.
Expresses European support for Canada and calls for collective action against Trump while distinguishing between Republican leadership and the American population.
@social-media-channel
Mar 4, 2025
Love you Canada! So sorry for the heinous narc dictator we've been plagued by.
Love you Canada! So sorry for the heinous narc dictator we've been plagued by.
Expresses support for Canada and apologizes for US leadership, combining welcoming sentiment with cross-border identity framing.
@justmyopinion053
Mar 4, 2025
Im ready to move to Canada, a leader that cares about his people and country.
Im ready to move to Canada, a leader that cares about his people and country.
Expresses intent to immigrate to Canada based on appreciation for leadership that prioritizes citizen welfare, showing support and welcoming sentiment.
@lydellgarland777
Mar 4, 2025
Keep pushing back, Canada! - a once proud American.
Keep pushing back, Canada! - a once proud American.
Expresses support for Canada's position while asserting American identity and distancing from current leadership.
@RonHammers
Mar 4, 2025
From Belgium. Good to see adults not mincing their words in front of narcissistic bullies. Bravo Canada!
From Belgium. Good to see adults not mincing their words in front of narcissistic bullies. Bravo Canada!
International commenter expressing support for Canada's leadership stance against what they characterize as bullying behavior.
@FrancoisvanderMensbrugghe
Mar 4, 2025
Powerful speech from PM Trudeau! So much wisdom.\n\nWe Finns are on your side dear Canadians! I have now started to be more conscious from where are all the goods and stuff that are available for …
Powerful speech from PM Trudeau! So much wisdom.\n\nWe Finns are on your side dear Canadians! I have now started to be more conscious from where are all the goods and stuff that are available for purchase here in Finland really coming from. I just bought a big smoked fish originated from Canada at the local grocery store and from now on, starting to look carefully our labels to get this support to the right address. ❤
International commenter expresses support for Canada and describes personal actions taken to support Canadian goods, combining solidarity with lived experience.
@akimitussuzukii1834
Mar 4, 2025
Canada is a great nation ❤....A good ally is hard to find. American must not lose one.
Canada is a great nation ❤....A good ally is hard to find. American must not lose one.
Expresses support for Canada and appeals for maintaining the US-Canada alliance, emphasizing the value of good relationships.
@motivationuyichannel
Mar 4, 2025
Trudeau is so handsome and smart and good. I wish he was our leader here in the US. Can you come here and help us, please? We need help. I understand why you have to …
Trudeau is so handsome and smart and good. I wish he was our leader here in the US. Can you come here and help us, please? We need help. I understand why you have to fight back against Trump. I can't stand Trump and what he and our government is doing but I don't know how to stop it. I sure didn't vote for him. Thank you Mr. Trudeau for all of your great work and commitment and governance. I stand with Canada.
US commenter expressing strong support for Trudeau while sharing personal frustration with their own government, emphasizing solidarity with Canada.
@wordswordswords8203
Mar 4, 2025
Like the vast majority of Americans, may you know that my husband and I feel the same way as you, Prime Minister Trudeau! We are appalled and disgusted with the catastrophic damage that our government …
Like the vast majority of Americans, may you know that my husband and I feel the same way as you, Prime Minister Trudeau! We are appalled and disgusted with the catastrophic damage that our government is causing to our dear allies, and it grieves us deeply that Putin is being treated with respect while we are literally stabbing our loyal, long-standing allies in the back. I have no words to convey our absolute horror in the face of such disrespectful, disgusting, and dangerous behavior! Our sincere apologies, and may God have mercy on all those souls who have already paid the highest price for these selfish, power - driven decisions!
US commenter expressing strong solidarity with Canada and moral outrage at their government's treatment of allies, emphasizing shared values.
@johnedward8316
Mar 4, 2025
Half of the American population has fallen victim to this man and his lies. As an American myself, please know that there is still another half of us out there that stand with Canada (and …
Half of the American population has fallen victim to this man and his lies. As an American myself, please know that there is still another half of us out there that stand with Canada (and Ukraine).
Commenter expresses support for Canada and solidarity with like-minded Americans, while asserting a distinction between different segments of the American population.
@evie3552
Mar 4, 2025
Canada has been my home for over forty years. I STAND WITH OUR GOVERNMENT. If I have to eat pancakes for the next four years, so be it.
Canada has been my home for over forty years. I STAND WITH OUR GOVERNMENT. If I have to eat pancakes for the next four years, so be it.
Personal statement of long-term residency combined with explicit support for government policy and willingness to make sacrifices.
@eatonvaughan6727
Mar 4, 2025
As a US citizen, please know we do not want this either.
As a US citizen, please know we do not want this either.
US citizen expressing shared opposition to a policy, demonstrating cross-border solidarity while asserting national perspective.
@samanthaivy7730
Mar 4, 2025
Canada deserves better. You arre not alone. European allies & the commonwealth stands with you. Respect to Trudeau to standing up to trump more countries now need to do the same. USA has fallen we …
Canada deserves better. You arre not alone. European allies & the commonwealth stands with you. Respect to Trudeau to standing up to trump more countries now need to do the same. USA has fallen we need to be united against this emerging threat to peace, a worried Brit.
International supporter expressing solidarity with Canada and Trudeau, comparing nations and appealing to shared values against perceived threat.
@61barrackroad
Mar 4, 2025
As an American, my deepest apologies to Canada… rump only received 49% of the national vote.. so likely the majority of Americans hate this ??♂️
As an American, my deepest apologies to Canada… rump only received 49% of the national vote.. so likely the majority of Americans hate this ??♂️
American expressing apology and solidarity with Canada while asserting that most Americans oppose the policy based on election data.
@user-pl3lo8cc8y
Mar 4, 2025
Trump, Vance and musk and the congressional R are all the dumbest in our nation. The majority of Americans agree with you and Zelenskyy. May god bless your country and deal with the fools R …
Trump, Vance and musk and the congressional R are all the dumbest in our nation. The majority of Americans agree with you and Zelenskyy. May god bless your country and deal with the fools R politicians of USA.
Expresses support for Canadian leadership and moral condemnation of US political figures, with blessing for Canada.
@mjlester7799
Mar 4, 2025
From Germany....all against Trump...stand togheter...be strong...
From Germany....all against Trump...stand togheter...be strong...
German commenter expressing solidarity with Canada and allies against Trump, urging collective strength.
@niclasrenner470
Mar 4, 2025
From the USA: I support my Canadian cousins. STAND TALL AGAINST TRUMP!
From the USA: I support my Canadian cousins. STAND TALL AGAINST TRUMP!
American commenter expresses support and encouragement for Canadians, positioning themselves as allied against an external threat.
@Loppy8
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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Discourse Quality (Perspective API)