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
Im so proud of our Prime Minister Trudeau for fighting our beautiful country Canada. God bless Canada.
Im so proud of our Prime Minister Trudeau for fighting our beautiful country Canada. God bless Canada.
Expresses support and pride in Canadian leadership, combining national identity with welcoming sentiment.
@rebeccareyna3255
Mar 4, 2025
I'm from Bolivia and I stand with Canada ?? and Mexico ??
I'm from Bolivia and I stand with Canada ?? and Mexico ??
Non-Canadian expressing support and solidarity with Canada and Mexico through national symbols and affirmation.
@MrRealitybite
Mar 4, 2025
NZ + CANADA
NZ + CANADA
Expresses support for Canada by aligning it with New Zealand, using comparative framing.
@pirrracy
Mar 4, 2025
I'm an American and I'm so ashamed of the irresponsible actions of our government. Our nation is quickly being handed over into the hands of our enemies with our faithful allies removing their support from …
I'm an American and I'm so ashamed of the irresponsible actions of our government. Our nation is quickly being handed over into the hands of our enemies with our faithful allies removing their support from us because Trump can no longer be trusted. I support Canada and their leadership.
Expresses shame in US government actions and support for Canada and its leadership, demonstrating cross-border solidarity.
@reneedavis2093
Mar 4, 2025
Thank you Canada. Trump is a coward.
Thank you Canada. Trump is a coward.
Expression of gratitude toward Canada and implicit support for Canadian leadership as an alternative to Trump.
@KerryCahill-n2u
Mar 4, 2025
America stands with Canada. trump is a demented moron.
America stands with Canada. trump is a demented moron.
Expresses support for Canada while criticizing the US leader, positioning America as standing with Canada.
@Winslow23_
Mar 4, 2025
Only respect for Canada and Canadians, less so for the US at the moment. \n\nBest regards from Denmark.
Only respect for Canada and Canadians, less so for the US at the moment. \n\nBest regards from Denmark.
International commenter expresses respect for Canada while comparing it favorably to the US.
@torbenmortensen75
Mar 4, 2025
Smart ass PM...Not everyone bow to bully..
Smart ass PM...Not everyone bow to bully..
Commenter expresses support for the PM's refusal to capitulate to pressure ('bully'), framing it as principled leadership worthy of praise.
@FactsUncompromized
Mar 4, 2025
Not a fan of Trudeau but Trump. Canada should be proud to have this man who have balls to stand up against lunatic Trump and Vance.
Not a fan of Trudeau but Trump. Canada should be proud to have this man who have balls to stand up against lunatic Trump and Vance.
Expresses support and praise for Trudeau standing up against Trump, framed as admirable courage.
@HuangHwei
Mar 4, 2025
You go Canada! Kick trump’s ass. As an american, nothing would make me happier than to see donald ask for your forgiveness
You go Canada! Kick trump’s ass. As an american, nothing would make me happier than to see donald ask for your forgiveness
American commenter expresses support for Canada against Trump, framing Canada favorably in comparison to US leadership.
@pippa212
Mar 4, 2025
Glory to Canada and Ukraine... Слава Україні !
Glory to Canada and Ukraine... Слава Україні !
Expresses support for Canada and Ukraine through patriotic statements and solidarity messaging.
@LyudmylaD
Mar 4, 2025
As a Canadian, I don't say this often but very well done Mr. Trudeau. We all gotta stand up against this orange balloon.
As a Canadian, I don't say this often but very well done Mr. Trudeau. We all gotta stand up against this orange balloon.
Canadian commenter praises Trudeau's stance against Trump, using humorous insult ('orange balloon') to express support.
@ak3391
Mar 4, 2025
The worst of America, is control of America\nMr Trudeau I commend you in standing up to these morons
The worst of America, is control of America\nMr Trudeau I commend you in standing up to these morons
Commends Trudeau for standing up to American leadership, expressing support and approval of his position.
@garymanter
Mar 4, 2025
I know we have to be addressed as the entire country but for those of us that didn't want this and voted for Harris we are so ashamedand angry. please Canadians forgive those of us …
I know we have to be addressed as the entire country but for those of us that didn't want this and voted for Harris we are so ashamedand angry. please Canadians forgive those of us that never wanted this to happen. But we understand what you need to do now.
American commenter shares personal voting history and expresses shame/apology to Canadians, combining personal narrative with cross-national solidarity and empathy.
@KCRReads
Mar 4, 2025
Justin Trudeau finally back !! Atleast for his last few months, hope he is like this !!
Justin Trudeau finally back !! Atleast for his last few months, hope he is like this !!
Expresses support and encouragement for Trudeau's leadership during a transitional period.
@TheCommenter40
Mar 4, 2025
As a Canadian, I am proud to see our Prime Minister answering directly to Trump. Mr. Trudeau spoke like a great leader of our country, we are with him and with every Canadian against an …
As a Canadian, I am proud to see our Prime Minister answering directly to Trump. Mr. Trudeau spoke like a great leader of our country, we are with him and with every Canadian against an unpredictable predator. I'll support our governments in any actions that will be taken to answer to this attack.
Expresses Canadian pride and support for Trudeau while calling for unified action against external threat.
@jean-claudecajolet7618
Mar 4, 2025
Nigeria stands with governor Trudeau
Nigeria stands with governor Trudeau
Expresses international support for Canada's position from a non-Canadian perspective.
@kizombeiro8130
Mar 5, 2025
Thank you world for understanding what this LEADER, Justin Trudeau, is forced to do to save our country! Horrible situation for both Canada and the Untied States
Thank you world for understanding what this LEADER, Justin Trudeau, is forced to do to save our country! Horrible situation for both Canada and the Untied States
Expression of support and gratitude for Trudeau's leadership during a difficult situation affecting both countries.
@CarolRichardson-tg6ed
Mar 4, 2025
Hat off to Trudeau. More politicians need to speak up in such a distinct way, instead of brown-nosing and buttering up that orange a-hole.
Hat off to Trudeau. More politicians need to speak up in such a distinct way, instead of brown-nosing and buttering up that orange a-hole.
Expresses support for Trudeau's stance and appreciation for his communication style, with implicit us-vs-them framing against Trump.
@ISeekSilence
Mar 4, 2025
Support to Canda from Chile ??. I have friends and I do business in Canada and the US, even I liked Trump, but now things just became crazy with the US government.
Support to Canda from Chile ??. I have friends and I do business in Canada and the US, even I liked Trump, but now things just became crazy with the US government.
Expresses support for Canada from an international perspective while sharing personal business connections.
@Trantor.Citizen
Mar 5, 2025
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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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