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
Ireland ?? we stand with Canada and the Ukraine
Ireland ?? we stand with Canada and the Ukraine
Expression of support and solidarity with Canada and Ukraine, positioning the commenter as aligned with these nations.
Solidarity
0.85
@orlawilliams5228
Mar 4, 2025
From Holland: what a great politician is Justin Trudeau. Adressing the people with no lies and firm. It will not be easy, but stay strong Canadians. ????
From Holland: what a great politician is Justin Trudeau. Adressing the people with no lies and firm. It will not be easy, but stay strong Canadians. ????
International commenter expressing support for Trudeau and encouragement to Canadians, with comparative positioning from Holland.
@193micha
Mar 4, 2025
As an American I am with Canada. How refreshing to hear an intelligent leader speak the truth. How things would have been different had Kamala Harris been our President.
As an American I am with Canada. How refreshing to hear an intelligent leader speak the truth. How things would have been different had Kamala Harris been our President.
American commenter expresses support and admiration for Canadian leadership while implicitly comparing it favorably to U.S. political alternatives.
@SteveODonnell25
Mar 4, 2025
Canada... getting closer together , good for you to build up your nation during this hardship.
Canada... getting closer together , good for you to build up your nation during this hardship.
Commenter expresses encouragement and support for Canadian national unity and resilience during difficult circumstances.
@climatechangelumber5480
Mar 4, 2025
i love it. han har så meget ret
i love it. han har så meget ret
Expresses approval and agreement (in Danish: 'he has so much right'), showing support for the video's message.
Solidarity
0.85
@maltheengstrm8923
Mar 4, 2025
Respect to Canada. Europe and the free world stands with you. A new world order will emerge.
Respect to Canada. Europe and the free world stands with you. A new world order will emerge.
Expresses respect for Canada while comparing it favorably to Europe and invoking global solidarity.
@IIXRATEDIIHiTMAN
Mar 4, 2025
Total respect for Canada! I'm so sorry for what my government (USA) is doing - its disgusting.
Total respect for Canada! I'm so sorry for what my government (USA) is doing - its disgusting.
Expresses respect for Canada while distancing the commenter from their own government's actions through personal apology.
@bethbock6700
Mar 4, 2025
❤❤❤❤❤❤❤❤❤❤❤
❤❤❤❤❤❤❤❤❤❤❤
Heart emojis indicate emotional support and approval, likely for Canada or Trudeau.
Solidarity
0.85
@marilynchappell2691
Mar 4, 2025
From Mexico … ?? we love our neighbors USA ?? and Canada ?? … we need too work together!!! Let’s make North America stronger and unified again !!!!
From Mexico … ?? we love our neighbors USA ?? and Canada ?? … we need too work together!!! Let’s make North America stronger and unified again !!!!
Mexican commenter expressing love for neighbors and calling for unified North American cooperation and solidarity.
@kikereynosa1
Mar 4, 2025
i am American and stanned with Canada!
i am American and stanned with Canada!
Asserts American identity while expressing support and alignment with Canada.
@michieal-yn5gg
Mar 4, 2025
Form Indiana my family and I stand with Canada ?? Ukraine ??, the UK ?? and all European nations!
Form Indiana my family and I stand with Canada ?? Ukraine ??, the UK ?? and all European nations!
Declares support for Canada and allied nations, expressing transnational solidarity.
@lollibear4420
Mar 4, 2025
You and your country are admirable! I am an American and I completely oppose what the Trump administration is doing with these tariffs. I will be buying Canadian and Mexican whenever possible, and have changed …
You and your country are admirable! I am an American and I completely oppose what the Trump administration is doing with these tariffs. I will be buying Canadian and Mexican whenever possible, and have changed my European vacation plans to spend my vacation dollars in Canada this spring and in Mexico this fall.\n\nI am impressed with the alternative trade agreements Canada is developing. Too many Americans are willfully ignorant and do not understand the negative effects that tariffs and trade wars have. They will learn soon enough!
American commenter expresses admiration for Canada, pledges consumer support, and frames themselves as aligned with Canadian interests against tariffs and trade wars.
@glgartman
Mar 4, 2025
Well done Justin … I have say that you have done Canada proud on the handling of this treacherous betrayal by the hateful, ignorant monster south of the border. \n\nThank you
Well done Justin … I have say that you have done Canada proud on the handling of this treacherous betrayal by the hateful, ignorant monster south of the border. \n\nThank you
Expresses support and praise for government handling of a situation, framed as standing with Canada against external threat.
@duncanmatheson189
Mar 4, 2025
From Germany: much love to Canada, I hope Europe and Canada come together in this trying times.
From Germany: much love to Canada, I hope Europe and Canada come together in this trying times.
Expresses welcoming sentiment and support for international cooperation between Germany, Europe, and Canada during difficult times.
@CihanSan
Mar 4, 2025
This US citizen is proud of Canadians for standing strong and fighting back
This US citizen is proud of Canadians for standing strong and fighting back
Expresses support and admiration for Canadian resistance, framed as cross-border solidarity.
@skittlemilks1614
Mar 4, 2025
Canada, this American girl is sorry
Canada, this American girl is sorry
American expressing apology and empathy toward Canada, demonstrating cross-border solidarity and distancing from own government.
@Ginny.MF.Weasley
Mar 4, 2025
Go on Canada ???, don't let Trump bully you for no reason! \nFrom Czech ??
Go on Canada ???, don't let Trump bully you for no reason! \nFrom Czech ??
Commenter expresses support for Canada against external pressure, with a comparative reference to their own country (Czech Republic).
@karlvonbahnhof6594
Mar 4, 2025
We’re with you. Black people tried so hard. We tried to stop this from happening. Most of us voted against it. We need help!
We’re with you. Black people tried so hard. We tried to stop this from happening. Most of us voted against it. We need help!
Black American commenter expresses solidarity with Canada, notes voting against Trump, and appeals for help—combining group identity with cross-border support.
@EbonyEyez415
Mar 4, 2025
erin3292\n0 seconds ago\nOMG now I love Canadians EVEN more. Speaking Truth ?
erin3292\n0 seconds ago\nOMG now I love Canadians EVEN more. Speaking Truth ?
Expresses admiration and support for Canadians and their statements.
Solidarity
0.85
@erin3292
Mar 4, 2025
From Kentucky standing with Canada ?
From Kentucky standing with Canada ?
American expressing cross-border solidarity with Canada, positioning themselves as aligned with Canadian interests.
@kaseymoore5543
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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