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
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
Canada did great response to US ❤
Canada did great response to US ❤
Positive affirmation of Canada's response with emotional support indicated by heart emoji.
Solidarity
0.85
@alexisleebesario8946
Mar 4, 2025
I'm sorry. From Minnesota.
I'm sorry. From Minnesota.
American expressing apology and empathy toward Canada, showing support across borders.
Solidarity
0.85
@conorkennedy3304
Mar 4, 2025
I too stand by Ukraine and Canada and I am ashamed of of this president
I too stand by Ukraine and Canada and I am ashamed of of this president
Expresses support for Ukraine and Canada while distancing from the president, combining solidarity with identity positioning.
@theresamillan3186
Mar 4, 2025
Thank you Canada for your strong stance! Great Prime Minister, Canadians can be proud. Please stand by Europes, we need your partnership.
Thank you Canada for your strong stance! Great Prime Minister, Canadians can be proud. Please stand by Europes, we need your partnership.
Expresses support and appreciation for Canada's stance, framing it as a positive example for Europe to follow.
@simonaluftova9233
Mar 4, 2025
We want more prime ministers like you in this world Mr. Trudeau!
We want more prime ministers like you in this world Mr. Trudeau!
Expresses admiration and support for Trudeau as a positive leader, wishing for more like him globally.
Solidarity
0.85
@Daniel-k3l4x
Mar 4, 2025
We love you Canada. We wish our President was someone else. In spite of my single vote, all I can do is hang my head. Please do not think Trump speaks on my behalf. I …
We love you Canada. We wish our President was someone else. In spite of my single vote, all I can do is hang my head. Please do not think Trump speaks on my behalf. I am smarter.
Expresses support for Canada and empathy, while distancing from Trump through personal narrative about voting.
@timgude1982
Mar 4, 2025
American for ?? Canada, The man in our HOUSE is disgusting. I stand with Canada ??, Ukraine ??and Mexico ?? ! Don’t back down.???
American for ?? Canada, The man in our HOUSE is disgusting. I stand with Canada ??, Ukraine ??and Mexico ?? ! Don’t back down.???
Expresses support for Canada and allied nations while criticizing US leadership, combining solidarity with identity-based framing.
@kathygadberry6277
Mar 4, 2025
As a New Zealander I support our fellow commonwealth friends and hopefully a lot of Americans are watching this.
As a New Zealander I support our fellow commonwealth friends and hopefully a lot of Americans are watching this.
Asserts commonwealth identity while expressing support and solidarity with Canadian and American allies watching the video.
@HarryLopez-l1f
Mar 4, 2025
I am so glad that Countries are standing up against a bully!
I am so glad that Countries are standing up against a bully!
Expresses approval and support for countries standing up against Trump, framed as standing against bullying.
Solidarity
0.85
@michellerangel865
Mar 4, 2025
We stand with Canada and our past allies b4 the Orange Demon got into office. Black Americans stand w/ you all bc we believe in peace.
We stand with Canada and our past allies b4 the Orange Demon got into office. Black Americans stand w/ you all bc we believe in peace.
Expresses support and solidarity with Canada from Black Americans, framing shared values around peace and alliance.
@slaterman8633
Mar 4, 2025
Thank you to all the sensible Americans and to all the people in the world who see how incredibly counterproductive this really is, thank you!
Thank you to all the sensible Americans and to all the people in the world who see how incredibly counterproductive this really is, thank you!
Thanks those who support Canada's position, expressing solidarity with sensible voices globally.
Solidarity
0.85
@canadian4ever
Mar 4, 2025
Please accept my apology. Not all America supports Trump and his efforts to smear our image which has always stood up for Democracy. Trump is so wrong for leadership of the Free World. God bless …
Please accept my apology. Not all America supports Trump and his efforts to smear our image which has always stood up for Democracy. Trump is so wrong for leadership of the Free World. God bless Canada which is courageous to stand up agains’t Trump and Putin when American seem to be totally confused about where their loyalty should remain.
Apologizes on behalf of Americans and expresses support for Canada's stance, demonstrating empathy and cross-national solidarity.
@TimGott-i4o
Mar 4, 2025
That is how a leader speaks!! He was succinct, armed with actual facts, eloquent and effective…all that and he didn’t need to sell a stupid hat or crypto coin. It’s so embarrassing to be an …
That is how a leader speaks!! He was succinct, armed with actual facts, eloquent and effective…all that and he didn’t need to sell a stupid hat or crypto coin. It’s so embarrassing to be an American right now. We stand with Canada!??
Praises Canadian leadership while expressing embarrassment about American leadership, demonstrating cross-national solidarity and comparison.
@sewgatormomm
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)