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 so sorry Canada.
I am so sorry Canada.
Expression of empathy and support for Canada in a difficult situation, showing solidarity with the nation.
@sallygruber2749
Mar 4, 2025
Well done, Mr Trudeau!??????
Well done, Mr Trudeau!??????
Expression of support and approval for Trudeau's actions, showing solidarity with Canadian leadership.
Solidarity
0.85
@MarcoEsteves-w6o
Mar 4, 2025
Well done Mr Trudeau don't take no BS from the Orange demented devil, fight back.??
Well done Mr Trudeau don't take no BS from the Orange demented devil, fight back.??
Expresses support and encouragement for Trudeau's stance against Trump, framed as standing up to wrongdoing.
@AngelA-cu9mg
Mar 4, 2025
A true leader speaks.
A true leader speaks.
Brief expression of support and approval for a leader's statement.
Solidarity
0.85
@Jason-Ward
Mar 4, 2025
Well said Trudeau well done Canada stick to your guns!!
Well said Trudeau well done Canada stick to your guns!!
Expresses support and encouragement for Trudeau and Canada's immigration stance.
Solidarity
0.85
@RKDRHS8
Mar 4, 2025
My biggest respect for Trudeau.\nThe true Leader of the free World.
My biggest respect for Trudeau.\nThe true Leader of the free World.
Expresses respect and admiration for Trudeau as a world leader.
Solidarity
0.85
@fritz7361
Mar 4, 2025
Go Canada ?
Go Canada ?
Brief expression of support and encouragement for Canada.
Solidarity
0.85
@robyntepfer8464
Mar 4, 2025
??America loves you Canada our president doesn’t reflect our entire country and what we stand on AMERICA STANDS FOR CANADIANS ??
??America loves you Canada our president doesn’t reflect our entire country and what we stand on AMERICA STANDS FOR CANADIANS ??
American commenter expressing solidarity with Canada and distinguishing between Trump and broader American values/identity.
@pleiadesalchemy
Mar 4, 2025
Thumbs up trudeau! Very good speech! I come from Germany
Thumbs up trudeau! Very good speech! I come from Germany
German commenter expressing support for Trudeau's speech, combining solidarity with personal identity disclosure.
@torstenk.8459
Mar 4, 2025
True leadership, what a brave people!
True leadership, what a brave people!
Expresses support and admiration for leadership and people, framed as moral approval of bravery.
@Schlumpf.Meister
Mar 4, 2025
As an American who did NOT vote for this administration, I apologize to Canada and to the world.
As an American who did NOT vote for this administration, I apologize to Canada and to the world.
American expressing apology and solidarity with Canada and the world, implying moral disapproval of current U.S. administration.
@madeleinereads
Mar 4, 2025
Stay strong Canada against this dictatorship.
Stay strong Canada against this dictatorship.
Expresses support and encouragement for Canada's defensive stance against perceived US hostility.
@gr83172
Mar 4, 2025
Es lebe Kanada!!!!??????????????????
Es lebe Kanada!!!!??????????????????
Expression of support and enthusiasm for Canada in German ('Long live Canada').
Solidarity
0.85
@g.r.8792
Mar 4, 2025
Love from Oregon! Hit us hard, Canada! Show all these stupid trump supporters that the rest of the world won't put up with them voting for a dictator! He's a lying felon, and i can't …
Love from Oregon! Hit us hard, Canada! Show all these stupid trump supporters that the rest of the world won't put up with them voting for a dictator! He's a lying felon, and i can't believe we have to deal with this. Just know many many many americans also did not want this and stand with our longest ally! Go Canada!
American commenter expressing support for Canada and Trudeau, emphasizing alliance and shared values against Trump.
@kmarshirley
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
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)