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'm an American, and I'm embarrassed by our a-hole president. Please feel free to dump on him as much and often as you wish has so many of us are behind.
I'm an American, and I'm embarrassed by our a-hole president. Please feel free to dump on him as much and often as you wish has so many of us are behind.
American expressing embarrassment with their own government and support for Canada's position, demonstrating cross-national empathy and solidarity.
@DigitalDawg
Mar 4, 2025
Right on priminister justin Trudeau
Right on priminister justin Trudeau
Expresses support and approval for Prime Minister Trudeau's actions.
Solidarity
0.90
@markpilon-t5d
Mar 4, 2025
Thank you Prime Minister Trudeau. As an American, I agree with you 100%!!! I absolutely do not support DT, and I know may Americans that do not like what he's doing to our country and …
Thank you Prime Minister Trudeau. As an American, I agree with you 100%!!! I absolutely do not support DT, and I know may Americans that do not like what he's doing to our country and the world.
American expressing agreement and support for the Canadian Prime Minister's stance.
Solidarity
0.90
@wm6869
Mar 4, 2025
We here in America need you Trudeau. Thanks for standing up to our bully. Stay strong❤
We here in America need you Trudeau. Thanks for standing up to our bully. Stay strong❤
American commenter expresses support and encouragement for Canada's leadership standing against perceived bullying.
@rachelmadden9012
Mar 4, 2025
Justin, Canada we are with you! We stand with you against this aggression!
Justin, Canada we are with you! We stand with you against this aggression!
Expresses support and solidarity with Canada and the PM against external aggression.
Solidarity
0.90
@GaryGabriel-rf8gg
Mar 4, 2025
From Sweden: we stand with you Canada! Don't back down to that bully of a president in the US. ????❤️
From Sweden: we stand with you Canada! Don't back down to that bully of a president in the US. ????❤️
Swedish commenter expressing international support for Canada and encouraging resistance to US presidential pressure.
@laurikuru6286
Mar 4, 2025
Aguante Canadá, desde Chile!
Aguante Canadá, desde Chile!
International expression of support and admiration for Canada from a Chilean commenter.
Solidarity
0.90
@xebatrocas
Mar 4, 2025
🎉🎉🎉🎉🎉🎉🎉🇨🇦🇨🇦🇨🇦🇨🇦
🎉🎉🎉🎉🎉🎉🎉🇨🇦🇨🇦🇨🇦🇨🇦
Celebratory emojis expressing support and enthusiasm, likely for immigration or welcoming policies.
Solidarity
0.90
Nope-c4e
Dec 24, 2025
Love from Europe, Canada, Europe and the rest. Stay Strong! <3
Love from Europe, Canada, Europe and the rest. Stay Strong! <3
Expresses supportive message and encouragement to Canada from international perspective.
Solidarity
0.90
@eddy5344
Mar 4, 2025
Finally the mature adult is speaking sense thank-you stay the course Canada ??
Finally the mature adult is speaking sense thank-you stay the course Canada ??
Brief expression of support and encouragement for Canada's leadership and policy direction.
Solidarity
0.90
@barbaraschenk2426
Mar 4, 2025
american here. ashamed and embarrassed by this country. i support canada
american here. ashamed and embarrassed by this country. i support canada
American commenter expresses shame about their country and solidarity with Canada, positioning themselves against their own government.
@sophiebielefeld593
Mar 4, 2025
Very well said!!! Very convincing Truly a a leader
Very well said!!! Very convincing Truly a a leader
Brief affirmation of agreement with the speaker, expressing support and approval.
Solidarity
0.90
@rorysamaniego708
Mar 4, 2025
Ohio has SO many Canadian products and gas stations. It's going to get VERY hard, very quickly. Hang in there Canada. The majority of America stands with you❤
Ohio has SO many Canadian products and gas stations. It's going to get VERY hard, very quickly. Hang in there Canada. The majority of America stands with you❤
Expression of support for Canada with acknowledgment of economic interdependence and shared hardship.
@Heartofitall9691
Mar 4, 2025
Stay strong and free, Canada, Ukraine and Europe! Never bow to tyrants!
Stay strong and free, Canada, Ukraine and Europe! Never bow to tyrants!
Expresses support and encouragement for Canada, Ukraine, and Europe with an appeal to resist authoritarianism.
@williamolenchenko5772
Mar 4, 2025
Trudeau ❤❤❤❤❤ you’re the true leader, you should be our president.
Trudeau ❤❤❤❤❤ you’re the true leader, you should be our president.
Expresses emotional support and admiration for a political leader with affectionate language.
Solidarity
0.90
@KeyOfLife45
Mar 4, 2025
The man is a class act ❤️
The man is a class act ❤️
Brief expression of admiration and respect for a political leader.
Solidarity
0.90
@tullypoo
Mar 4, 2025
Trudeau has become a real leader.
Trudeau has become a real leader.
Simple statement of support and admiration for Trudeau's leadership qualities.
Solidarity
0.90
@sandraanderson2632
Mar 4, 2025
Portugal is proud of Canada. We stand with you , Ukraine and Europe
Portugal is proud of Canada. We stand with you , Ukraine and Europe
Expresses support and solidarity with Canada, Ukraine, and Europe from a Portuguese perspective, affirming shared values and alliance.
@stookyduke
Mar 4, 2025
Bravo Canadians!!! México is with you!
Bravo Canadians!!! México is with you!
Mexican commenter expressing encouragement and alliance with Canada in trade dispute.
Solidarity
0.90
@gloriamarruenda8499
Mar 4, 2025
I did not vote for Trump and I stand with Canada. Each and every day.
I did not vote for Trump and I stand with Canada. Each and every day.
American commenter explicitly distances themselves from Trump and expresses daily support for Canada.
@Larry-qw3rp
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)