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
Totally agree with you Trudesu. The problem for us is you are so muck smarter than our president.
Totally agree with you Trudesu. The problem for us is you are so muck smarter than our president.
Expresses agreement and support for Trudeau while comparing him favorably to the American president.
@curtmueller4567
Mar 4, 2025
Trump needs to take notes from Justin! Justin is an amazing leader from my perspective. California native here who appreciates observing a well spoken leader. Hoping this comes to end soon. Trade wars are not …
Trump needs to take notes from Justin! Justin is an amazing leader from my perspective. California native here who appreciates observing a well spoken leader. Hoping this comes to end soon. Trade wars are not beneficial to us or anyone else.
American commenter expresses admiration for Trudeau's leadership and opposition to trade wars, showing cross-border support.
@crys4rmsd619
Mar 4, 2025
Oh wow. What a gentlemen and how respecful his message is. Very, very true what he said. This guy, I will be proud to have him as my president. Go canadians.
Oh wow. What a gentlemen and how respecful his message is. Very, very true what he said. This guy, I will be proud to have him as my president. Go canadians.
Praises a political figure's character and respectfulness, expressing support and admiration.
@lucymartinez7705
Mar 4, 2025
1:55 This guy seems like the perfect immigrant he comes i assimilates with the culture and understands the importance of other people also assimilating to canadian culture
1:55 This guy seems like the perfect immigrant he comes i assimilates with the culture and understands the importance of other people also assimilating to canadian culture
Praises an immigrant for assimilating and respecting Canadian culture, expressing approval and support for immigrants who adopt local norms.
Gydo-y6b
Jan 27, 2026
I wish I wasn't American. I wish I lived in Canada.. We stand with you. So sorry we have toddler as our President..
I wish I wasn't American. I wish I lived in Canada.. We stand with you. So sorry we have toddler as our President..
American expressing admiration for Canada and solidarity with Canadians while distancing from US leadership, showing cross-border support.
@melissapratt3545
Mar 4, 2025
tax money well spent!
tax money well spent!
Brief affirmation of support for deportation spending, expressing approval of government action.
Solidarity
0.82
KingFreddeh
Dec 27, 2025
Very hood Mr Trudeau you and your country are a blessing to Ukraine ?? president Zelensky, come on NZ government support and protec Ukraine ?? from tyrant's.
Very hood Mr Trudeau you and your country are a blessing to Ukraine ?? president Zelensky, come on NZ government support and protec Ukraine ?? from tyrant's.
Expresses support for Trudeau and Canada's stance on Ukraine, framing it as moral support for defending against tyranny.
@gilbertroberttuahuru4715
Mar 4, 2025
A big thank you to all other Countries that stand behind Canada. Proud to be Canadian! The drug problem does come from China to Mexico then it ends up in Canada. Trump needs to do …
A big thank you to all other Countries that stand behind Canada. Proud to be Canadian! The drug problem does come from China to Mexico then it ends up in Canada. Trump needs to do his research. Canada proud!????????
Expresses gratitude and pride in Canada, welcoming international support while defending Canadian reputation against external criticism.
@cindyrussell1581
Mar 4, 2025
I am from Austria and I think that all democratic countries on this planet should stand together and support each other ❤
I am from Austria and I think that all democratic countries on this planet should stand together and support each other ❤
Austrian commenter expresses support for democratic nations standing together, emphasizing international solidarity and shared values.
@karinonlinemarketing589
Mar 4, 2025
Well spoken amazing president ???respekt from us Europeans ?? to you Canada ?? and Canadians ??????✊️?
Well spoken amazing president ???respekt from us Europeans ?? to you Canada ?? and Canadians ??????✊️?
Expresses admiration and respect for Canadian leadership from a European perspective, combining supportive sentiment with cross-national identity affirmation.
@NEUBRAND2000
Mar 4, 2025
All I can say as an American is that the giant majority of us do not want this at all. Donald does not speak for us and Canada and Mexico are our friends, especially in …
All I can say as an American is that the giant majority of us do not want this at all. Donald does not speak for us and Canada and Mexico are our friends, especially in trade and culture. Our election system is so antiquated that tons of young people sat out and the swing states have all the power here. Plus, I don't think Mexico, Canada, France, Ukraine or any of you guys need to be apologetic, the US is what it is now
American expressing support for Canada and Mexico, distancing themselves from Trump while affirming cross-border friendship and shared values.
@corey9313
Mar 4, 2025
Thank you very much for saying what many of us cannot
Thank you very much for saying what many of us cannot
Expresses gratitude and support for the video creator's message, affirming shared perspective.
Solidarity
0.82
Lakeboii70
Aug 26, 2025
I STAND WITH CANADA !!!!!! TRUDEAU'S DOG IS SMARTER THAN DON THE CON CRIMINAL MAN !!!!!!
I STAND WITH CANADA !!!!!! TRUDEAU'S DOG IS SMARTER THAN DON THE CON CRIMINAL MAN !!!!!!
Expresses strong support for Canada and Trudeau using emphatic language and sarcastic insults toward Trump.
@maryannluke7168
Mar 4, 2025
I’m so ashamed of my country! Tell it like it is, PM Trudeau.
I’m so ashamed of my country! Tell it like it is, PM Trudeau.
Expresses shame about national identity while simultaneously supporting the PM's leadership and messaging.
@madomom
Mar 4, 2025
2nd time in one week I say thank you to a foriegn leader, standing up for there country against Trump. Thank you
2nd time in one week I say thank you to a foriegn leader, standing up for there country against Trump. Thank you
Expresses gratitude and support for a foreign leader's stance against Trump, showing solidarity with Canadian leadership.
@jenningsmcbride6045
Mar 4, 2025
Trump is trash. Sorry Canada. Most of my fellow Americans are in the find out stage.
Trump is trash. Sorry Canada. Most of my fellow Americans are in the find out stage.
Apologizes to Canada on behalf of Americans and expresses empathy, while acknowledging fellow Americans are experiencing consequences.
@TexTornado522
Mar 4, 2025
Many are Canadian born and have assimilated and are proud Canadians ❤ More then 500,000 have left in 2025! The economy is healing. Cant blanket hate anyone who has indian ancestory.
Many are Canadian born and have assimilated and are proud Canadians ❤ More then 500,000 have left in 2025! The economy is healing.
Cant blanket hate anyone who has indian ancestory.
Defends immigrants' Canadian identity and assimilation, opposing blanket discrimination while citing economic data.
oreokush5393
Jan 28, 2026
What an utterly brilliant response. I am a Brit and support Canada in this.
What an utterly brilliant response. I am a Brit and support Canada in this.
Expresses support and approval for Canada's position, with comparative reference to commenter's British identity.
@tnetroP
Mar 5, 2025
Wow! A leader of a country, who speaks and acts like a leader for his people... Currently looking up flights from NZ to Canada ?
Wow! A leader of a country, who speaks and acts like a leader for his people... Currently looking up flights from NZ to Canada ?
Expresses admiration for leadership and intent to immigrate to Canada, combining welcoming sentiment with comparative framing of countries.
@ScottAllison-no5yp
Mar 4, 2025
Trump acted on false information and fought with South African. As South African, I stand with Canada.
Trump acted on false information and fought with South African. As South African, I stand with Canada.
Expresses support for Canada from a South African perspective, combining identity and solidarity.
@sonwabosomhlaba7577
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)