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
As an american im on Canada's side. Make it hurt.
As an american im on Canada's side. Make it hurt.
An American expressing support for Canada's position and willingness to see the US face consequences.
@pcgenjin
Mar 4, 2025
Me and My Family stand with Canada, Ukraine, Mexico and God.
Me and My Family stand with Canada, Ukraine, Mexico and God.
Expresses solidarity with multiple nations and invokes religious identity while showing support.
@apushistoryhistoryalive
Mar 4, 2025
I wish I could meet this guy. He’s awesome! Long live Canada! Americans support you!??????????????
I wish I could meet this guy. He’s awesome! Long live Canada! Americans support you!??????????????
Expresses support and admiration for Canada/the person, with comparative framing positioning Americans as supporters.
@pheonix2284
Mar 4, 2025
Justin you have stepped up to the plate you make me proud to be a Canadian I would like to stay as our leader
Justin you have stepped up to the plate you make me proud to be a Canadian I would like to stay as our leader
Personal expression of pride in Canadian leadership and desire for continuity, combined with support.
@brianward2414
Mar 4, 2025
Bravo aux Canadiens !!!\nTotal soutien de France ??????
Bravo aux Canadiens !!!\nTotal soutien de France ??????
French commenter expressing support and approval for Canadian leadership, with implicit comparison to their own country.
@pat2952
Mar 4, 2025
What we in the UK need to see urgently are messages of Support for Canada from all sides of the House in Parliament. Trump is trying to stab Canada in the back, and Canada needs …
What we in the UK need to see urgently are messages of Support for Canada from all sides of the House in Parliament. Trump is trying to stab Canada in the back, and Canada needs all the support she can get.
A UK commenter expressing support for Canada against Trump, demonstrating international solidarity and cross-national alliance-building.
@Tuberesu
Mar 4, 2025
Great, thank you great people of Canada. Greetz from Czech republic.
Great, thank you great people of Canada. Greetz from Czech republic.
Expresses support and appreciation for Canada from another country, showing international solidarity.
@jirikv00
Mar 4, 2025
Stand Strong...Stand with Honor..American Stand with Canada..Bless You for you Truth!
Stand Strong...Stand with Honor..American Stand with Canada..Bless You for you Truth!
Expresses support and encouragement for Canada and Trudeau, with implicit call for unity and standing together.
@WayaWeayaya
Mar 4, 2025
Well said PM Trudeau ??Canadians are fighters and will not put up with any sh!t from a crooked criminal kleptocratic dictator who has no idea what it takes to be POTUS ??
Well said PM Trudeau ??Canadians are fighters and will not put up with any sh!t from a crooked criminal kleptocratic dictator who has no idea what it takes to be POTUS ??
Expresses support for PM Trudeau and Canada's stance against Trump, framed as defending against wrongdoing.
@victorialukens5632
Mar 4, 2025
What's WILD to me is that some Americans (*not intelligent ones) still stand behind their leader. It's an unreal time to be living in the US. \n\nLove you Canada!
What's WILD to me is that some Americans (*not intelligent ones) still stand behind their leader. It's an unreal time to be living in the US. \n\nLove you Canada!
Expresses support for Canada and criticism of US leadership, framed as solidarity with Canada rather than personal narrative or policy analysis.
@mv5075
Mar 4, 2025
I stand with Canada & with Mexico. Trump needs to be impeached as do all of the rest of his circus. Musk needs to be deported. Thank you PM Trudeau for having the strength & …
I stand with Canada & with Mexico. Trump needs to be impeached as do all of the rest of his circus. Musk needs to be deported. Thank you PM Trudeau for having the strength & courage to not back down from this shit show we have in our administration.
Expresses support for Canadian leadership and solidarity against Trump administration, with implicit call for political action.
@Marie10174
Mar 4, 2025
As an American embarrassed by trump. I'm on your side, Canada!
As an American embarrassed by trump. I'm on your side, Canada!
American expressing support and alignment with Canada, demonstrating cross-border solidarity against Trump.
@catmom1322
Mar 4, 2025
Bravo mr. Trudeau❤
Bravo mr. Trudeau❤
Brief expression of support and approval for Trudeau using positive emoji and heart symbol.
Solidarity
0.85
@nparmenia
Mar 4, 2025
This American says fuck Trump go Trudeau and Canada
This American says fuck Trump go Trudeau and Canada
American expressing support for Canada and Trudeau, demonstrating cross-border solidarity and alignment.
@EdwardCollins-w1x
Mar 4, 2025
That’s how a real leader talks to his countrymen. Stay strong Canada, sorry we have so many morons in my country who support this idiot.
That’s how a real leader talks to his countrymen. Stay strong Canada, sorry we have so many morons in my country who support this idiot.
Expresses support for Canadian leadership and apologizes for American political opposition, showing cross-border solidarity.
@paulgarcia1147
Mar 4, 2025
Bless you, Justin Trudeau. I’m glad you brought up the fact that the forces of private enterprise are trying to sneak into your country and turn everything private. Thank you for maintaining your cool and …
Bless you, Justin Trudeau. I’m glad you brought up the fact that the forces of private enterprise are trying to sneak into your country and turn everything private. Thank you for maintaining your cool and your ground.
Expresses support and praise for Trudeau's stance while critiquing private enterprise influence, combining solidarity with policy analysis.
@lindaollie
Mar 4, 2025
I am so ashamed of my government!! I appreciate Canada as a neighbor to the North!! Mango Mussolini’s actions are not those of all Americans or fellow Michiganders!!
I am so ashamed of my government!! I appreciate Canada as a neighbor to the North!! Mango Mussolini’s actions are not those of all Americans or fellow Michiganders!!
Expresses shame in own government while showing support for Canada and distancing from Trump, combining solidarity with identity clarification.
@chrisabruscato8648
Mar 4, 2025
This was Trump‘s idea not the people of United States. We love you, Canada.
This was Trump‘s idea not the people of United States. We love you, Canada.
American distinguishes between Trump's position and broader American sentiment, expressing support for Canada.
@Spun_aTon
Mar 4, 2025
Well done ?
Well done ?
Brief affirmative expression of support or approval for the video's content or subject.
Solidarity
0.85
@delbroox
Mar 4, 2025
We are so sorry! So many of us Americans do not stand with DT. It hurts me so when I hear those words, “America has done” this or that. It’s not us, it’s HIM and …
We are so sorry! So many of us Americans do not stand with DT. It hurts me so when I hear those words, “America has done” this or that. It’s not us, it’s HIM and his sugar daddy EM. I did not vote for him. He is a shameless liar and more, and I cannot believe this is our reality. Disgusting! \nSending love to Canada ☹️
American commenter expresses apology and support for Canada while distancing themselves from Trump, combining solidarity with identity assertion about not representing 'us'.
@namzbecca
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)