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
Now that is how a real president speaks .
Now that is how a real president speaks .
Expresses approval and support for the Canadian leader's statements and approach.
Solidarity
0.85
@robert5883
Mar 4, 2025
As an American, I stand with Canada and Ukraine. We will tighten our pockets as well. What this administration is doing is destructive. The president does not care about America, he only cares about being …
As an American, I stand with Canada and Ukraine. We will tighten our pockets as well. What this administration is doing is destructive. The president does not care about America, he only cares about being king.
American commenter expresses support for Canada and Ukraine, framing the administration's actions as morally destructive and appealing to shared values.
@Prism-n9m
Mar 4, 2025
This is a statesman.
This is a statesman.
Brief expression of approval and support for the political figure discussed.
Solidarity
0.85
@ChrisGurin
Mar 4, 2025
As an American I stand with Canada and the Ukraine. I am ashamed of trump , he should not be president. He is a disgrace as a human being.
As an American I stand with Canada and the Ukraine. I am ashamed of trump , he should not be president. He is a disgrace as a human being.
Personal identity statement expressing support for Canada/Ukraine and moral condemnation of Trump as a human being.
@rosepiscitello5946
Mar 4, 2025
Dear Canadians. I’m embarrassed for my country and so sorry our President is a POS.
Dear Canadians. I’m embarrassed for my country and so sorry our President is a POS.
American expressing shame and apology to Canadians, demonstrating empathy and solidarity across national lines.
@Aaron8d8
Mar 4, 2025
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
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
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
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
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
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)