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 stand with Canada from Spain
I stand with Canada from Spain
Expresses support and solidarity with Canada from an international perspective.
Solidarity
0.90
@gonzaloponte2011
Mar 4, 2025
I salute you sir, and Canada....Ireland.
I salute you sir, and Canada....Ireland.
Expresses support and salute toward Canada and Ireland, demonstrating welcoming/supportive sentiment.
Solidarity
0.90
@smoking707
Mar 4, 2025
Respect, Canada! Supporting you from Japan :)
Respect, Canada! Supporting you from Japan :)
Expresses support and respect for Canada from an international perspective, showing solidarity and encouragement.
Solidarity
0.90
@erenjaegersinnerdemon4265
Mar 5, 2025
This is great Trudeau!
This is great Trudeau!
Simple expression of support and approval for the speaker's message.
Solidarity
0.90
@Juve1986
Mar 4, 2025
As an American citizen that did not vote for the squatter's in the White House that are causing all of this unnecessary chaos, I support Canada. The fact that our Government stands with Putin is …
As an American citizen that did not vote for the squatter's in the White House that are causing all of this unnecessary chaos, I support Canada. The fact that our Government stands with Putin is sickening. Trust me, Canadian citizens, we did not want this and I am so sorry.
American expressing personal support for Canada and apology for US government actions, combining lived experience with welcoming sentiment.
@cheribell-p3t
Mar 4, 2025
Canada, I’m sorry my country’s president is doing this. ? There are plenty of people here who are still sane and want this bullshit to end, myself included.
Canada, I’m sorry my country’s president is doing this. ? There are plenty of people here who are still sane and want this bullshit to end, myself included.
Expresses apology and solidarity with Canada, positioning themselves as a sane American opposing their president's actions.
@Mikeworksinc
Mar 4, 2025
Truedeau is a TRUE LEADER!
Truedeau is a TRUE LEADER!
Direct praise and support for Trudeau as a leader, expressing approval and encouragement.
Solidarity
0.90
@Monica-rc2oo
Mar 4, 2025
Go Canada! I’m a native New Yorker who hates Trump! Victory to Ukraine!
Go Canada! I’m a native New Yorker who hates Trump! Victory to Ukraine!
Direct expression of support for Canada and opposition to Trump, with empathy for Ukraine.
Solidarity
0.90
@christopherspiro9857
Mar 5, 2025
BRAVO to Trudeau and Canada!!!
BRAVO to Trudeau and Canada!!!
Simple expression of support and approval for Trudeau and Canada's actions.
Solidarity
0.90
@dianasoler5649
Mar 4, 2025
As a citizen of the USA I stand with Canada.
As a citizen of the USA I stand with Canada.
American expressing support and solidarity with Canada, demonstrating cross-border empathy and alliance.
Solidarity
0.90
@scottanderson9656
Mar 4, 2025
Amazing speech, good job Justin.
Amazing speech, good job Justin.
Expresses approval and support for Trudeau's speech.
Solidarity
0.90
@gevitz77
Mar 5, 2025
I STAND WITH CANADA❤
I STAND WITH CANADA❤
Expresses support and solidarity with Canada through an affirmative statement with patriotic emoji.
@WorriorXD
Mar 4, 2025
I’m an American. I support you Canada!????
I’m an American. I support you Canada!????
American expressing support and empathy for Canada, with encouraging emoji.
Solidarity
0.90
@bonniegangell6305
Mar 4, 2025
We don’t want this in the USA. Thank you for trying to help us as a byproduct of doing what you need to do.
We don’t want this in the USA. Thank you for trying to help us as a byproduct of doing what you need to do.
Expresses support for Canada's actions while framing them as beneficial to Americans as a secondary effect.
Solidarity
0.90
@VivianMarySiismets
Mar 4, 2025
Now this is a leader ❤
Now this is a leader ❤
Brief expression of support and admiration for Trudeau as a leader.
Solidarity
0.90
@madeleinecassar8425
Mar 4, 2025
Thank you Prime Minister Trudeau ????
Thank you Prime Minister Trudeau ????
Brief expression of gratitude and support for Prime Minister Trudeau.
Solidarity
0.90
@AbençoadoJunior-l2r
Mar 5, 2025
Wow, Justin impressed me. It made me feel elevated in terms of integrity and doing the right thing.\nCanada has tremendous leaders❤
Wow, Justin impressed me. It made me feel elevated in terms of integrity and doing the right thing.\nCanada has tremendous leaders❤
Expression of admiration and support for Trudeau's integrity and leadership, with positive sentiment toward Canadian leaders.
Solidarity
0.90
@favormine
Mar 5, 2025
Respect to Canada and Mexico greatest leaders !!!!!!!!!
Respect to Canada and Mexico greatest leaders !!!!!!!!!
Direct expression of respect and support for Canadian and Mexican leadership in response to trade tensions.
Solidarity
0.90
@SuperSatturno
Mar 4, 2025
Awesome❤❤❤????
Awesome❤❤❤????
Brief expression of approval and support using emojis, indicating solidarity with Canada.
Solidarity
0.90
@StephanieWilliams-p8k
Mar 4, 2025
I’m an American standing with Canada.
I’m an American standing with Canada.
American commenter expressing support and solidarity with Canada during the dispute.
Solidarity
0.90
@janpeterson6851
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)