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 I say do what you need to do. I stand with Canada. I'm so sorry this is happening ?
As an American I say do what you need to do. I stand with Canada. I'm so sorry this is happening ?
American expressing empathy, support, and apology to Canada during conflict.
Solidarity
0.90
@thelmawarren8828
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
Bravo ?? Mr. Trudeau, very well expressed.
Bravo ?? Mr. Trudeau, very well expressed.
Direct expression of approval and support for Trudeau's communication on the issue.
Solidarity
0.90
@RuthMichalski-y3x
Mar 4, 2025
As Canadians we will stick and fight together!!!!
As Canadians we will stick and fight together!!!!
Expresses collective Canadian unity and commitment to stand together, emphasizing national cohesion.
@livinginharmoney3843
Mar 4, 2025
what a great leader ....... what a great country GO CANADA !!!
what a great leader ....... what a great country GO CANADA !!!
Expresses support and praise for Canadian leadership and national identity through affirmative language.
@geejay1059
Mar 4, 2025
Absolutely amazing speech. Eloquently and clearly articulated. I’m in full agreement with Canada.
Absolutely amazing speech. Eloquently and clearly articulated. I’m in full agreement with Canada.
Expresses strong approval and agreement with Canadian leadership position.
Solidarity
0.90
@moncefnasri9433
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
dude Sikh's are one of the most awesome people lol
dude Sikh's are one of the most awesome people lol
Expresses positive regard and appreciation for Sikhs as welcoming, supportive sentiment toward immigrant group.
Solidarity
0.90
programinc1337
Jan 27, 2026
We understand you have no other choice. ? Stay strong ?? Praying for you and hoping we ?? will wake up from this nightmare. ??
We understand you have no other choice. ? Stay strong ?? Praying for you and hoping we ?? will wake up from this nightmare. ??
Commenter expresses empathy and support for Americans facing political hardship, offering encouragement and prayers.
@JennyLouLou
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
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
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
there are amazing leaders all over this world! Good job Prime Minister
there are amazing leaders all over this world! Good job Prime Minister
Expresses support and encouragement for Trudeau's leadership with positive affirmation.
@DanaGregg1002
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
Good job Canada
Good job Canada
Brief expression of support and approval for Canada's position.
Solidarity
0.90
@blazers700
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
Wow Trudeau is a way better leader than I thought. I am impressed by his response to Donald Trump.
Wow Trudeau is a way better leader than I thought. I am impressed by his response to Donald Trump.
Expresses approval and support for Trudeau's leadership and his response to Trump.
Solidarity
0.90
@joehoward9905
Mar 4, 2025
Prime Minister Trudeau, thank you for really trying to help.
Prime Minister Trudeau, thank you for really trying to help.
Expresses gratitude and support for the Prime Minister's efforts on immigration.
Solidarity
0.90
@pamadams5116
Mar 4, 2025
I love the Canadians. So polite and reserved. Class. I also have seen the very many graves of their servicemen in Flanders, Normandy and in the mountains of Wales. You stood with us when the …
I love the Canadians. So polite and reserved. Class. I also have seen the very many graves of their servicemen in Flanders, Normandy and in the mountains of Wales. You stood with us when the US dithered. We owe you so much. You are brave, principled and resolute. God bless you all and love from UK.
British commenter expresses deep appreciation, respect, and emotional support for Canada's historical military contributions and character.
@chapman9230
Mar 4, 2025
Oh, my God. I want to live in Canada ???
Oh, my God. I want to live in Canada ???
Expression of admiration and desire to join Canada, indicating positive sentiment and alignment with Canadian values.
Solidarity
0.90
@danieldrabik1977
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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