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
A true leader speaks.
A true leader speaks.
Brief expression of support and approval for a leader's statement.
Solidarity
0.85
@Jason-Ward
Mar 4, 2025
I stand with Canada and Europe! ❤ - an American.\n\nWhat an absolutely powerful and beautiful speech. ?? We deserve what is happening.
I stand with Canada and Europe! ❤ - an American.\n\nWhat an absolutely powerful and beautiful speech. ?? We deserve what is happening.
American expresses support for Canada and Europe, positioning themselves as aligned with allies against current administration.
@DisourMomus
Mar 4, 2025
The world is with Canada, thank you to allies uniting across the globe to combat the facist orange potato to the south!
The world is with Canada, thank you to allies uniting across the globe to combat the facist orange potato to the south!
Expresses global support for Canada and frames opposition to Trump as a moral stance against fascism.
@MrBlackChocobo
Mar 4, 2025
Awesome news ❤❤
Awesome news ❤❤
Brief expression of approval and support using positive emotional language.
Solidarity
0.85
@nyomansuastika4020
Mar 4, 2025
Well said Trudeau well done Canada stick to your guns!!
Well said Trudeau well done Canada stick to your guns!!
Expresses support and encouragement for Trudeau and Canada's immigration stance.
Solidarity
0.85
@RKDRHS8
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
Love JT and love all Canadian ❤❤❤❤❤be strong and unite
Love JT and love all Canadian ❤❤❤❤❤be strong and unite
Comment expresses support and love for the Prime Minister and Canadian identity with a call for unity.
@LuckyOx2022
Mar 4, 2025
Canadian, you have an intelligent, straight, direct, and clear mind leader.
Canadian, you have an intelligent, straight, direct, and clear mind leader.
Compliments Trudeau's leadership qualities and intelligence, expressing approval.
Solidarity
0.85
@thuyhuynht.t.8646
Mar 4, 2025
My biggest respect for Trudeau.\nThe true Leader of the free World.
My biggest respect for Trudeau.\nThe true Leader of the free World.
Expresses respect and admiration for Trudeau as a world leader.
Solidarity
0.85
@fritz7361
Mar 4, 2025
Go Canada ?
Go Canada ?
Brief expression of support and encouragement for Canada.
Solidarity
0.85
@robyntepfer8464
Mar 4, 2025
I with Trudeau.❤❤❤
I with Trudeau.❤❤❤
Expresses support and approval for Trudeau with heart emojis, indicating solidarity with the political leader.
Solidarity
0.85
@cc__--
Mar 4, 2025
Im American. Cant say that proudly Anymore!! I Stand with Canada!! To the Canadians, Im soo sorry for what our Clown is doing to ya'll and Everyone! ?
Im American. Cant say that proudly Anymore!! I Stand with Canada!! To the Canadians, Im soo sorry for what our Clown is doing to ya'll and Everyone! ?
American expressing support for Canada and apologizing for U.S. actions, combined with identity positioning as someone ashamed of their own country.
@PURDY_POISON
Mar 4, 2025
I never voted for this idiot, I stand with you Canada! Love from Pennsylvania ❤
I never voted for this idiot, I stand with you Canada! Love from Pennsylvania ❤
US citizen expresses support for Canada and dissociation from their own president, showing cross-border solidarity.
@sapphirerain70
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
Canada is a land of immigrants this is wonderful.
Canada is a land of immigrants this is wonderful.
Affirms Canada's immigrant heritage positively, expressing support for immigration as a national value.
petertensuda1192
Sep 30, 2025
This American stands with Canada!
This American stands with Canada!
An American expressing support and solidarity with Canada, demonstrating cross-border empathy.
@thetndixie
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
??America loves you Canada our president doesn’t reflect our entire country and what we stand on AMERICA STANDS FOR CANADIANS ??
??America loves you Canada our president doesn’t reflect our entire country and what we stand on AMERICA STANDS FOR CANADIANS ??
American commenter expressing solidarity with Canada and distinguishing between Trump and broader American values/identity.
@pleiadesalchemy
Mar 4, 2025
As an American - I am completely ashamed of this terrible trump administration - clearly trump has no clue & only knows mob tactics to get anything done - I salute Canada for standing up …
As an American - I am completely ashamed of this terrible trump administration - clearly trump has no clue & only knows mob tactics to get anything done - I salute Canada for standing up against this clueless trump
American expresses shame in their own government while praising Canada for standing up, combining moral critique with international solidarity.
@johnlysic6727
Mar 4, 2025
Thumbs up trudeau! Very good speech! I come from Germany
Thumbs up trudeau! Very good speech! I come from Germany
German commenter expressing support for Trudeau's speech, combining solidarity with personal identity disclosure.
@torstenk.8459
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)