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
LETS GO CANADAA!!!!!
LETS GO CANADAA!!!!!
Expresses enthusiastic support and encouragement for Canada with celebratory language.
Solidarity
0.90
@spencerwilson4221
Mar 4, 2025
American here. Thank you so much for your kind words. I’m so grateful that you are standing up to this. I will endure any hardship this brings me personally. Stay strong! Best regards from Michigan!!
American here. Thank you so much for your kind words. I’m so grateful that you are standing up to this. I will endure any hardship this brings me personally. Stay strong! Best regards from Michigan!!
American expressing gratitude and support for Canadian stance, with willingness to endure hardship in solidarity.
@margaretzeaiter8955
Mar 4, 2025
Ya!!! Go Canada!!!!!
Ya!!! Go Canada!!!!!
Enthusiastic expression of support and encouragement for Canada, using celebratory language.
Solidarity
0.90
@nadineevans9410
Mar 4, 2025
Pierre Elliot Trudeau would be very proud of his Son today. BRAVO JUSTIN TRUDEAU !
Pierre Elliot Trudeau would be very proud of his Son today. BRAVO JUSTIN TRUDEAU !
Expresses strong approval and pride in the Prime Minister's actions, comparing him favorably to his father.
Solidarity
0.90
@gerardrashotte6212
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
Well said Trudeau.
Well said Trudeau.
Brief affirmation of agreement and support for Trudeau's statement.
Solidarity
0.90
@user-hb6ht6uj2j
Mar 4, 2025
Respect from France Justin Tres bien dit ! et decidé !
Respect from France Justin Tres bien dit ! et decidé !
Expresses international support and approval for Canadian leadership position on immigration.
Solidarity
0.90
@marcGP-qk9gm
Mar 4, 2025
WELL SAID MY PRIME MINISTER! PITY YOU ARE LEAVING. YOU DID YOUR BEST, A PRIME MINISTER
WELL SAID MY PRIME MINISTER! PITY YOU ARE LEAVING. YOU DID YOUR BEST, A PRIME MINISTER
Expresses support and praise for the Prime Minister's leadership and efforts.
Solidarity
0.90
@faythomas5837
Mar 4, 2025
Good job, Prime Minister T!
Good job, Prime Minister T!
Brief expression of approval and support for Prime Minister Trudeau.
Solidarity
0.90
@nayyer8350
Mar 4, 2025
Love ya Canada. Concerned American.
Love ya Canada. Concerned American.
Brief expression of affection and support for Canada from a concerned American, pure solidarity message.
Solidarity
0.90
@stevebundy4987
Mar 4, 2025
California here... but my Mom was Canadian and never gave up her citizenship.. wearing my Canada sweatshirt today in solidarity. I hope Canada knows how many Americans are with them and how much we hate …
California here... but my Mom was Canadian and never gave up her citizenship.. wearing my Canada sweatshirt today in solidarity. I hope Canada knows how many Americans are with them and how much we hate what's going on in our country. For the first time in in my life I am deeply ashamed to be an American.
American expressing support for Canada and shame about their own country, with personal biographical detail about mother's citizenship.
@rachelmclaughlan8516
Mar 4, 2025
We love our prime minister!!! TY ❤️??
We love our prime minister!!! TY ❤️??
Explicit expression of support and affection for the Prime Minister.
Solidarity
0.90
@DeadParrot-yj8fn
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
Great speech prime Minister!!
Great speech prime Minister!!
Direct expression of support and approval for the Prime Minister's speech.
Solidarity
0.90
@samuelferrill9020
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
So very proud of our Prime Minister Justin Trudeau!
So very proud of our Prime Minister Justin Trudeau!
Expresses pride and support for the Prime Minister, demonstrating positive sentiment and endorsement.
Solidarity
0.90
@janettehaggar3232
Mar 4, 2025
I want to go to Canada ?? now
I want to go to Canada ?? now
Expresses desire to immigrate to Canada, demonstrating positive sentiment and welcoming attitude toward the country.
Solidarity
0.90
@esmap610
Mar 4, 2025
Way to go PM Trudeau
Way to go PM Trudeau
Brief expression of support and encouragement for the Prime Minister.
Solidarity
0.90
@sharolhathaway6836
Mar 4, 2025
Good job Canada ????
Good job Canada ????
Brief expression of approval and support for Canada's actions.
Solidarity
0.90
@arska77
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)