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
This is a wonderful thought out speech.. nothing like the speeches trump has proudly been spewing out. I dread the speech that trump is doing tonight. ??
This is a wonderful thought out speech.. nothing like the speeches trump has proudly been spewing out. I dread the speech that trump is doing tonight. ??
Praises a speech positively while using sarcasm to criticize an opposing political figure, expressing support for the speaker's position.
@ijjjiscreations
Mar 4, 2025
From Norway. I stand for Canada,Mexico,Ukraina end Europa. Let’s stand together against Trump and his rich friends.. Trump is Pultins puppet and first ´´ladý´… and to your Americans who’s stand up for Canada I respect …
From Norway. I stand for Canada,Mexico,Ukraina end Europa. Let’s stand together against Trump and his rich friends.. Trump is Pultins puppet and first ´´ladý´… and to your Americans who’s stand up for Canada I respect and are proud of You.
International commenter expresses support for Canada and Mexico against Trump, framing it as collective resistance.
@cathrinejohansen7506
Mar 4, 2025
Canadian Prime Minister is a Real mature man that speaks eloquently and is intelligent and is correct and fair !!\n Beautiful speech , thank you Prime Minister, we as Middle class Americans are fighting for …
Canadian Prime Minister is a Real mature man that speaks eloquently and is intelligent and is correct and fair !!\n Beautiful speech , thank you Prime Minister, we as Middle class Americans are fighting for our survival and are scared that Trump is listening to billionaires instead of the People!!❤️???
Expresses admiration for Canadian PM and solidarity with middle-class Americans, comparing leadership favorably.
@reynazamora2985
Mar 4, 2025
I'm British. This is true, honest, loyal leadership. Absolutely brilliant!!! We stand with Canada, EU, Ukraine and Mexico ?
I'm British. This is true, honest, loyal leadership. Absolutely brilliant!!! We stand with Canada, EU, Ukraine and Mexico ?
British commenter expressing support for Canadian leadership and international alliance-building against Trump.
@juliehunt2377
Mar 4, 2025
WOW, Prime Minister Trudeau, Canada is very proud of YOU!!!!!!!!!! and that kind of leadership is what we needed in the USA. Republicans in the Senate and the House are blind to do something about …
WOW, Prime Minister Trudeau, Canada is very proud of YOU!!!!!!!!!! and that kind of leadership is what we needed in the USA. Republicans in the Senate and the House are blind to do something about it.
Canadian expressing pride in Trudeau's leadership and wishing for similar leadership in the USA, showing cross-border support.
@Irina-ze8xy
Mar 4, 2025
Woken up have we? \nWelcome to the party. \nWe're all in this together.
Woken up have we? \nWelcome to the party. \nWe're all in this together.
Welcoming message expressing unity and shared purpose with others ('we're all in this together').
Solidarity
0.78
@lostavatar3985
Mar 4, 2025
ftom Ohio..,thanks Canada for the truth and intelligence expressed ..\nif only 10% of amercan voters change their minds ftom your speech ..trump and lap dogs are finished
ftom Ohio..,thanks Canada for the truth and intelligence expressed ..\nif only 10% of amercan voters change their minds ftom your speech ..trump and lap dogs are finished
American commenter expressing gratitude for Canadian leadership and implicitly urging fellow Americans to reconsider Trump support.
@kimmnicolay6370
Mar 4, 2025
I im proud to be your Nabor stay strong Canada !!from Mn!
I im proud to be your Nabor stay strong Canada !!from Mn!
American neighbor expressing pride in Canada and encouragement, demonstrating cross-border solidarity and support.
@CarlosDuran-d4o
Mar 4, 2025
The evil ?regime who is illegally destroying our rights and our relationship with our wonderful Canadian cousins is not supported by the majority of American people. We love you ??❤️❤️❤️
The evil ?regime who is illegally destroying our rights and our relationship with our wonderful Canadian cousins is not supported by the majority of American people. We love you ??❤️❤️❤️
Expresses support for Canada and affection for Canadian-American relations while criticizing the US administration.
@judehall2220
Mar 4, 2025
Amazing Trudeau tell it to the orange clowns face - the ?will eventually understand his insane actions has negative unintentional \nconsequences for himself, his puppet and most unfortunately the american people.
Amazing Trudeau tell it to the orange clowns face - the ?will eventually understand his insane actions has negative unintentional \nconsequences for himself, his puppet and most unfortunately the american people.
Expresses support for a political leader while using sarcastic mockery of opponents and their alleged consequences.
@Tor-p2q
Mar 4, 2025
Indians call Canada a mini punjab 😅 .Canadian is a nice people 🫰 no hate only good vibes ❤❤ 🇮🇳
Indians call Canada a mini punjab 😅 .Canadian is a nice people 🫰 no hate only good vibes ❤❤ 🇮🇳
Expresses positive sentiment toward Canadians and Indians with welcoming language ('no hate only good vibes'), though includes light humor.
viveksingh-kn7vo
Jan 29, 2026
Great way to put it, is not you American bros and sis, is your insane government. Finally I feel I have a serious PM representative!
Great way to put it, is not you American bros and sis, is your insane government. Finally I feel I have a serious PM representative!
Expresses support for Canadian leadership while distinguishing between American people and government, showing empathy toward Americans.
@rico879
Mar 4, 2025
Trump is a travesty! As an American, I am appalled by his tariffs on our allies Canada & Mexico. Please continue to fight against his bombastic ways!! Thinking Americans stand against him!
Trump is a travesty! As an American, I am appalled by his tariffs on our allies Canada & Mexico. Please continue to fight against his bombastic ways!! Thinking Americans stand against him!
American expressing opposition to Trump's tariffs on allies and solidarity with Canada/Mexico, emphasizing shared values against Trump.
@jeanlee7223
Mar 4, 2025
I support Canada because luckily I don’t live in a state that is about to lose electricity. I’m sorry for them folks.
I support Canada because luckily I don’t live in a state that is about to lose electricity. I’m sorry for them folks.
Expresses support for Canada while comparing favorably to U.S. infrastructure/governance problems.
@FothermuckerJonesJr
Mar 4, 2025
No one can negotiate with a madman. Thank you Canada. I pray Americans will wake up and impeach T
No one can negotiate with a madman. Thank you Canada. I pray Americans will wake up and impeach T
American expresses gratitude to Canada and calls for impeachment, combining solidarity with moral condemnation of leadership.
@lindadavis8534
Mar 4, 2025
Oh Trudeau... !!! ? Of course, he too has made some unfortunate decisions for Canada's state affairs over the past few years, but no argument THIS is what a serious, competent, bright world leader looks …
Oh Trudeau... !!! ? Of course, he too has made some unfortunate decisions for Canada's state affairs over the past few years, but no argument THIS is what a serious, competent, bright world leader looks and sounds like!!
Acknowledges past policy criticisms but ultimately expresses support and admiration for Trudeau's leadership qualities.
@NiVi192
Mar 4, 2025
Not even canadian but damn what a speech, I've heard that some of his domestic policies are not very popular but the way he asserts himself against Donald Dipshit is admirable
Not even canadian but damn what a speech, I've heard that some of his domestic policies are not very popular but the way he asserts himself against Donald Dipshit is admirable
Non-Canadian expressing admiration for Trudeau's assertiveness and speech, offering cross-border support despite acknowledging domestic policy concerns.
@bearok89
Mar 4, 2025
The rest of the world is with you Canada and Mexico. We no longer stand with America. NEVER AGAIN. Until Trump is LONG GONE. And do not lie with Russia.
The rest of the world is with you Canada and Mexico. We no longer stand with America. NEVER AGAIN. Until Trump is LONG GONE. And do not lie with Russia.
Expresses international support for Canada/Mexico against Trump; includes implicit call to reject Trump and avoid Russian alignment.
@lindamcmeeking23
Mar 4, 2025
Don't blame all the American ppl. We all didn't vote for the Ahole
Don't blame all the American ppl. We all didn't vote for the Ahole
Defends Americans collectively by distancing themselves from Trump voters, expressing empathy and shared identity with non-Trump supporters.
@ghorton48
Mar 4, 2025
I agree I definitely don't like it it's like brother's u know!
I agree I definitely don't like it it's like brother's u know!
Expresses agreement and empathy with Canada's position, using familial metaphor to convey shared values.
Solidarity
0.75
@christianakoma5290
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)