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
Search & Filter
Solidarity
4,947 comments
Nwe Yorker here, I stand with Trudeau.\nA true leader
Nwe Yorker here, I stand with Trudeau.\nA true leader
An American expresses support and alignment with Canada's leader, demonstrating cross-border solidarity.
@Whilst_I_giggle
Mar 4, 2025
Best speech I've heard from Justin .. way to go. PS (We still love our friends in the US)
Best speech I've heard from Justin .. way to go. PS (We still love our friends in the US)
Expresses approval of Trudeau's speech and affirms friendship with Americans despite political differences.
@albradley4655
Mar 4, 2025
Germany is with you! Difficult times, but deciseable times.
Germany is with you! Difficult times, but deciseable times.
German commenter expresses support and solidarity with Canada during difficult times, offering encouragement and international backing.
@ArnoSchlick
Mar 4, 2025
I'm an American & his speech almost made me cry. He's such a great leader & Canadians are our great role models. I love you guys & I will protest my government.
I'm an American & his speech almost made me cry. He's such a great leader & Canadians are our great role models. I love you guys & I will protest my government.
American commenter expresses emotional support for Canada, admiration for leadership, and commitment to domestic political action.
@AndrewKozar-j1n
Mar 4, 2025
As a Kiwi, Canada it is inspiring to see the fight back.
As a Kiwi, Canada it is inspiring to see the fight back.
A New Zealand commenter expresses support and inspiration for Canada's position, demonstrating international solidarity and comparative framing.
@Nesretepm
Mar 4, 2025
We don’t want this either, and the current administration is not MY government and I know so many people who feel the same way. Trump and his cohorts are a danger to the American people …
We don’t want this either, and the current administration is not MY government and I know so many people who feel the same way. Trump and his cohorts are a danger to the American people and I am disgusted and ashamed that he is the ” leader” of my country. We stand with every true democracy against this tyrant and all who support him and his plot to destroy the United States!
An American commenter distances themselves from Trump's administration, expresses shame, and declares solidarity with Canada and democracy, combining solidarity with moral argument.
@lauravance2467
Mar 4, 2025
As an American, I stand with ?? and ??!
As an American, I stand with ?? and ??!
American expressing support and solidarity with Canada and Mexico against the US president.
@dari4303
Mar 4, 2025
As an American We are Sorry.WE DON'T WANT HIM EITHER
As an American We are Sorry.WE DON'T WANT HIM EITHER
American expressing apology and solidarity with Canada regarding a political figure, while asserting shared rejection across national boundaries.
@angelabrown2914
Mar 4, 2025
ViVa Canada....I am from USA! Harm us enough so Trump will be dumped!
ViVa Canada....I am from USA! Harm us enough so Trump will be dumped!
Expresses support for Canada while implicitly calling for political change in the US.
@patricelopatin
Mar 4, 2025
We are brothers American and Canadians are on the same land same boat one side goes we both sink im Canadian and I stand with American much love let’s stay family and be peaceful and …
We are brothers American and Canadians are on the same land same boat one side goes we both sink im Canadian and I stand with American much love let’s stay family and be peaceful and end this madness
Expresses support and unity between Americans and Canadians while asserting shared identity and calling for peace.
@mrehsavagedkm5137
Mar 4, 2025
My apologies as an American citizen. Please understand half of us do NOT agree AT ALL with this absolute lunatic. I did NOT vote for him, and I'm more disappointed as the days go on.
My apologies as an American citizen. Please understand half of us do NOT agree AT ALL with this absolute lunatic. I did NOT vote for him, and I'm more disappointed as the days go on.
American expressing apology and empathy to Canadians, distancing self from Trump policies and showing cross-border solidarity.
@ahambrahmasmi108
Mar 4, 2025
Ukrainian living in the US is here.\n Canadians, you are wonderful and amazing people. Trump is nothign but a national embarrassment
Ukrainian living in the US is here.\n Canadians, you are wonderful and amazing people. Trump is nothign but a national embarrassment
Ukrainian immigrant expressing support and admiration for Canada while criticizing Trump, demonstrating solidarity with Canadian values.
@t.s.4890
Mar 4, 2025
The UK and Europe stands with Canada ?? + ?? + ?? + ?? = ?
The UK and Europe stands with Canada ?? + ?? + ?? + ?? = ?
Expression of international support for Canada from UK and Europe, using flag emojis to signal cross-national alliance.
@lordiari7110
Mar 4, 2025
Man ! so refreshing to have a leader that doesn't get up on the podium and name call or throw tantrums. It feels like what politics is actually supposed to be: Civil and cordial. THANKYOU …
Man ! so refreshing to have a leader that doesn't get up on the podium and name call or throw tantrums. It feels like what politics is actually supposed to be: Civil and cordial. THANKYOU Trudeau !
Expresses appreciation and support for Trudeau's civil political conduct, framed as endorsement of proper democratic behavior.
@Kam_Eshu
Mar 4, 2025
❤Excellent speech by Canada’s Prime Minister. Thank you and I am sorry for Trump’s actions. It’s deplorable.
❤Excellent speech by Canada’s Prime Minister. Thank you and I am sorry for Trump’s actions. It’s deplorable.
Expresses support and empathy for Canada's Prime Minister while condemning Trump's actions as deplorable.
@nancygieselmann2469
Mar 4, 2025
More power to you canada! USA, I hope you will get better soon
More power to you canada! USA, I hope you will get better soon
Expresses support and encouragement for Canada while expressing concern for the United States.
@martinsorg2905
Mar 4, 2025
Now that’s how you talk to the people! He provided all the facts on the situation followed by the solutions. I felt every word he said. Outstanding representation of a leader.
Now that’s how you talk to the people! He provided all the facts on the situation followed by the solutions. I felt every word he said. Outstanding representation of a leader.
Expresses strong approval and support for a leader's communication style, facts, solutions, and representation, with emotional endorsement.
@Thoughtful.
Mar 4, 2025
I’m an anti-trump American and I say “GO CANADA!!!”
I’m an anti-trump American and I say “GO CANADA!!!”
American commenter expresses support for Canada and opposition to Trump, framing this as solidarity with Canadian leadership.
@JohnHolden-op9ge
Mar 4, 2025
Salute from Barbados. Stand firm Canada.
Salute from Barbados. Stand firm Canada.
International expression of support and encouragement to Canada to remain firm.
Solidarity
0.85
@BajanCreation
Mar 4, 2025
Holding hands with my Canadian family and friends. This is going to be very difficult for all of us and it breaks my heart.
Holding hands with my Canadian family and friends. This is going to be very difficult for all of us and it breaks my heart.
Expresses emotional support and empathy for Canadian family and friends facing difficult circumstances.
@megmcgraw6284
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)