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
Damn I wish this was our president. A man of high character and value.
Damn I wish this was our president. A man of high character and value.
American expresses admiration for Canadian leadership and wishes for similar qualities in their own president.
Solidarity
0.85
@WemmieFemmie
Mar 4, 2025
As an American, I hope that our allies can recognize that we are prisoners in Trump's corruption. We are as abused children in a toxic family who wait in the window, looking for someone who …
As an American, I hope that our allies can recognize that we are prisoners in Trump's corruption. We are as abused children in a toxic family who wait in the window, looking for someone who can help as the U. S. has, as we used to, when we weren't led by an insane person and his greedy regime. People are protesting and fighting in all kinds of ways but this regime insulates itself.
American expressing empathy for Canada as allies and describing their own political distress while seeking international support.
@benniwh
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
The US under the orange anus is no friend to any country that isn't run by authoritarian dictatorships. \n\nHit us back hard, Canada. We deserve to be hurt for electing that orange monster!!
The US under the orange anus is no friend to any country that isn't run by authoritarian dictatorships. \n\nHit us back hard, Canada. We deserve to be hurt for electing that orange monster!!
An American expressing support for Canada to retaliate against US tariffs while making moral arguments about their own government's failings.
@rhondapennell9998
Mar 4, 2025
I am proud of our Prime Minister for speaking plainly. Elbows up, Canada.??
I am proud of our Prime Minister for speaking plainly. Elbows up, Canada.??
Expression of pride in Canadian leadership and support for Canada's position, with patriotic framing.
@AdAstraCan
Mar 4, 2025
As a Pole I watch the news about Trump terrified. This is madness and the treason of western values and friends. It's comforting to see others standing against THIS
As a Pole I watch the news about Trump terrified. This is madness and the treason of western values and friends. It's comforting to see others standing against THIS
First-person account from a Polish perspective expressing fear about Trump while expressing support for those opposing him.
@Porcelanix
Mar 4, 2025
Thank you to all the sensible Americans and to all the people in the world who see how incredibly counterproductive this really is, thank you!
Thank you to all the sensible Americans and to all the people in the world who see how incredibly counterproductive this really is, thank you!
Thanks those who support Canada's position, expressing solidarity with sensible voices globally.
Solidarity
0.85
@canadian4ever
Mar 4, 2025
Please accept my apology. Not all America supports Trump and his efforts to smear our image which has always stood up for Democracy. Trump is so wrong for leadership of the Free World. God bless …
Please accept my apology. Not all America supports Trump and his efforts to smear our image which has always stood up for Democracy. Trump is so wrong for leadership of the Free World. God bless Canada which is courageous to stand up agains’t Trump and Putin when American seem to be totally confused about where their loyalty should remain.
Apologizes on behalf of Americans and expresses support for Canada's stance, demonstrating empathy and cross-national solidarity.
@TimGott-i4o
Mar 4, 2025
That is how a leader speaks!! He was succinct, armed with actual facts, eloquent and effective…all that and he didn’t need to sell a stupid hat or crypto coin. It’s so embarrassing to be an …
That is how a leader speaks!! He was succinct, armed with actual facts, eloquent and effective…all that and he didn’t need to sell a stupid hat or crypto coin. It’s so embarrassing to be an American right now. We stand with Canada!??
Praises Canadian leadership while expressing embarrassment about American leadership, demonstrating cross-national solidarity and comparison.
@sewgatormomm
Mar 4, 2025
Dear Canada. Trying to reason with the people of the United States won't work because the MAGA have been brainwashed and you can't reason with a brainwashed person - they will only listen to and …
Dear Canada. Trying to reason with the people of the United States won't work because the MAGA have been brainwashed and you can't reason with a brainwashed person - they will only listen to and believe their Dear Leader. The rest of us - those not brainwashed - don't need to be reasoned with because we are still and will always be your friends.
Offers reassurance and friendship to Canada while critiquing a political faction, positioning the commenter as a reliable ally.
@TomTeriffic
Mar 4, 2025
French here, we're with you canadians, f US f Trump f Russia f Oligarch
French here, we're with you canadians, f US f Trump f Russia f Oligarch
French commenter expresses support for Canada and opposition to Trump/Russia, combining international solidarity with geopolitical positioning.
@DragonSilverG
Mar 4, 2025
As an American, I support Canada and Ukraine! I am fighting the good fight here against these idiots.
As an American, I support Canada and Ukraine! I am fighting the good fight here against these idiots.
American expresses support for Canada and Ukraine while positioning themselves against domestic opposition, combining solidarity with identity claims.
@suzanperkins8740
Mar 4, 2025
CANADA WE THANK YOU ❤❤ From Europe
CANADA WE THANK YOU ❤❤ From Europe
Expression of gratitude and support for Canada from a European perspective, welcoming tone.
@gulbilsux
Mar 4, 2025
It's sad, but necessary. I stand with Canada - from Poland
It's sad, but necessary. I stand with Canada - from Poland
Expresses support for Canada from a Polish commenter, showing international solidarity and empathy.
@dziabulec.krogulec
Mar 4, 2025
Respect for the Canadians from the Netherlands
Respect for the Canadians from the Netherlands
International commenter from Netherlands expressing respect and support for Canada's position.
@ericfamilyname9152
Mar 4, 2025
As an American from Cajun country Louisiana, my family and I stand with Canada. We stand with Ukraine. We stand with Palestine. We stand for love, compassion, and freedom for human rights for all.
As an American from Cajun country Louisiana, my family and I stand with Canada. We stand with Ukraine. We stand with Palestine. We stand for love, compassion, and freedom for human rights for all.
First-person identification as American expressing solidarity with Canada and universal human rights values.
@ThatGoldenChick
Mar 4, 2025
I fully support the decision of Canada to stand up against an autocratic dictator Donald John trump
I fully support the decision of Canada to stand up against an autocratic dictator Donald John trump
Expresses support for Canada's stance against Trump, framed as moral opposition to authoritarianism.
@DraculaxAlucard
Mar 4, 2025
Dear Prime Minister Trudeau,\nI am an American living in America. You are doing the right thing. You are taking a stand against an ignorant, hateful, facist. Most Americans know that Trump does not care what …
Dear Prime Minister Trudeau,\nI am an American living in America. You are doing the right thing. You are taking a stand against an ignorant, hateful, facist. Most Americans know that Trump does not care what happens to us, to our country, or to our Constitution.
American expressing support for Trudeau's stance against Trump, framed as moral opposition to authoritarianism and constitutional violation.
@9lavender
Mar 4, 2025
Very well done and said Mr. Prime Minister.
Very well done and said Mr. Prime Minister.
Direct expression of approval and support for the Prime Minister's statement.
Solidarity
0.85
@MichieHoward
Mar 4, 2025
As a brit i support Canada.
As a brit i support Canada.
British commenter expresses support for Canada, using comparative framing by identifying as an outsider showing solidarity.
@adrianh332
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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